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Merge pull request #1 from BerriAI/litellm_internal_staging

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Sync base into fix/autoroute-windows-pid-probe
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Yoggy 2026-08-24 10:28:33 +09:00 • committed by GitHub
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197
.circleci/config.yml
View file

@ -430,7 +430,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-vv \
--cov=./litellm \
--cov=./litellm --cov=./enterprise/litellm_enterprise \
--cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=20 \
@ -504,7 +504,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-vv \
--cov=./litellm \
--cov=./litellm --cov=./enterprise/litellm_enterprise \
--cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=20 \
@ -631,7 +631,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-v -x \
--cov=./litellm --cov-report=xml \
--cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=5 \
-n 2"
@ -651,126 +651,6 @@ jobs:
- auth_ui_unit_tests_coverage.xml
- auth_ui_unit_tests_coverage
proxy_behavior_tests:
docker:
- *python312_image
- image: cimg/postgres:16.0@sha256:b125148bc76e8e8eee5eb3ad6020a3a14110a14e8192f1c645128afebe2e2f84
environment:
POSTGRES_USER: postgres
POSTGRES_PASSWORD: postgres
POSTGRES_DB: litellm_test
working_directory: ~/project
environment:
DATABASE_URL: "postgresql://postgres:postgres@localhost:5432/litellm_test"
steps:
- checkout
- skip_if_unrelated_changes
- setup_google_dns
- install_uv
- install_rust
- run:
name: Install Dependencies
command: |
uv sync --frozen --all-groups --all-extras --python 3.12
- wait_for_service:
url: tcp://localhost:5432
timeout: "60"
- run:
name: Seed DB schema via prisma db push
command: |
uv run --no-sync prisma db push --schema litellm/proxy/schema.prisma --accept-data-loss
- run:
name: Generate Prisma Client
command: uv run --no-sync python -m prisma generate
- run:
name: Run proxy management behavior tests
command: |
mkdir -p test-results
uv run --no-sync python -m pytest tests/proxy_behavior \
-v --junitxml=test-results/junit.xml --durations=10
no_output_timeout: 15m
- store_test_results:
path: test-results
proxy_security_tests:
docker:
- *python312_image
- image: cimg/postgres:16.0@sha256:b125148bc76e8e8eee5eb3ad6020a3a14110a14e8192f1c645128afebe2e2f84
environment:
POSTGRES_USER: postgres
POSTGRES_PASSWORD: postgres
POSTGRES_DB: litellm_test
working_directory: ~/project
environment:
DATABASE_URL: "postgresql://postgres:postgres@localhost:5432/litellm_test"
steps:
- checkout
- skip_if_unrelated_changes
- setup_google_dns
- install_uv
- install_rust
- run:
name: Install Dependencies
command: |
uv sync --frozen --all-groups --all-extras --python 3.12
- wait_for_service:
url: tcp://localhost:5432
timeout: "60"
- run:
name: Seed DB schema via prisma db push
command: |
uv run --no-sync prisma db push --schema litellm/proxy/schema.prisma --accept-data-loss
- run:
name: Generate Prisma Client
command: uv run --no-sync python -m prisma generate
- run:
name: Run proxy security tests
command: |
mkdir -p test-results
uv run --no-sync python -m pytest tests/proxy_security_tests \
-v --junitxml=test-results/junit.xml --durations=10
no_output_timeout: 15m
- store_test_results:
path: test-results
schema_migration_check:
docker:
- *python312_image
- image: cimg/postgres:16.0@sha256:b125148bc76e8e8eee5eb3ad6020a3a14110a14e8192f1c645128afebe2e2f84
environment:
POSTGRES_USER: postgres
POSTGRES_PASSWORD: postgres
POSTGRES_DB: litellm_test
working_directory: ~/project
environment:
# An empty database; the test applies every committed migration itself.
DATABASE_URL: "postgresql://postgres:postgres@localhost:5432/litellm_test"
steps:
- checkout
- skip_if_unrelated_changes
- setup_google_dns
- install_uv
- install_rust
- run:
name: Install Dependencies
command: |
uv sync --frozen --all-groups --all-extras --python 3.12
- wait_for_service:
url: tcp://localhost:5432
timeout: "60"
- run:
name: Generate Prisma Client
command: uv run --no-sync python -m prisma generate
- run:
name: Check schema.prisma is in sync with committed migrations
command: |
mkdir -p test-results
uv run --no-sync python -m pytest tests/proxy_migration_tests \
-v --junitxml=test-results/junit.xml --durations=10
no_output_timeout: 15m
- store_test_results:
path: test-results
litellm_router_testing: # Runs all tests with the "router" keyword
docker:
- *python312_image
@ -858,7 +738,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-v -x \
--cov=./litellm --cov-report=xml \
--cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=5 \
-n 4"
@ -985,7 +865,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-vv \
--cov=./litellm --cov-report=xml \
--cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=20 \
-n 4 \
@ -1025,12 +905,12 @@ jobs:
name: Run tests
command: |
mkdir -p test-results
TEST_FILES=$(circleci tests glob "tests/agent_tests/**/test_*.py" | grep -v "^tests/agent_tests/local_only_agent_tests/")
TEST_FILES=$(circleci tests glob "tests/agent_tests/test_*.py")
echo "$TEST_FILES" | circleci tests run \
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-vv -x -s \
--cov=./litellm --cov-report=xml \
--cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=5"
no_output_timeout: 15m
@ -1074,7 +954,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-vv \
--cov=./litellm --cov-report=xml \
--cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=5 \
-n 2 \
@ -1120,7 +1000,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-vv -x -s \
--cov=./litellm --cov-report=xml \
--cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=5 \
--retries 3 --retry-delay 5"
@ -1211,7 +1091,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-vv -x \
--cov=./litellm --cov-report=xml \
--cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=5 \
-n 4"
@ -1255,7 +1135,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-vv -x \
--cov=./litellm --cov-report=xml \
--cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=5 \
-n 4"
@ -1274,40 +1154,6 @@ jobs:
paths:
- search_coverage.xml
- search_coverage
litellm_mapped_enterprise_tests:
docker:
- *python312_image
working_directory: ~/project
resource_class: large
steps:
- checkout
- skip_if_unrelated_changes
- setup_google_dns
- install_uv
- install_rust
- run:
name: Install Dependencies
command: |
uv sync --frozen --all-groups --all-extras --python 3.12
- setup_litellm_enterprise_pip
- run:
name: Run enterprise tests
command: |
uv run --no-sync python -m prisma generate
mkdir -p test-results
TEST_FILES=$(circleci tests glob "tests/enterprise/**/test_*.py")
echo "$TEST_FILES" | circleci tests run \
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-v -x \
--junitxml=test-results/junit-enterprise.xml \
--durations=10 \
-n 4"
no_output_timeout: 15m
# Store test results
- store_test_results:
path: test-results
batches_testing:
docker:
- *python312_image
@ -1333,7 +1179,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-vv -x -s \
--cov=./litellm --cov-report=xml \
--cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=5 \
-n 2"
@ -1377,7 +1223,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-vv -x -s \
--cov=./litellm --cov-report=xml \
--cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=5 \
-n 2"
@ -1422,7 +1268,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-vv -x \
--cov=./litellm --cov-report=xml \
--cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=5 \
-n 4"
@ -1501,7 +1347,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-vv \
--cov=./litellm --cov-report=xml \
--cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
-n 4 \
--junitxml=test-results/junit.xml \
--durations=5 \
@ -1546,7 +1392,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-vv -x -s \
--cov=./litellm --cov-report=xml \
--cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=5"
no_output_timeout: 15m
@ -1599,7 +1445,7 @@ jobs:
--verbose \
--command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-vv -x -s \
--cov=./litellm --cov-report=xml \
--cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
--junitxml=test-results/junit.xml \
--durations=5 -n 2 \
--reruns 2 --reruns-delay 1"
@ -3105,12 +2951,6 @@ workflows:
filters: *main_branches
- auth_ui_unit_tests:
filters: *main_branches
- proxy_behavior_tests:
filters: *main_branches
- proxy_security_tests:
filters: *main_branches
- schema_migration_check:
filters: *main_branches
- build_docker_database_image:
filters: *main_branches
- e2e_ui_testing:
@ -3167,8 +3007,6 @@ workflows:
filters: *main_branches
- search_testing:
filters: *main_branches
- litellm_mapped_enterprise_tests:
filters: *main_branches
- batches_testing:
filters: *main_branches
- litellm_utils_testing:
@ -3191,7 +3029,6 @@ workflows:
- guardrails_testing
- ocr_testing
- search_testing
- litellm_mapped_enterprise_tests
- batches_testing
- litellm_utils_testing
- pass_through_unit_testing

6
.github/CODEOWNERS vendored
View file

@ -1,5 +1,7 @@
/ui/ @yuneng-jiang @ryan-crabbe-berri
/litellm/proxy/_experimental/out/ @yuneng-jiang @ryan-crabbe-berri
/ui/ @yuneng-berri @ryan-crabbe-berri
/litellm/proxy/_experimental/out/ @yuneng-berri @ryan-crabbe-berri
/ui/litellm-dashboard/src/lib/http/schema.d.ts
/model_prices_and_context_window.json @mateo-berri
/litellm/model_prices_and_context_window_backup.json @mateo-berri
/litellm-proxy-extras/litellm_proxy_extras/migrations/ @yuneng-berri @ryan-crabbe-berri
/.github/CODEOWNERS @yuneng-berri

31
.github/actions/cache-cargo-build/action.yml vendored Normal file
View file

@ -0,0 +1,31 @@
name: "Cache the Rust build"
description: >-
Cache the Cargo registry and target directory the root package's build needs,
so only the first job on a given Cargo.lock compiles the bridge from scratch.
litellm builds through maturin, which compiles litellm-rust/crates/python-bridge
in release mode before it can produce a wheel. `uv sync` therefore pays a full
build in every job that installs the workspace: measured at 2m40s per unit shard
on 2026-08-21, more than the whole unit tier spends running tests. Nothing caught
it, because the uv cache holds wheels uv downloads rather than wheels it builds,
and a path dependency whose source moves every commit could never hit that cache
anyway. Cargo rebuilds only what changed when its target directory survives, so a
warm job pays for the bridge crate alone.
The key namespace is separate from test-rust.yml's. Both cache the same directory,
but that workflow fills it with debug and clippy artifacts, which a release build
cannot reuse, and a shared key would let whichever ran first deny the other a save.
runs:
using: composite
steps:
- name: Restore the Cargo registry and target directory
uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
with:
path: |
~/.cargo/registry
~/.cargo/git
litellm-rust/target
key: ${{ runner.os }}-cargo-release-${{ hashFiles('litellm-rust/Cargo.lock') }}
restore-keys: |
${{ runner.os }}-cargo-release-

105
.github/ci-coverage-allowlist.yml vendored
View file

@ -4,6 +4,22 @@ description: >-
by a job nor listed here, so every entry below is a decision on the record.
test_paths:
- reason: >-
What is left of the caching suite in tests/local_testing that runs nowhere. Every job that
globs that directory either deselects it (local_testing_part1 and part2 carry `-k "... and
not caching and not cache"`) or keeps only another keyword (langfuse, router, assistants),
and no job names these files the way redis_caching_unit_tests names test_dual_cache.py.
The gap was eight files and 118 tests when measured 2026-08-20; the five keyless ones now
run in the caching-local shard, leaving these three. Measured 2026-08-21 with no provider
credentials and no Redis: test_caching.py needs both (37 of 65 fail without them),
test_disk_cache_unit_tests.py needs OPENAI_API_KEY for 2 of its 4, and
test_gcs_cache_unit_tests.py needs GCS credentials for all 4. They want the keyless/live
split that porting tests/local_testing off CircleCI will force, not a job that is red by
construction
paths:
- tests/local_testing/test_caching.py
- tests/local_testing/test_disk_cache_unit_tests.py
- tests/local_testing/test_gcs_cache_unit_tests.py
- reason: >-
The end-to-end suite runs against a deployed proxy from its own in-cluster rig rather than
from a pull request; it needs a live gateway and provider credentials no PR job holds
@ -21,72 +37,14 @@ test_paths:
- tests/documentation_tests/test_requests_lib_usage.py
- tests/documentation_tests/test_standard_logging_payload.py
- reason: >-
Sibling files here are executed by name from the code-quality workflow; this one is referenced
by no job
Named like a test but shaped like a benchmark: it fetches live image URLs, times aiohttp
against httpx, prints the ratio, and asserts nothing, so pytest cannot collect it (its
functions take arguments, not fixtures) and running it beside its siblings in the
code-quality workflow would add a network dependency for a number nothing reads. Exempt
as a script rather than as an unresolved gap; revisit by deleting it once the aiohttp
choice it informed is settled
paths:
- tests/code_coverage_tests/test_aio_http_image_conversion.py
- reason: >-
A second mirror of the package tree living beside tests/test_litellm, which is the mirror the
repo convention names; only test_no_hardcoded_secrets.py is invoked, from the linting
workflow, and whether this directory should exist at all is unresolved
paths:
- tests/litellm/a2a_protocol/providers/pydantic_ai_agents/test_pydantic_ai_agent_headers.py
- tests/litellm/a2a_protocol/providers/pydantic_ai_agents/test_pydantic_ai_agent_transformation.py
- tests/litellm/integrations/helicone/test_helicone_gemini.py
- tests/litellm/litellm_core_utils/test_json_schema_validation.py
- tests/litellm/llms/anthropic/test_anthropic_reasoning_effort.py
- tests/litellm/llms/anthropic/test_anthropic_schema_filter.py
- tests/litellm/llms/azure/test_azure_embedding.py
- tests/litellm/llms/bedrock/embed/test_embedding.py
- tests/litellm/llms/bedrock/test_nova_imported_models.py
- tests/litellm/llms/deepseek/chat/test_deepseek_chat_transformation.py
- tests/litellm/llms/gradient_ai/chat/test_gradient_ai_chat_transformation.py
- tests/litellm/llms/oci/chat/test_oci_chat_transformation.py
- tests/litellm/llms/openai_like/test_abliteration_provider.py
- tests/litellm/llms/openai_like/test_assemblyai_provider.py
- tests/litellm/llms/openai_like/test_empiriolabs_provider.py
- tests/litellm/llms/vertex_ai/agent_engine/test_transformation.py
- tests/litellm/llms/vertex_ai/gemini/test_transformation.py
- tests/litellm/llms/vertex_ai/text_to_speech/test_transformation.py
- tests/litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
- tests/litellm/proxy/agent_endpoints/test_agent_rbac.py
- tests/litellm/proxy/common_utils/test_rbac_utils.py
- tests/litellm/proxy/management_endpoints/test_common_utils.py
- tests/litellm/proxy/management_endpoints/test_cost_estimate_endpoint.py
- tests/litellm/proxy/test_claude_code_marketplace.py
- tests/litellm/proxy/test_init_litellm_callbacks.py
- tests/litellm/proxy/test_prisma_engine_watchdog.py
- tests/litellm/proxy/vector_store_endpoints/test_vector_store_rbac.py
- tests/litellm/test_bedrock_extended_beta_models.py
- tests/litellm/test_bedrock_nemotron_super.py
- tests/litellm/test_proxy_auth.py
- tests/litellm/test_router_retry_backoff_headers.py
- tests/litellm/test_sambanova_model_metadata.py
- tests/litellm/test_stream_chunk_builder_images.py
- reason: >-
Legacy proxy suite superseded by the proxy shards; no job invokes it and whether it still
describes supported behaviour is unresolved
paths:
- tests/old_proxy_tests/tests/test_anthropic_context_caching.py
- tests/old_proxy_tests/tests/test_anthropic_sdk.py
- tests/old_proxy_tests/tests/test_async.py
- tests/old_proxy_tests/tests/test_gemini_context_caching.py
- tests/old_proxy_tests/tests/test_langchain_embedding.py
- tests/old_proxy_tests/tests/test_langchain_request.py
- tests/old_proxy_tests/tests/test_llamaindex.py
- tests/old_proxy_tests/tests/test_mistral_sdk.py
- tests/old_proxy_tests/tests/test_openai_embedding.py
- tests/old_proxy_tests/tests/test_openai_exception_request.py
- tests/old_proxy_tests/tests/test_openai_request.py
- tests/old_proxy_tests/tests/test_openai_request_with_traceparent.py
- tests/old_proxy_tests/tests/test_openai_simple_embedding.py
- tests/old_proxy_tests/tests/test_openai_tts_request.py
- tests/old_proxy_tests/tests/test_pass_through_langfuse.py
- tests/old_proxy_tests/tests/test_q.py
- tests/old_proxy_tests/tests/test_simple_traceparent_openai.py
- tests/old_proxy_tests/tests/test_vertex_sdk_forward_headers.py
- tests/old_proxy_tests/tests/test_vtx_embedding.py
- tests/old_proxy_tests/tests/test_vtx_sdk_embedding.py
- reason: >-
No job invokes this suite and its files mix pure transformation tests with ones driving live
vendor vector stores, so assigning them needs a per-file decision
@ -116,6 +74,14 @@ test_paths:
- tests/load_tests/test_otel_load_test.py
- tests/load_tests/test_vertex_embeddings_load_test.py
- tests/load_tests/test_vertex_load_tests.py
- reason: >-
A local-only agent rig: test_a2a_completion_bridge.py needs a LangGraph server on
localhost:2024 and test_a2a.py drives a live A2A endpoint, so neither can run in a
pull request job. Until 2026-08-20 the CircleCI agent job hid them behind a grep -v
that this census could not see; the glob now excludes them structurally and this entry
is the decision on the record. Revisit when the A2A bridge gets a recorded-wire fixture
paths:
- tests/agent_tests/local_only_agent_tests
- reason: >-
Third-party integration tests that skip themselves without OCI configuration or sandbox
credentials, neither of which a pull request job holds
@ -123,17 +89,6 @@ test_paths:
- tests/integration/sandbox/test_e2b_sandbox.py
- tests/integration/test_oci_integration.py
- tests/integration/test_oci_proxy_integration.py
- reason: >-
Two prompt-factory tests sitting at the top level of tests/ instead of under the
tests/test_litellm mirror the shards enumerate; they need moving rather than a shard entry
paths:
- tests/litellm_core_utils/test_anthropic_dedup_factory.py
- tests/litellm_core_utils/test_bedrock_converse_dedup_factory.py
- reason: >-
A unit test for the proxy-extras package that no job invokes, while the package's other tests
live under tests/proxy_migration_tests
paths:
- tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py
dockerfiles:
- reason: >-

295
.github/scripts/assert_ci_coverage.py vendored
View file

@ -1,10 +1,14 @@
from __future__ import annotations
import ast
import operator
import pathlib
import re
import sys
from collections.abc import Iterable, Mapping, Sequence
import warnings
from collections.abc import Callable, Iterable, Mapping, Sequence
from dataclasses import dataclass
from typing import Final
import yaml
@ -25,6 +29,15 @@ DOCKERFILE_TOKEN_RE = re.compile(r"[A-Za-z0-9_./-]*Dockerfile[A-Za-z0-9_.-]*")
COMMENT_RE = re.compile(r"^\s*#.*$", re.MULTILINE)
GLOB_CHARS = frozenset("*?")
# Trees whose jobs are sharded with no catch-all bucket, so every child that holds
# tests has to be named by some shard or it runs nowhere. A child listed here is
# itself decomposed one level deeper and is checked through its own entry.
SHARDED_ROOTS: tuple[str, ...] = (
"tests/proxy_unit_tests",
"tests/test_litellm",
"tests/test_litellm/proxy",
)
@dataclass(frozen=True, slots=True)
class AllowEntry:
@ -44,6 +57,14 @@ class Allowlist:
return any(relative_path == path for entry in self.dockerfiles for path in entry.paths)
@dataclass(frozen=True, slots=True)
class Section:
name: str
entries: tuple[AllowEntry, ...]
candidates: tuple[str, ...]
matches: Callable[[str, str], bool]
@dataclass(frozen=True, slots=True)
class Scalar:
key: str
@ -107,20 +128,34 @@ def _built_dockerfile_tokens(scalars: Iterable[Scalar]) -> frozenset[str]:
)
def _glob_to_regex(token: str) -> re.Pattern[str]:
parts = re.split(r"(\*\*/|\*\*|\*|\?)", token)
def _glob_to_regex(token: str, *, subtree: bool) -> re.Pattern[str]:
parts = re.split(r"(\*\*/|\*\*|\*|\?|\[[^\]]*\])", token)
translated = "".join(
{"**/": r"(?:.*/)?", "**": r".*", "*": r"[^/]*", "?": r"[^/]"}.get(part, re.escape(part)) for part in parts
{"**/": r"(?:.*/)?", "**": r".*", "*": r"[^/]*", "?": r"[^/]"}.get(part)
or (part if part.startswith("[") and part.endswith("]") else re.escape(part))
for part in parts
)
return re.compile(rf"{translated}(?:/.*)?$")
return re.compile(rf"{translated}(?:/.*)?$" if subtree else rf"{translated}$")
def _token_covers(token: str, relative_path: str) -> bool:
if GLOB_CHARS & set(token):
return _glob_to_regex(token).match(relative_path) is not None
return _glob_to_regex(token, subtree=True).match(relative_path) is not None
return relative_path == token or relative_path.startswith(f"{token}/")
def _token_names(token: str, relative_path: str) -> bool:
"""Whether the token names this path itself, rather than merely containing it.
A sharded tree has no catch-all bucket, so the ancestor token the census is happy
with (`tests/x` standing in for everything below it) is exactly what would let a
newly added child ride along without a shard.
"""
if GLOB_CHARS & set(token):
return _glob_to_regex(token, subtree=False).match(relative_path) is not None
return token == relative_path
def _test_files() -> tuple[str, ...]:
return tuple(
sorted(
@ -166,6 +201,190 @@ def _describe(paths: tuple[str, ...]) -> str:
return f"{len(paths)} test file(s) invoked by no job: {names}{suffix}"
GLOB_CALL_RE = re.compile(r'circleci tests glob "([^"]+)"')
KEYWORD_RE = re.compile(r"-k\s+\\?[\"']([^\"'\\]+)")
@dataclass(frozen=True, slots=True)
class Slice:
"""One job's selection: the files it globs, narrowed by its `-k` expression."""
job: str
globs: tuple[str, ...]
named: frozenset[str]
required: tuple[str, ...]
excluded: tuple[str, ...]
understood: bool
def claims(self, relative_path: str, inner_names: frozenset[str]) -> bool:
"""Whether this job runs any test in the file.
The question is deliberately per-file, not per-test. An excluded term is only
honoured when it appears in the path, because that is the case where it takes
the whole module with it; a term matching one function inside drops that test
and leaves the file claimed. Losing a whole file is the failure worth a gate,
and answering per-test would mean a baseline of test ids that churns on every
rename.
"""
if relative_path in self.named:
return True
if not any(_token_covers(glob, relative_path) for glob in self.globs):
return False
if not self.understood:
return True # a `-k` this parser cannot model is assumed to claim everything
if any(term.lower() in relative_path.lower() for term in self.excluded):
return False
return not self.required or any(
term.lower() in name.lower() for term in self.required for name in inner_names
)
def _strings(node: object) -> Iterable[str]:
if isinstance(node, str):
yield node
elif isinstance(node, dict):
for value in node.values():
yield from _strings(value)
elif isinstance(node, list):
for value in node:
yield from _strings(value)
def _keyword_terms(
expressions: Sequence[str], *, attributable: bool = True
) -> tuple[tuple[str, ...], tuple[str, ...], bool]:
"""A `-k` expression as (required, excluded, understood).
Only flat `and` chains of bare terms are modelled. Anything with `or`, parentheses
or negation of a group is left unmodelled, and its job is then treated as claiming
every file it globs, so an unparsed selector can never raise a false alarm.
`attributable` is False when a job runs several pytest commands, since a selector
read out of the job's text cannot then be tied to the glob it belongs to, and
pairing one command's exclusion with another's glob would invent a gap.
"""
terms: Final = tuple(part.strip() for expression in expressions for part in expression.split(" and "))
if not attributable and terms:
return (), (), False
if any(("or " in term) or ("(" in term) or (term.startswith("not ") and " " in term[4:]) for term in terms):
return (), (), False
return (
tuple(term for term in terms if term and not term.startswith("not ")),
tuple(term[4:].strip() for term in terms if term.startswith("not ")),
True,
)
def _slices() -> tuple[Slice, ...]:
if not CIRCLECI_CONFIG.exists():
return ()
jobs: Final = yaml.safe_load(CIRCLECI_CONFIG.read_text()).get("jobs", {})
return tuple(
Slice(job=job, globs=globs, named=named, required=required, excluded=excluded, understood=understood)
for job, body in jobs.items()
for text in ("\n".join(_strings(body)),)
if "pytest" in text
for globs in (tuple(GLOB_CALL_RE.findall(text)),)
for named in (frozenset(TEST_TOKEN_RE.findall(text)) & frozenset(_test_files()),)
for required, excluded, understood in (
_keyword_terms(tuple(KEYWORD_RE.findall(text)), attributable=len(globs) < 2),
)
if globs or named
)
def _matchable_names(relative_path: str) -> frozenset[str]:
"""Every name a `-k` term can match for this file: its path, plus the names inside it.
pytest matches a keyword against an item's own name and each of its parents', so a
positive term hits a file when it appears in the path or in a class or function name.
"""
try:
with warnings.catch_warnings():
warnings.simplefilter("ignore") # test files carry stray escapes; their names still parse
tree: Final = ast.parse((REPO_ROOT / relative_path).read_text())
except (OSError, SyntaxError):
return frozenset({relative_path})
return frozenset({relative_path}) | frozenset(
node.name
for node in ast.walk(tree)
if isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef, ast.ClassDef))
)
def _workflow_named_tokens() -> frozenset[str]:
"""Test tokens a GitHub Actions job names directly.
A CircleCI `-k` that deselects a file no longer means the file runs nowhere once a
workflow names it, so the slice check has to credit those the same way the census does.
"""
return _invoked_test_tokens(
scalar
for path in _config_files()
if path != CIRCLECI_CONFIG
for scalar in _scalars(yaml.safe_load(path.read_text(encoding="utf-8")), path.name)
)
def _deselected_everywhere(allowlist: Allowlist) -> tuple[Finding, ...]:
slices: Final = _slices()
named_by_workflow: Final = _workflow_named_tokens()
globbed: Final = tuple(
path
for path in _test_files()
if any(_token_covers(glob, path) for slice_ in slices for glob in slice_.globs)
)
return tuple(
Finding(
subject=path,
detail="globbed by a job, then deselected by every one of their -k expressions",
)
for path in globbed
if not allowlist.covers_test(path)
and not any(_token_covers(token, path) for token in named_by_workflow)
and not any(slice_.claims(path, _matchable_names(path)) for slice_ in slices)
)
def _holds_tests(directory: pathlib.Path) -> bool:
return any(directory.rglob("test_*.py"))
def _shard_children(root: str, repo_root: pathlib.Path = REPO_ROOT) -> tuple[str, ...]:
"""Children of a sharded root that carry tests, so each one needs its own shard.
A directory earns an entry by containing a test file rather than by being named
`test_*`, which is what keeps fixture directories (`test_configs`, `expected_*`)
out without a hand-maintained list of exceptions.
"""
return tuple(
sorted(
child.relative_to(repo_root).as_posix()
for child in (repo_root / root).iterdir()
if not child.name.startswith(".")
and (
_holds_tests(child)
if child.is_dir()
else child.name.startswith("test_") and child.suffix == ".py"
)
)
)
def _unassigned_shard_children(
tokens: frozenset[str],
roots: tuple[str, ...] = SHARDED_ROOTS,
repo_root: pathlib.Path = REPO_ROOT,
) -> tuple[Finding, ...]:
return tuple(
Finding(subject=child, detail=f"holds tests but no shard of {root} names it")
for root in roots
if (repo_root / root).is_dir()
for child in _shard_children(root, repo_root)
if child not in roots and not any(_token_names(token, child) for token in tokens)
)
def _uncovered_dockerfiles(allowlist: Allowlist, tokens: frozenset[str]) -> tuple[Finding, ...]:
return tuple(
Finding(subject=relative_path, detail="built by no job")
@ -174,6 +393,25 @@ def _uncovered_dockerfiles(allowlist: Allowlist, tokens: frozenset[str]) -> tupl
)
def _stale_allowlist_paths(
allowlist: Allowlist,
*,
test_files: tuple[str, ...],
dockerfiles: tuple[str, ...],
) -> tuple[Finding, ...]:
sections: Final[tuple[Section, ...]] = (
Section("test_paths", allowlist.test_paths, test_files, _token_covers),
Section("dockerfiles", allowlist.dockerfiles, dockerfiles, operator.eq),
)
return tuple(
Finding(subject=path, detail=f"listed under '{section.name}' but matches no file the census looks at")
for section in sections
for entry in section.entries
for path in entry.paths
if not any(section.matches(path, candidate) for candidate in section.candidates)
)
def _parse_entry(item: object, section: str) -> AllowEntry:
if not isinstance(item, dict):
raise SystemExit(f"{ALLOWLIST_FILE.name}: '{section}' entries must be mappings")
@ -229,13 +467,56 @@ def _report(title: str, findings: tuple[Finding, ...], remedy: str) -> None:
_write("")
def _check_slices() -> int:
findings: Final = _deselected_everywhere(_load_allowlist())
if findings:
_report(
"test files a -k expression removes from every job that globs them",
findings,
"Give each one a job whose -k keeps it, or list it in "
".github/ci-coverage-allowlist.yml with the reason it may stay unrun.",
)
return 1
_write(f"OK: no test file is globbed by a job and then deselected by every -k across {len(_slices())} slices.")
return 0
def _check_shards() -> int:
findings = _unassigned_shard_children(_invoked_test_tokens(_all_scalars()))
if findings:
_report(
"test directories and files that no shard claims",
findings,
"Add each to the shard it belongs to. A directory that is itself split across "
"several shards belongs in SHARDED_ROOTS instead, so its own children get checked.",
)
return 1
counted = sum(len(_shard_children(root)) for root in SHARDED_ROOTS if (REPO_ROOT / root).is_dir())
_write(f"OK: all {counted} test children across {len(SHARDED_ROOTS)} sharded trees are assigned to a shard.")
return 0
def main() -> int:
if "--shards" in sys.argv[1:]:
return _check_shards()
if "--slices" in sys.argv[1:]:
return _check_slices()
allowlist = _load_allowlist()
scalars = _all_scalars()
test_findings = _uncovered_tests(allowlist, _invoked_test_tokens(scalars))
dockerfile_findings = _uncovered_dockerfiles(allowlist, _built_dockerfile_tokens(scalars))
stale_findings = _stale_allowlist_paths(allowlist, test_files=_test_files(), dockerfiles=_dockerfiles())
if stale_findings:
_report(
"allowlist entries that exempt nothing",
stale_findings,
"Delete each from .github/ci-coverage-allowlist.yml; the file it named is gone or was renamed.",
)
if test_findings:
_report(
"test files that no CI job invokes",
@ -248,7 +529,7 @@ def main() -> int:
dockerfile_findings,
"Build each in a workflow, or list it in .github/ci-coverage-allowlist.yml with a reason.",
)
if test_findings or dockerfile_findings:
if stale_findings or test_findings or dockerfile_findings:
return 1
_write(

149
.github/scripts/assert_workflow_dir_hygiene.py vendored Normal file
View file

@ -0,0 +1,149 @@
#!/usr/bin/env python3
"""Three invariants about what lives in .github/workflows/ and what its names mean.
`.github/workflows/` is a directory GitHub reads, not a place to keep things. Every
file at its top level is parsed as a workflow, so a script or a data file parked there
is either an invalid workflow or an orphan nobody can find. A subdirectory is not read
at all, so helper files may live in one. GitHub accepts both `.yml` and `.yaml`, and
this repo spells them `.yml`, which is a naming rule rather than a validity one and is
reported separately. And the `_` prefix is the repo's only signal that a workflow is a
reusable building block rather than something that runs on its own, which is worth
nothing unless it is true both ways.
WF001 a top-level file in .github/workflows/ that is not a workflow at all
WF002 a workflow whose only trigger is `workflow_call` but is not `_`-prefixed
WF003 a `_`-prefixed workflow that no other workflow can call
WF004 a real workflow spelled `.yaml` where this directory spells them `.yml`
A workflow with `workflow_call` alongside a human trigger is deliberately dual-mode
and belongs under its plain name, so only the call-only ones are held to WF002.
Usage
-----
python assert_workflow_dir_hygiene.py
Exit code 1 if any violation is found.
"""
from __future__ import annotations
import pathlib
import sys
from dataclasses import dataclass
from typing import Final
import yaml
REPO_ROOT: Final = pathlib.Path(__file__).resolve().parents[2]
WORKFLOW_DIR: Final = REPO_ROOT / ".github" / "workflows"
SCRIPT_HOME: Final = ".github/scripts/"
REUSABLE_PREFIX: Final = "_"
CALL_TRIGGER: Final = "workflow_call"
CANONICAL_SUFFIX: Final = ".yml"
WORKFLOW_SUFFIXES: Final = frozenset((CANONICAL_SUFFIX, ".yaml"))
@dataclass(frozen=True, slots=True)
class Finding:
subject: str
code: str
detail: str
def render(self) -> str:
return f" - {self.subject}: {self.code} {self.detail}"
def _triggers(document: object) -> frozenset[str]:
if not isinstance(document, dict):
return frozenset()
raw: Final = document.get("on", document.get(True))
if isinstance(raw, str):
return frozenset({raw})
if isinstance(raw, dict):
return frozenset(str(key) for key in raw)
if isinstance(raw, list):
return frozenset(str(item) for item in raw)
return frozenset()
def _workflows(directory: pathlib.Path) -> tuple[pathlib.Path, ...]:
return tuple(
path
for path in sorted(directory.iterdir())
if path.is_file() and path.suffix in WORKFLOW_SUFFIXES
)
def _strays(directory: pathlib.Path) -> tuple[Finding, ...]:
return tuple(
Finding(
path.name,
"WF001",
f"is not a workflow, and GitHub parses every top-level file here as one; "
f"move it to {SCRIPT_HOME} or into a subdirectory, which GitHub does not read",
)
for path in sorted(directory.iterdir())
if path.is_file() and path.suffix not in WORKFLOW_SUFFIXES
)
def _misspelled(directory: pathlib.Path) -> tuple[Finding, ...]:
return tuple(
Finding(
path.name,
"WF004",
f"is a real workflow and GitHub reads it, but this directory spells them "
f"{CANONICAL_SUFFIX}; rename it to {path.stem}{CANONICAL_SUFFIX}",
)
for path in _workflows(directory)
if path.suffix != CANONICAL_SUFFIX
)
def _misnamed(directory: pathlib.Path) -> tuple[Finding, ...]:
return tuple(
finding
for path in _workflows(directory)
for finding in _naming_findings(path, _triggers(yaml.safe_load(path.read_text(encoding="utf-8"))))
)
def _naming_findings(path: pathlib.Path, triggers: frozenset[str]) -> tuple[Finding, ...]:
underscored: Final = path.name.startswith(REUSABLE_PREFIX)
if triggers == frozenset({CALL_TRIGGER}) and not underscored:
return (
Finding(
path.name,
"WF002",
f"is only callable by another workflow, so name it {REUSABLE_PREFIX}{path.name}",
),
)
if underscored and CALL_TRIGGER not in triggers:
return (
Finding(
path.name,
"WF003",
f"is named as a reusable workflow but has no {CALL_TRIGGER} trigger; "
"add one or drop the prefix",
),
)
return ()
def main() -> int:
findings: Final = _strays(WORKFLOW_DIR) + _misspelled(WORKFLOW_DIR) + _misnamed(WORKFLOW_DIR)
if not findings:
total: Final = len(_workflows(WORKFLOW_DIR))
sys.stdout.write(
f"OK: {total} workflows, every file in .github/workflows/ is one, and the "
f"{REUSABLE_PREFIX} prefix means callable in both directions.\n"
)
return 0
sys.stdout.write("ERROR: .github/workflows/ holds files that break its own conventions\n")
for finding in findings:
sys.stdout.write(f"{finding.render()}\n")
return 1
if __name__ == "__main__":
sys.exit(main())

0
.github/workflows/auto_update_price_and_context_window_file.py → .github/scripts/auto_update_price_and_context_window_file.py vendored
View file

0
.github/workflows/run_llm_translation_tests.py → .github/scripts/run_llm_translation_tests.py vendored
View file

557
.github/scripts/triage_rollout_heads_up.py vendored
View file

@ -1,557 +0,0 @@
#!/usr/bin/env python3
"""One-shot 7-day heads-up sweep for the Agent Shin rollout.
Posts a friendly "the OSS triage bot kicks in next Monday" comment on every
open external PR/issue that currently *would* fail the new rubric — i.e.,
every PR/issue Agent Shin would close once the rollout completes. The point
is to give contributors a full week to fix their description before the bot
ever takes a destructive action, so nobody is surprised by an auto-close.
The script is designed to run **exactly once** at rollout, fired by a manual
``workflow_dispatch`` (``dry_run=false``) on the heads-up workflow. Re-runs
are safe: every comment is stamped with the hidden ``HEADS_UP_MARKER`` and
PRs/issues that already carry the marker are skipped.
Dry-run vs. real run
--------------------
Defaults to dry-run. Passing ``--close`` flips into real mode. Every GitHub
mutation goes through ``_agent_shin_actions``, which has a one-line
``if dry_run: log else: do_it`` per call, so the only difference between a
dry-run preview and the real run is the call site that actually hits the
GitHub API.
Local preview::
python3 .github/scripts/triage_rollout_heads_up.py --repo BerriAI/litellm
Real run (the manual rollout dispatch uses this)::
python3 .github/scripts/triage_rollout_heads_up.py --repo BerriAI/litellm --close
"""
from __future__ import annotations
import argparse
import datetime as dt
import json
import os
import sys
from pathlib import Path
from typing import Any
# Make the sibling triage_with_llm + _agent_shin_actions importable when this
# script is invoked directly (the GitHub workflow does `python3 .github/scripts/...`).
_SCRIPTS_DIR = Path(__file__).resolve().parent
if str(_SCRIPTS_DIR) not in sys.path:
sys.path.insert(0, str(_SCRIPTS_DIR))
from _agent_shin_actions import maybe_post_comment # noqa: E402
from agent_shin_shared import ( # noqa: E402
AGENT_SHIN_DEFAULT_BOT_LOGIN,
ALLOWLIST_LOGINS,
list_open_items,
)
from triage_with_llm import ( # noqa: E402
DEFAULT_MODEL,
call_llm_judge,
fetch_issue,
fetch_pr,
gh,
is_internal_contributor,
review_gate,
triage,
)
# Hidden marker so re-runs skip PRs/issues we've already notified. Distinct from
# the within-grace / ready / regressed markers so it can't be confused with the
# steady-state lifecycle comments.
HEADS_UP_MARKER = "<!-- agent-shin:rollout-heads-up -->"
# Placeholder until the litellm-docs PR ships. The rollout blog post explains
# the new rubric, the 7-day grace, and how to recover after an auto-close.
# TODO(docs): replace with the canonical URL once the litellm-docs PR merges.
ROLLOUT_BLOG_URL = "https://docs.litellm.ai/docs/agent_shin_triage_rollout"
# Default cutoff is one week from "now". Computed at runtime so the wording
# stays correct even if the rollout is merged later than planned. The user can
# override with --close-on YYYY-MM-DD when running the script manually.
DEFAULT_GRACE_DAYS = 7
# The daily auto-close sweeps (close_low_quality_prs.yml at 09:00 UTC and
# review_gate.yml at 09:30 UTC) are what actually close a still-failing item,
# so the deadline we promise contributors has to name that wall-clock moment.
ACTIVATION_TIME_UTC = "09:00 UTC"
def _format_cutoff(cutoff: dt.date) -> str:
"""Human-readable, timezone-explicit cutoff, e.g. ``Monday, June 1, 2026
(09:00 UTC)`` — the moment a still-failing PR/issue gets closed."""
return (
f"{cutoff.strftime('%A, %B')} {cutoff.day}, {cutoff.year} "
f"({ACTIVATION_TIME_UTC})"
)
def _rubric_section_pr() -> str:
return (
"**Going forward, every external PR needs ONE of:**\n"
"\n"
"- A linked GitHub issue using a closing keyword: "
"`Fixes #1234`, `Closes #1234`, or `Resolves #1234`, OR\n"
"- All three of: a clear **problem description**, **expected vs. "
"actual behavior**, and **end-to-end QA proof** (at least one of a "
"short screen recording / video, before/after screenshots, or the "
"exact commands you ran with their real output; mocked or stubbed "
"runs don't count).\n"
"\n"
"PRs also need a **Greptile confidence score of 4/5 or higher** before "
"the bot will tag them `ready for review`. You can `@greptileai` to "
"request a fresh review at any time, including after the PR is closed."
)
def _rubric_section_issue() -> str:
return (
"**Going forward, every external issue needs:**\n"
"\n"
"- For **bug reports**: end-to-end evidence of the bug (at least one "
"of a screen recording / video, a screenshot, or the exact commands "
"you ran with their real output / traceback) plus expected vs. actual "
"behavior. Written steps with no run output don't count, and mocked "
"or stubbed runs don't count.\n"
"- For **feature requests**: a clear description of the proposed "
"feature plus a use case + concrete example (config, API call, UI "
"flow, or scenario showing what's blocked today)."
)
def _description_only_note(kind: str) -> str:
noun = "PR" if kind == "pr" else "issue"
return (
f"⚠️ **The requirements must live in the {noun} *description*, not in "
"comments.** Some PRs/issues collect 100+ comments from humans and "
"bots; reading the entire thread on every triage run would balloon "
"GitHub API usage (we'd start getting 429'd) and blow out the LLM "
"judge's context. The bot only reads the description, so anything "
"you add as a comment will be invisible to it."
)
def _missing_section(verdict: dict, greptile_score: int | None) -> str:
"""Bullet list of what's currently missing on this PR/issue.
Combines the LLM judge's `missing` list (rubric items) with a Greptile
shortfall (for PRs) so the contributor sees one list of things to fix.
"""
missing = list(verdict.get("missing") or [])
if greptile_score is not None and greptile_score < 4:
missing.insert(
0,
f"Greptile's most recent review scored this PR {greptile_score}/5 "
"(below the 4/5 bar Agent Shin will require).",
)
if not missing:
return (
"_The bot couldn't articulate a specific missing piece; see the "
"rubric link above and double-check the description includes all "
"of it before the rollout._"
)
bullets = "\n".join(f"- {m}" for m in missing)
return f"**What this one is currently missing:**\n\n{bullets}"
def _recovery_section(kind: str) -> str:
if kind == "pr":
return (
"**If the bot closes this PR after the rollout:** update the "
"description with the missing pieces, then either open a fresh "
"PR or comment `@agent-shin reconsider` on the closed PR. If "
"Greptile re-scores you at 4/5 or higher I'll reopen and tag "
"the PR `ready for review`. (`@greptileai` works on closed PRs "
"too; a fresh review is one of the signals that lifts you back "
"into the queue.) This is **not** us losing interest in your "
"change; far from it. We just need open PRs to be a list of "
"things a maintainer can act on, so we can get to yours faster."
)
return (
"**If the bot closes this issue after the rollout:** edit the issue "
"description to add the missing pieces, then comment `@agent-shin "
"reconsider` on the closed issue. I'll re-evaluate and, if the rubric "
"is met, reopen it. (GitHub doesn't let external authors reopen an "
"issue a maintainer or bot closed, so the comment is the reliable "
"path.) This is **not** us saying the bug isn't real or the request "
"isn't useful; it's so the remaining open issues are a list of things "
"a maintainer can act on."
)
def format_heads_up_comment(
*, kind: str, verdict: dict, greptile_score: int | None, cutoff: dt.date
) -> str:
"""Compose the friendly 7-day heads-up comment posted on a failing PR/issue."""
noun = "PR" if kind == "pr" else "issue"
rubric = _rubric_section_pr() if kind == "pr" else _rubric_section_issue()
cutoff_str = _format_cutoff(cutoff)
explanation = (verdict.get("explanation") or "").strip()
explanation_block = (
f"> _(The judge's note for this one: {explanation})_\n\n" if explanation else ""
)
return (
"🚅 **Heads-up: we're turning on the OSS triage bot in "
f"{DEFAULT_GRACE_DAYS} days, on {cutoff_str}.**\n"
"\n"
"We're rolling out **Agent Shin**, an LLM-as-judge triage bot for "
f"external {noun}s. Once it's live, the bot reads each open "
f"{noun}'s description, scores it against a small rubric, and "
f"auto-closes any {noun} that's missing the basics, with a single "
f"comment explaining what's missing and how to recover. Full "
f"context: [Agent Shin rollout blog post]({ROLLOUT_BLOG_URL}).\n"
"\n"
f"{rubric}\n"
"\n"
f"{_description_only_note(kind)}\n"
"\n"
f"{_missing_section(verdict, greptile_score)}\n"
"\n"
f"{explanation_block}"
"**Timeline (you have a week):**\n"
"\n"
f"- We turn the bot on in {DEFAULT_GRACE_DAYS} days, on "
f"**{cutoff_str}**. You have until then to update this {noun}'s "
"description with the missing pieces above.\n"
f"- If this {noun} still fails the rubric at **{cutoff_str}**, "
"we'll close it.\n"
f"- From then on the bot runs daily, and every {noun} that fails "
"the rubric gets a **2-hour lifetime**: one warning comment, then "
"auto-close 2 hours later.\n"
"\n"
f"{_recovery_section(kind)}\n"
"\n"
f"{HEADS_UP_MARKER}"
)
def _list_open_numbers(repo: str, kind: str) -> list[int]:
"""Return every open PR or issue number in ``repo``.
Delegates to ``list_open_items`` so the full backlog is fetched (no cap)
and the `gh {pr,issue} list` invocation stays in one shared place. ``gh
issue list`` would include PRs, but ``list_open_items`` uses the dedicated
command per kind, so the two never mix.
"""
return [
item["number"] for item in list_open_items(kind, repo=repo, fields="number")
]
def _has_heads_up_marker(item: dict) -> bool:
"""Cheap fast-path: check the PR/issue body itself for the marker.
The marker is appended to the *comment* we post, not the body, so this
will only fire if the body literally contains the marker text. We still
do the comment-marker check separately below; this body check just lets
us short-circuit for PRs/issues that quote the marker for any reason.
"""
body = item.get("body") or ""
return HEADS_UP_MARKER in body
def _comments_have_marker(repo: str, number: int) -> bool:
"""True if the bot already posted a comment carrying the marker.
Used for idempotency: a re-run skips items the previous run notified.
Filters by author (matching the sibling marker-checks in
``triage_with_llm._has_marker`` and
``agent_shin_shared.seconds_since_latest_marker_comment``) so a
contributor who quotes the heads-up via GitHub's "Quote reply" — which
preserves HTML comments in the raw markdown — can't trick the
idempotency check into silently skipping a real heads-up.
Comments live on the unified issues endpoint regardless of whether the
item is a PR or an issue, so no ``kind`` argument is required here.
"""
expected_login = (
os.environ.get("AGENT_SHIN_BOT_LOGIN") or AGENT_SHIN_DEFAULT_BOT_LOGIN
).lower()
raw = gh(
"api",
"--paginate",
f"repos/{repo}/issues/{number}/comments?per_page=100",
)
for line in raw.splitlines():
line = line.strip()
if not line:
continue
try:
payload = json.loads(line)
except json.JSONDecodeError:
continue
comments = payload if isinstance(payload, list) else [payload]
for comment in comments:
author = ((comment.get("user") or {}).get("login") or "").lower()
if author != expected_login:
continue
if HEADS_UP_MARKER in (comment.get("body") or ""):
return True
return False
def _evaluate_pr(*, repo: str, number: int, model: str, judge: Any = None) -> dict:
"""Run the future PR rubric (review_gate) in dry-run and return the result."""
return review_gate(
repo=repo,
number=number,
close=False, # we only want the verdict, never act here
model=model,
judge=judge,
)
def _evaluate_issue(*, repo: str, number: int, model: str, judge: Any = None) -> dict:
"""Run the future issue rubric (triage kind='issue') in dry-run."""
return triage(
repo=repo,
kind="issue",
number=number,
close=False,
model=model,
judge=judge,
)
def _would_be_closed(kind: str, result: dict) -> bool:
"""True if the future triage would auto-close this PR/issue based on the
rubric (regardless of grace-period gating).
For PRs we trust ``review_gate``'s ``passing`` field — it combines the LLM
verdict and the Greptile score. For issues we read the LLM verdict
directly. Both fields are ``None``/missing on skip paths
(skip-internal-author, skip-llm-error, etc.) where the future bot would
NOT close the item — those return False.
"""
if kind == "pr":
passing = result.get("passing")
if passing is None:
return False # skipped — nothing for the heads-up to warn about
return passing is False
verdict = result.get("verdict") or {}
return (verdict.get("verdict") or "").lower() == "fail"
def _process_one(
*,
repo: str,
kind: str,
number: int,
model: str,
cutoff: dt.date,
dry_run: bool,
judge: Any = None,
skip_marker_check: bool = False,
allowlist: frozenset[str] = ALLOWLIST_LOGINS,
) -> dict:
"""Evaluate one PR/issue and post a heads-up if it would be auto-closed.
Returns a per-item dict for the summary table.
"""
base = {"kind": kind, "number": number}
fetcher = fetch_pr if kind == "pr" else fetch_issue
item = fetcher(repo, number)
if (item.get("state") or "") != "open":
return {**base, "action": "skip-not-open"}
if allowlist:
login = (item.get("user") or {}).get("login") or ""
if login.lower() not in allowlist:
return {**base, "action": "skip-not-allowlisted"}
elif is_internal_contributor(item):
return {**base, "action": "skip-internal-author"}
if not skip_marker_check and _has_heads_up_marker(item):
return {**base, "action": "skip-already-marked-in-body"}
if not skip_marker_check and _comments_have_marker(repo, number):
return {**base, "action": "skip-already-notified"}
if kind == "pr":
result = _evaluate_pr(repo=repo, number=number, model=model, judge=judge)
else:
result = _evaluate_issue(repo=repo, number=number, model=model, judge=judge)
if not _would_be_closed(kind, result):
return {**base, "action": "skip-passing", "evaluator": result.get("action")}
verdict = result.get("verdict") or {}
greptile_score = result.get("greptile_score") if kind == "pr" else None
comment = format_heads_up_comment(
kind=kind, verdict=verdict, greptile_score=greptile_score, cutoff=cutoff
)
maybe_post_comment(repo, number, comment, dry_run=dry_run)
return {
**base,
"action": "heads-up-posted" if not dry_run else "would-post-heads-up",
"verdict": (verdict.get("verdict") or "").lower(),
"greptile_score": greptile_score,
}
def _print_summary(results: list[dict]) -> None:
"""Tally per-action counts so a dry-run preview tells you at a glance how
many comments the real run would post."""
counts: dict[str, int] = {}
for r in results:
counts[r["action"]] = counts.get(r["action"], 0) + 1
print("\n=== rollout heads-up summary ===")
for action in sorted(counts):
print(f" {action:35s} {counts[action]}")
print(f" total {len(results)}")
def run(
*,
repo: str,
close: bool,
cutoff: dt.date,
model: str,
kinds: tuple[str, ...] = ("pr", "issue"),
judge: Any = None,
only_numbers: dict[str, list[int]] | None = None,
skip_marker_check: bool = False,
) -> list[dict]:
"""Sweep ``repo`` and post heads-up comments. Returns the per-item results."""
dry_run = not close
if dry_run:
print(
f"[DRY RUN] sweeping {repo}; --close not passed, no comments will be posted."
)
else:
print(f"[REAL RUN] sweeping {repo}; comments WILL be posted.")
print(f"Cutoff date in comment body: {cutoff.isoformat()}")
results: list[dict] = []
for kind in kinds:
if only_numbers and kind in only_numbers:
numbers = list(only_numbers[kind])
else:
numbers = _list_open_numbers(repo, kind)
print(f"\n--- {kind}s: {len(numbers)} open ---")
for n in numbers:
try:
result = _process_one(
repo=repo,
kind=kind,
number=n,
model=model,
cutoff=cutoff,
dry_run=dry_run,
judge=judge,
skip_marker_check=skip_marker_check,
)
except (
Exception
) as exc: # noqa: BLE001 - per-item errors don't abort the sweep
result = {
"kind": kind,
"number": n,
"action": "error",
"error": str(exc),
}
print(f"!! {kind}#{n}: {exc}", file=sys.stderr)
print(f" {kind}#{n}: {result['action']}")
results.append(result)
_print_summary(results)
return results
def main() -> int:
parser = argparse.ArgumentParser(description=__doc__)
parser.add_argument("--repo", required=True, help="owner/repo")
parser.add_argument(
"--close",
action="store_true",
help=(
"Actually post comments. Without this flag the script is in "
"dry-run mode and only logs what it would do."
),
)
parser.add_argument(
"--close-on",
type=dt.date.fromisoformat,
default=None,
help=(
"Cutoff date shown in the heads-up comment as the rollout date "
f"(default: today + {DEFAULT_GRACE_DAYS} days)."
),
)
parser.add_argument(
"--model",
default=os.environ.get("TRIAGE_MODEL") or DEFAULT_MODEL,
help=f"Model for the rubric LLM judge (default: {DEFAULT_MODEL}).",
)
parser.add_argument(
"--kind",
choices=("pr", "issue", "both"),
default="both",
help="Restrict the sweep to PRs or issues only (default: both).",
)
parser.add_argument(
"--only-pr",
type=int,
action="append",
default=[],
help="Limit the PR sweep to these PR numbers (repeat for several).",
)
parser.add_argument(
"--only-issue",
type=int,
action="append",
default=[],
help="Limit the issue sweep to these issue numbers (repeat for several).",
)
parser.add_argument(
"--ignore-existing-marker",
action="store_true",
help=(
"Re-post on PRs/issues that already carry the heads-up marker. "
"Useful for testing the comment wording on a known PR."
),
)
args = parser.parse_args()
cutoff = args.close_on or (
dt.datetime.now(dt.timezone.utc).date() + dt.timedelta(days=DEFAULT_GRACE_DAYS)
)
kinds: tuple[str, ...]
if args.kind == "pr":
kinds = ("pr",)
elif args.kind == "issue":
kinds = ("issue",)
else:
kinds = ("pr", "issue")
only: dict[str, list[int]] = {}
if args.only_pr:
only["pr"] = args.only_pr
if args.only_issue:
only["issue"] = args.only_issue
# The script must NOT hit the LLM in dry-run if no key is set — we still
# want a useful preview that says "skip-no-llm-key" for items that would
# have been judged. Production runs require OPENAI_API_KEY.
if args.close and not os.environ.get("OPENAI_API_KEY"):
parser.error("OPENAI_API_KEY must be set for --close (real-run) mode.")
run(
repo=args.repo,
close=args.close,
cutoff=cutoff,
model=args.model,
kinds=kinds,
only_numbers=only or None,
skip_marker_check=args.ignore_existing_marker,
)
return 0
if __name__ == "__main__":
sys.exit(main())

20
.github/workflows/_test-unit-base.yml vendored
View file

@ -27,7 +27,7 @@ on:
default: 20
job-timeout-minutes:
description: >-
Backstop for the whole job. Keep it >= `timeout-minutes` plus 35: 30 for
Backstop for the whole job. Keep it >= `timeout-minutes` plus 40: 35 for
the per-step ceilings on the setup steps below, and 5 for the runner
overhead the job clock charges but no step owns (job init, step
transitions, post-job cleanup). That headroom is what makes the test
@ -36,7 +36,7 @@ on:
arithmetic, so the sum is passed in rather than computed.
required: false
type: number
default: 55
default: 60
max-failures:
description: "Stop after this many failures"
required: false
@ -103,6 +103,11 @@ jobs:
restore-keys: |
${{ runner.os }}-uv-
- name: Cache the Rust build
if: steps.changes.outputs.decision != 'skip'
timeout-minutes: 5
uses: ./.github/actions/cache-cargo-build
- name: Install dependencies
if: steps.changes.outputs.decision != 'skip'
timeout-minutes: 8
@ -129,6 +134,13 @@ jobs:
WORKERS: ${{ inputs.workers }}
RERUNS: ${{ inputs.reruns }}
DIST: ${{ inputs.dist }}
# coverage.py's sys.monitoring backend (PEP 669), the cheapest core it has.
# It is only the default from Python 3.14, and these shards run 3.12, so it
# has to be asked for. Coverage refuses it when branch measurement is on
# (`branch_right_left` needs > 3.14.0a5) and falls back to the slow core with
# a `no-sysmon` warning, so turning on `branch = true` here means giving this
# back until the runners move to 3.14.
COVERAGE_CORE: sysmon
run: |
if [ "${WORKERS}" = "0" ]; then
uv run --no-sync pytest ${TEST_PATH:?} \
@ -137,7 +149,7 @@ jobs:
--reruns "${RERUNS}" \
--reruns-delay 1 \
--durations=20 \
--cov=./litellm \
--cov=./litellm --cov=./enterprise/litellm_enterprise \
--cov-report=xml:coverage.xml \
--cov-config=pyproject.toml
else
@ -149,7 +161,7 @@ jobs:
--reruns-delay 1 \
--dist="${DIST}" \
--durations=20 \
--cov=./litellm \
--cov=./litellm --cov=./enterprise/litellm_enterprise \
--cov-report=xml:coverage.xml \
--cov-config=pyproject.toml
fi

2
.github/workflows/auto_update_price_and_context_window.yml vendored
View file

@ -23,7 +23,7 @@ jobs:
version: "0.10.9"
- name: Update JSON Data
run: |
uv run --frozen --with 'aiohttp==3.13.3' python ".github/workflows/auto_update_price_and_context_window_file.py"
uv run --frozen --with 'aiohttp==3.13.3' python ".github/scripts/auto_update_price_and_context_window_file.py"
- name: Regenerate JSON Schema
run: |
uv run --frozen python ci_cd/generate_model_prices_schema.py

4
.github/workflows/check-ui-api-types.yml vendored
View file

@ -67,6 +67,10 @@ jobs:
restore-keys: |
${{ runner.os }}-uv-
- name: Cache the Rust build
if: steps.changes.outputs.relevant == 'true'
uses: ./.github/actions/cache-cargo-build
- name: Install backend dependencies
if: steps.changes.outputs.relevant == 'true'
run: .github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router

9
.github/workflows/ci-coverage.yml vendored
View file

@ -40,3 +40,12 @@ jobs:
run: |
python -m pip install "pyyaml==6.0.3"
python .github/scripts/assert_ci_coverage.py
# The census asks whether a job names a file; this asks whether that job's -k
# then throws it back out. A file both globbed and deselected everywhere runs
# nowhere while counting as covered, which is how the caching suite went unrun.
- name: Assert no -k expression deselects a file from every job that globs it
run: python .github/scripts/assert_ci_coverage.py --slices
- name: Assert .github/workflows/ holds only workflows, correctly named
run: python .github/scripts/assert_workflow_dir_hygiene.py

2
.github/workflows/image-scan.yml vendored
View file

@ -17,6 +17,8 @@ on:
- backend/Dockerfile
- backend/main.py
- docker/component_entrypoint.sh
- docker/entrypoint.sh
- litellm/proxy/prisma_migration.py
- litellm-proxy-extras/**
- tests/proxy_migration_tests/**
- uv.lock

3
.github/workflows/mutation-test.yml vendored
View file

@ -53,6 +53,9 @@ jobs:
restore-keys: |
${{ runner.os }}-uv-
- name: Cache the Rust build
uses: ./.github/actions/cache-cargo-build
- name: Install dependencies
run: |
.github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router --extra saml

3
.github/workflows/publish-basedpyright-base-counts.yml vendored
View file

@ -43,6 +43,9 @@ jobs:
with:
version: "0.10.9"
- name: Cache the Rust build
uses: ./.github/actions/cache-cargo-build
- name: Cache Prisma binaries
uses: ./.github/actions/cache-prisma-binaries

3
.github/workflows/test-code-quality.yml vendored
View file

@ -56,6 +56,9 @@ jobs:
restore-keys: |
${{ runner.os }}-uv-
- name: Cache the Rust build
uses: ./.github/actions/cache-cargo-build
- name: Install dependencies
run: uv sync --frozen --all-groups --all-extras

27
.github/workflows/test-linting.yml vendored
View file

@ -67,6 +67,17 @@ jobs:
with:
version: "0.10.9"
- name: Cache uv dependencies
if: steps.changes.outputs.decision != 'skip'
uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
with:
path: |
~/.cache/uv
.venv
key: ${{ runner.os }}-uv-lint-${{ hashFiles('uv.lock') }}
restore-keys: |
${{ runner.os }}-uv-lint-
- name: Clean Python cache
if: steps.changes.outputs.decision != 'skip'
run: |
@ -78,6 +89,10 @@ jobs:
run: |
uv lock --check || (echo "❌ uv.lock is out of sync with pyproject.toml. Run 'uv lock' locally and commit the result." && exit 1)
- name: Cache the Rust build
if: steps.changes.outputs.decision != 'skip'
uses: ./.github/actions/cache-cargo-build
- name: Install dependencies
if: steps.changes.outputs.decision != 'skip'
run: |
@ -122,6 +137,11 @@ jobs:
uv run --no-sync ruff check .
cd ..
- name: Run Ruff linting (test tree)
if: steps.changes.outputs.decision != 'skip'
run: |
uv run --no-sync ruff check --config ruff-tests.toml tests
- name: Check strict-rule budget (delta vs base)
if: steps.changes.outputs.decision != 'skip'
run: |
@ -132,6 +152,11 @@ jobs:
run: |
uv run --no-sync python scripts/type_discipline_gate.py --base "$GATE_BASE_SHA"
- name: Check test-quality budget (zero-assert / mock-echo tests, sys.path.insert, raw env writes, litellm global mutation, credential-gated skips, conftest snapshot inventory, delta vs base)
if: steps.changes.outputs.decision != 'skip'
run: |
uv run --no-sync python scripts/test_quality_gate.py --base "$GATE_BASE_SHA"
- name: Print OpenAI version
if: steps.changes.outputs.decision != 'skip'
run: |
@ -223,7 +248,7 @@ jobs:
- name: Run secret scan test
run: |
uv run --no-project --with 'pytest==9.0.2' pytest tests/litellm/test_no_hardcoded_secrets.py -v
uv run --no-project --with 'pytest==9.0.2' pytest tests/code_coverage_tests/test_no_hardcoded_secrets.py -v
- name: Run ggshield secret scan
env:

6
.github/workflows/test-mcp.yml vendored
View file

@ -47,6 +47,10 @@ jobs:
with:
version: "0.10.9"
- name: Cache the Rust build
if: steps.changes.outputs.decision != 'skip'
uses: ./.github/actions/cache-cargo-build
- name: Install dependencies
if: steps.changes.outputs.decision != 'skip'
run: |
@ -56,4 +60,4 @@ jobs:
- name: Run MCP tests
if: steps.changes.outputs.decision != 'skip'
run: |
uv run --no-sync pytest tests/mcp_tests -x -vv -n 4 --cov=./litellm --cov-report=xml --durations=5
uv run --no-sync pytest tests/mcp_tests -x -vv -n 4 --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml --durations=5

0
.github/workflows/test-model-map.yaml → .github/workflows/test-model-map.yml vendored
View file

145
.github/workflows/test-postgres.yml vendored Normal file
View file

@ -0,0 +1,145 @@
name: "Postgres Tests"
on:
pull_request:
branches:
- main
- litellm_internal_staging
- litellm_oss_staging
- "litellm_**"
push:
branches:
- main
- litellm_internal_staging
workflow_dispatch:
permissions:
contents: read
concurrency:
group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }}
cancel-in-progress: ${{ github.event_name == 'pull_request' }}
jobs:
postgres:
name: ${{ matrix.shard }}
runs-on: ubuntu-latest
timeout-minutes: ${{ matrix.job-timeout-minutes }}
permissions:
contents: read
services:
postgres:
image: postgres:16@sha256:e17e86066e5ef83e0952a9347f5c792b7ece00972e2aa787a6986f471b3dd3d5
env:
POSTGRES_USER: postgres
POSTGRES_PASSWORD: postgres
POSTGRES_DB: litellm_test
ports:
- 5432:5432
options: >-
--health-cmd pg_isready
--health-interval 10s
--health-timeout 5s
--health-retries 10
strategy:
fail-fast: false
matrix:
include:
- shard: proxy-behavior
test-path: "tests/proxy_behavior"
seed: db-push
workers: 0
timeout-minutes: 25
job-timeout-minutes: 50
- shard: proxy-security
test-path: "tests/proxy_security_tests"
seed: db-push
workers: 0
timeout-minutes: 15
job-timeout-minutes: 40
- shard: schema-migration
test-path: "tests/proxy_migration_tests"
seed: none
workers: 0
timeout-minutes: 20
job-timeout-minutes: 45
env:
DATABASE_URL: "postgresql://postgres:postgres@localhost:5432/litellm_test"
steps:
- uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
timeout-minutes: 3
with:
persist-credentials: false
- name: Detect relevant changes
id: changes
timeout-minutes: 2
uses: ./.github/actions/detect-changes
- name: Set up Python
if: steps.changes.outputs.decision != 'skip'
timeout-minutes: 3
uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
with:
python-version: "3.12"
- name: Set up uv
if: steps.changes.outputs.decision != 'skip'
timeout-minutes: 3
uses: ./.github/actions/setup-uv-with-retries
with:
version: "0.10.9"
- name: Cache uv dependencies
if: steps.changes.outputs.decision != 'skip'
timeout-minutes: 5
uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
with:
path: |
~/.cache/uv
.venv
key: ${{ runner.os }}-uv-postgres-${{ hashFiles('uv.lock') }}
restore-keys: |
${{ runner.os }}-uv-postgres-
- name: Install dependencies
if: steps.changes.outputs.decision != 'skip'
timeout-minutes: 12
run: |
.github/scripts/uv_sync_with_retries.sh --frozen --all-groups --all-extras
- name: Cache Prisma binaries
if: steps.changes.outputs.decision != 'skip'
timeout-minutes: 3
uses: ./.github/actions/cache-prisma-binaries
- name: Generate Prisma client
if: steps.changes.outputs.decision != 'skip'
timeout-minutes: 5
run: |
uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma
- name: Seed database schema
if: steps.changes.outputs.decision != 'skip' && matrix.seed != 'none'
timeout-minutes: 10
run: |
uv run --no-sync prisma db push --schema litellm/proxy/schema.prisma --accept-data-loss
- name: Run tests
if: steps.changes.outputs.decision != 'skip'
timeout-minutes: ${{ matrix.timeout-minutes }}
env:
TEST_PATH: ${{ matrix.test-path }}
WORKERS: ${{ matrix.workers }}
run: |
if [ "${WORKERS}" = "0" ]; then
uv run --no-sync pytest ${TEST_PATH:?} -vv --tb=short --durations=10
else
uv run --no-sync pytest ${TEST_PATH:?} -vv --tb=short --durations=10 -n "${WORKERS}"
fi

3
.github/workflows/test-terraform-provider.yml vendored
View file

@ -88,6 +88,9 @@ jobs:
restore-keys: |
${{ runner.os }}-uv-
- name: Cache the Rust build
uses: ./.github/actions/cache-cargo-build
- name: Install dependencies
run: |
.github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router

31
.github/workflows/test-unit-core-utils.yml vendored
View file

@ -1,31 +0,0 @@
name: "Unit Tests: Core Utilities"
on:
pull_request:
branches:
- main
- litellm_internal_staging
- litellm_oss_staging
- "litellm_**"
push:
branches:
- main
- litellm_internal_staging
permissions:
contents: read
id-token: write
pull-requests: write
concurrency:
group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }}
cancel-in-progress: ${{ github.event_name == 'pull_request' }}
jobs:
core-utils:
uses: ./.github/workflows/_test-unit-base.yml
with:
test-path: "tests/test_litellm/litellm_core_utils"
workers: 2
reruns: 1
artifact-name: core-utils

4
.github/workflows/test-unit-documentation.yml vendored
View file

@ -67,6 +67,10 @@ jobs:
restore-keys: |
${{ runner.os }}-uv-
- name: Cache the Rust build
if: steps.changes.outputs.decision != 'skip'
uses: ./.github/actions/cache-cargo-build
- name: Install dependencies
if: steps.changes.outputs.decision != 'skip'
run: |

35
.github/workflows/test-unit-enterprise-routing.yml vendored
View file

@ -1,35 +0,0 @@
name: "Unit Tests: Enterprise, Google GenAI & Routing"
on:
pull_request:
branches:
- main
- litellm_internal_staging
- litellm_oss_staging
- "litellm_**"
push:
branches:
- main
- litellm_internal_staging
permissions:
contents: read
id-token: write
pull-requests: write
concurrency:
group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }}
cancel-in-progress: ${{ github.event_name == 'pull_request' }}
jobs:
enterprise-routing:
uses: ./.github/workflows/_test-unit-base.yml
with:
test-path: >-
tests/test_litellm/enterprise
tests/test_litellm/google_genai
tests/test_litellm/router_utils
tests/test_litellm/router_strategy
workers: 2
reruns: 2
artifact-name: enterprise-routing

31
.github/workflows/test-unit-integrations.yml vendored
View file

@ -1,31 +0,0 @@
name: "Unit Tests: Integrations (Callbacks & Logging)"
on:
pull_request:
branches:
- main
- litellm_internal_staging
- litellm_oss_staging
- "litellm_**"
push:
branches:
- main
- litellm_internal_staging
permissions:
contents: read
id-token: write
pull-requests: write
concurrency:
group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }}
cancel-in-progress: ${{ github.event_name == 'pull_request' }}
jobs:
integrations:
uses: ./.github/workflows/_test-unit-base.yml
with:
test-path: "tests/test_litellm/integrations"
workers: 2
reruns: 3
artifact-name: integrations

47
.github/workflows/test-unit-llm-providers.yml vendored
View file

@ -1,47 +0,0 @@
name: "Unit Tests: LLM Provider Transformations"
on:
pull_request:
branches:
- main
- litellm_internal_staging
- litellm_oss_staging
- "litellm_**"
push:
branches:
- main
- litellm_internal_staging
permissions:
contents: read
concurrency:
group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }}
cancel-in-progress: ${{ github.event_name == 'pull_request' }}
jobs:
vertex-ai:
name: Vertex AI
permissions:
contents: read
id-token: write
pull-requests: write
uses: ./.github/workflows/_test-unit-base.yml
with:
test-path: "tests/test_litellm/llms/vertex_ai"
workers: 1
reruns: 2
artifact-name: llm-vertex-ai
other-providers:
name: All Other Providers
permissions:
contents: read
id-token: write
pull-requests: write
uses: ./.github/workflows/_test-unit-base.yml
with:
test-path: "tests/test_litellm/llms --ignore=tests/test_litellm/llms/vertex_ai"
workers: 2
reruns: 2
artifact-name: llm-other-providers

53
.github/workflows/test-unit-misc.yml vendored
View file

@ -1,53 +0,0 @@
name: "Unit Tests: MCP, Secrets, Containers & Misc"
on:
pull_request:
branches:
- main
- litellm_internal_staging
- litellm_oss_staging
- "litellm_**"
push:
branches:
- main
- litellm_internal_staging
permissions:
contents: read
id-token: write
pull-requests: write
concurrency:
group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }}
cancel-in-progress: ${{ github.event_name == 'pull_request' }}
jobs:
misc:
uses: ./.github/workflows/_test-unit-base.yml
with:
test-path: >-
tests/test_litellm/batches
tests/test_litellm/secret_managers
tests/test_litellm/a2a_protocol
tests/test_litellm/anthropic_interface
tests/test_litellm/completion_extras
tests/test_litellm/compression
tests/test_litellm/containers
tests/test_litellm/experimental_mcp_client
tests/test_litellm/models
tests/test_litellm/repositories
tests/test_litellm/images
tests/test_litellm/interactions
tests/test_litellm/ocr
tests/test_litellm/passthrough
tests/test_litellm/rag
tests/test_litellm/realtime_api
tests/test_litellm/rerank_api
tests/test_litellm/sandbox
tests/test_litellm/test_router
tests/test_litellm/vector_stores
tests/test_litellm/videos
tests/test_litellm/test_*.py
workers: 2
reruns: 2
artifact-name: misc

31
.github/workflows/test-unit-proxy-auth.yml vendored
View file

@ -1,31 +0,0 @@
name: "Unit Tests: Proxy Auth & Key Management"
on:
pull_request:
branches:
- main
- litellm_internal_staging
- litellm_oss_staging
- "litellm_**"
push:
branches:
- main
- litellm_internal_staging
permissions:
contents: read
id-token: write
pull-requests: write
concurrency:
group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }}
cancel-in-progress: ${{ github.event_name == 'pull_request' }}
jobs:
proxy-auth:
uses: ./.github/workflows/_test-unit-base.yml
with:
test-path: "tests/test_litellm/proxy/auth tests/test_litellm/proxy/hooks tests/test_litellm/proxy/policy_engine tests/test_litellm/proxy/client"
workers: 2
reruns: 2
artifact-name: proxy-auth

36
.github/workflows/test-unit-proxy-db.yml vendored
View file

@ -42,11 +42,10 @@ concurrency:
# pinning the whole file to one worker (the default --dist=loadscope
# behavior for single-file targets).
jobs:
# Fast guard — fails the workflow if a test_*.py file under
# tests/proxy_unit_tests/ is not referenced by any matrix entry below.
# The semantic-shard design (no catch-all "remaining" bucket) relies on
# every test file being explicitly assigned; this guard prevents a new
# file from silently dropping out of CI.
# Fast guard — fails the workflow when a test directory or file inside a sharded
# tree is claimed by no shard. The semantic-shard design has no catch-all bucket,
# so an unassigned child runs nowhere; assert_ci_coverage.py holds the tree list
# and reads the same test-path keys the coverage census does.
assert-shard-coverage:
runs-on: ubuntu-latest
timeout-minutes: 2
@ -56,31 +55,8 @@ jobs:
- uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
with:
persist-credentials: false
- name: Assert every test_*.py is in a matrix shard
run: |
python3 - <<'PY'
import pathlib, sys, yaml
wf = yaml.safe_load(open(".github/workflows/test-unit-proxy-db.yml"))
matrix = wf["jobs"]["proxy-db"]["strategy"]["matrix"]["include"]
referenced = set()
for entry in matrix:
for token in entry["test-path"].split():
if token.startswith("tests/proxy_unit_tests/"):
referenced.add(pathlib.PurePosixPath(token).name)
actual = {p.name for p in pathlib.Path("tests/proxy_unit_tests").iterdir()
if p.name.startswith("test_") and (p.suffix == ".py" or p.is_dir())
and p.name != "test_configs"}
orphans = sorted(actual - referenced)
if orphans:
print("ERROR: the following files/dirs under tests/proxy_unit_tests/")
print(" are not assigned to any shard in test-unit-proxy-db.yml:")
for o in orphans:
print(f" - {o}")
print()
print("Add each to whichever semantic shard it belongs to.")
sys.exit(1)
print(f"OK: all {len(actual)} files assigned to a shard.")
PY
- name: Assert every test directory and file is claimed by a shard
run: python3 .github/scripts/assert_ci_coverage.py --shards
proxy-db:
needs: assert-shard-coverage

81
.github/workflows/test-unit-proxy-endpoints.yml vendored
View file

@ -1,81 +0,0 @@
name: "Unit Tests: Proxy API Endpoints"
on:
pull_request:
branches:
- main
- litellm_internal_staging
- litellm_oss_staging
- "litellm_**"
push:
branches:
- main
- litellm_internal_staging
workflow_dispatch:
permissions:
contents: read
concurrency:
group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }}
cancel-in-progress: ${{ github.event_name == 'pull_request' }}
jobs:
proxy-endpoints:
permissions:
contents: read
id-token: write
pull-requests: write
uses: ./.github/workflows/_test-unit-base.yml
with:
test-path: >-
tests/test_litellm/proxy/analytics_endpoints
tests/test_litellm/proxy/management_endpoints
tests/test_litellm/proxy/memory
tests/test_litellm/proxy/guardrails
tests/test_litellm/proxy/management_helpers
tests/test_litellm/proxy/anthropic_endpoints
tests/test_litellm/proxy/google_endpoints
tests/test_litellm/proxy/openai_files_endpoint
tests/test_litellm/proxy/batches_endpoints
tests/test_litellm/proxy/fine_tuning_endpoints
tests/test_litellm/proxy/vector_store_files_endpoints
tests/test_litellm/proxy/video_endpoints
tests/test_litellm/proxy/response_api_endpoints
tests/test_litellm/proxy/image_endpoints
tests/test_litellm/proxy/ocr_endpoints
tests/test_litellm/proxy/vector_store_endpoints
tests/test_litellm/proxy/agent_endpoints
tests/test_litellm/proxy/a2a
tests/test_litellm/proxy/credential_endpoints
tests/test_litellm/proxy/discovery_endpoints
tests/test_litellm/proxy/health_endpoints
tests/test_litellm/proxy/shutdown
tests/test_litellm/proxy/public_endpoints
tests/test_litellm/proxy/prompts
tests/test_litellm/proxy/rag_endpoints
tests/test_litellm/proxy/realtime_endpoints
tests/test_litellm/proxy/ui_crud_endpoints
tests/test_litellm/proxy/config_resolvers
tests/test_litellm/proxy/utils
workers: 2
reruns: 2
artifact-name: proxy-endpoints
# Behavior-pinning tests for litellm/proxy/proxy_server.py. Owns its
# own job (not a path on the proxy-endpoints job above) so its budget
# is independent and its coverage artifact is uploaded separately.
# See: https://www.notion.so/36c43b8acdab81ee845fd5365128a2fc
proxy-server:
permissions:
contents: read
id-token: write
pull-requests: write
uses: ./.github/workflows/_test-unit-base.yml
with:
test-path: tests/test_litellm/proxy/proxy_server
workers: 4
reruns: 2
timeout-minutes: 60
job-timeout-minutes: 95
artifact-name: proxy-server

42
.github/workflows/test-unit-proxy-infra.yml vendored
View file

@ -1,42 +0,0 @@
name: "Unit Tests: Proxy Infrastructure"
on:
pull_request:
branches:
- main
- litellm_internal_staging
- litellm_oss_staging
- "litellm_**"
push:
branches:
- main
- litellm_internal_staging
permissions:
contents: read
id-token: write
pull-requests: write
concurrency:
group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }}
cancel-in-progress: ${{ github.event_name == 'pull_request' }}
jobs:
proxy-infra:
uses: ./.github/workflows/_test-unit-base.yml
with:
test-path: >-
tests/test_litellm/proxy/db
tests/test_litellm/proxy/middleware
tests/test_litellm/proxy/spend_tracking
tests/test_litellm/proxy/pass_through_endpoints
tests/test_litellm/proxy/_experimental
tests/test_litellm/proxy/experimental
tests/test_litellm/proxy/common_utils
tests/test_litellm/proxy/enterprise_billing
tests/test_litellm/proxy/types_utils
tests/test_litellm/proxy/logging_endpoints
tests/test_litellm/proxy/test_*.py
workers: 2
reruns: 2
artifact-name: proxy-infra

31
.github/workflows/test-unit-responses-caching-types.yml vendored
View file

@ -1,31 +0,0 @@
name: "Unit Tests: Responses, Caching & Types"
on:
pull_request:
branches:
- main
- litellm_internal_staging
- litellm_oss_staging
- "litellm_**"
push:
branches:
- main
- litellm_internal_staging
permissions:
contents: read
id-token: write
pull-requests: write
concurrency:
group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }}
cancel-in-progress: ${{ github.event_name == 'pull_request' }}
jobs:
responses-caching-types:
uses: ./.github/workflows/_test-unit-base.yml
with:
test-path: "tests/test_litellm/responses tests/test_litellm/caching tests/test_litellm/types"
workers: 2
reruns: 2
artifact-name: responses-caching-types

249
.github/workflows/test-unit.yml vendored Normal file
View file

@ -0,0 +1,249 @@
name: "Unit Tests"
on:
pull_request:
branches:
- main
- litellm_internal_staging
- litellm_oss_staging
- "litellm_**"
push:
branches:
- main
- litellm_internal_staging
workflow_dispatch:
permissions:
contents: read
concurrency:
group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }}
cancel-in-progress: ${{ github.event_name == 'pull_request' }}
# One caller for every tests/test_litellm shard, replacing the nine thin workflow
# files that each wrapped a single call to _test-unit-base.yml. Adding a shard is
# now one matrix entry rather than a new file.
#
# `name` is the shard id and nothing else, so each check reports as
# "<shard> / Run tests" exactly as it did when the shard had its own file. Those
# strings are the branch ruleset's required contexts, so they are load-bearing:
# renaming an entry renames a required check and the ruleset stops matching it.
#
# Every entry states its timeouts even when they equal the base workflow's
# defaults. An absent matrix key renders as an empty string, which is not a
# number, so a partially-specified entry would fail the call rather than fall
# back to the default.
#
# tests/proxy_unit_tests keeps its own caller (test-unit-proxy-db.yml): it is
# already a matrix and carries a shard-coverage guard that reads that file by
# name. Folding it in here is a follow-up, together with generalising that guard
# into assert_ci_coverage.py.
jobs:
unit:
name: ${{ matrix.shard }}
permissions:
contents: read
id-token: write
pull-requests: write
strategy:
fail-fast: false
matrix:
include:
- shard: core-utils
artifact-name: core-utils
test-path: "tests/test_litellm/litellm_core_utils"
workers: 2
reruns: 1
timeout-minutes: 20
job-timeout-minutes: 60
- shard: enterprise-routing
artifact-name: enterprise-routing
test-path: >-
tests/test_litellm/enterprise
tests/test_litellm/google_genai
tests/test_litellm/router_utils
tests/test_litellm/router_strategy
workers: 2
reruns: 2
timeout-minutes: 20
job-timeout-minutes: 60
- shard: integrations
artifact-name: integrations
test-path: "tests/test_litellm/integrations"
workers: 2
reruns: 3
timeout-minutes: 20
job-timeout-minutes: 60
- shard: Vertex AI
artifact-name: llm-vertex-ai
test-path: "tests/test_litellm/llms/vertex_ai"
workers: 1
reruns: 2
timeout-minutes: 20
job-timeout-minutes: 60
- shard: All Other Providers
artifact-name: llm-other-providers
test-path: "tests/test_litellm/llms --ignore=tests/test_litellm/llms/vertex_ai"
workers: 2
reruns: 2
timeout-minutes: 20
job-timeout-minutes: 60
- shard: misc
artifact-name: misc
test-path: >-
tests/test_litellm/batches
tests/test_litellm/secret_managers
tests/test_litellm/a2a_protocol
tests/test_litellm/anthropic_interface
tests/test_litellm/completion_extras
tests/test_litellm/compression
tests/test_litellm/containers
tests/test_litellm/experimental_mcp_client
tests/test_litellm/models
tests/test_litellm/repositories
tests/test_litellm/images
tests/test_litellm/interactions
tests/test_litellm/ocr
tests/test_litellm/passthrough
tests/test_litellm/rag
tests/test_litellm/realtime_api
tests/test_litellm/rerank_api
tests/test_litellm/rust_bridge
tests/test_litellm/sandbox
tests/test_litellm/test_router
tests/test_litellm/vector_stores
tests/test_litellm/videos
tests/test_litellm/test_*.py
workers: 2
reruns: 2
timeout-minutes: 20
job-timeout-minutes: 60
- shard: proxy-auth
artifact-name: proxy-auth
test-path: >-
tests/test_litellm/proxy/auth
tests/test_litellm/proxy/hooks
tests/test_litellm/proxy/policy_engine
tests/test_litellm/proxy/client
workers: 2
reruns: 2
timeout-minutes: 20
job-timeout-minutes: 60
- shard: proxy-endpoints
artifact-name: proxy-endpoints
test-path: >-
tests/test_litellm/proxy/analytics_endpoints
tests/test_litellm/proxy/management_endpoints
tests/test_litellm/proxy/memory
tests/test_litellm/proxy/guardrails
tests/test_litellm/proxy/management_helpers
tests/test_litellm/proxy/anthropic_endpoints
tests/test_litellm/proxy/google_endpoints
tests/test_litellm/proxy/openai_files_endpoint
tests/test_litellm/proxy/batches_endpoints
tests/test_litellm/proxy/fine_tuning_endpoints
tests/test_litellm/proxy/vector_store_files_endpoints
tests/test_litellm/proxy/video_endpoints
tests/test_litellm/proxy/response_api_endpoints
tests/test_litellm/proxy/image_endpoints
tests/test_litellm/proxy/ocr_endpoints
tests/test_litellm/proxy/vector_store_endpoints
tests/test_litellm/proxy/agent_endpoints
tests/test_litellm/proxy/a2a
tests/test_litellm/proxy/credential_endpoints
tests/test_litellm/proxy/discovery_endpoints
tests/test_litellm/proxy/health_endpoints
tests/test_litellm/proxy/shutdown
tests/test_litellm/proxy/public_endpoints
tests/test_litellm/proxy/prompts
tests/test_litellm/proxy/rag_endpoints
tests/test_litellm/proxy/realtime_endpoints
tests/test_litellm/proxy/ui_crud_endpoints
tests/test_litellm/proxy/config_resolvers
tests/test_litellm/proxy/utils
workers: 4
reruns: 2
timeout-minutes: 20
job-timeout-minutes: 60
- shard: proxy-server
artifact-name: proxy-server
test-path: "tests/test_litellm/proxy/proxy_server"
workers: 4
reruns: 2
timeout-minutes: 60
job-timeout-minutes: 100
- shard: proxy-infra
artifact-name: proxy-infra
test-path: >-
tests/test_litellm/proxy/db
tests/test_litellm/proxy/middleware
tests/test_litellm/proxy/spend_tracking
tests/test_litellm/proxy/pass_through_endpoints
tests/test_litellm/proxy/_experimental
tests/test_litellm/proxy/experimental
tests/test_litellm/proxy/common_utils
tests/test_litellm/proxy/enterprise_billing
tests/test_litellm/proxy/types_utils
tests/test_litellm/proxy/logging_endpoints
tests/test_litellm/proxy/test_*.py
workers: 4
reruns: 2
timeout-minutes: 20
job-timeout-minutes: 60
- shard: caching-local
artifact-name: caching-local
test-path: >-
tests/local_testing/test_cache_preset_key.py
tests/local_testing/test_caching_handler.py
tests/local_testing/test_prompt_caching.py
tests/local_testing/test_responses_stream_cache_keys.py
tests/local_testing/test_unit_test_caching.py
workers: 2
reruns: 2
timeout-minutes: 20
job-timeout-minutes: 55
- shard: proxy-extras
artifact-name: proxy-extras
test-path: "tests/litellm-proxy-extras"
workers: 2
reruns: 2
timeout-minutes: 20
job-timeout-minutes: 55
- shard: enterprise-package
artifact-name: enterprise-package
test-path: "tests/enterprise"
workers: 4
reruns: 2
timeout-minutes: 20
job-timeout-minutes: 55
- shard: responses-caching-types
artifact-name: responses-caching-types
test-path: >-
tests/test_litellm/responses
tests/test_litellm/caching
tests/test_litellm/types
workers: 2
reruns: 2
timeout-minutes: 20
job-timeout-minutes: 60
uses: ./.github/workflows/_test-unit-base.yml
with:
test-path: ${{ matrix.test-path }}
workers: ${{ matrix.workers }}
reruns: ${{ matrix.reruns }}
timeout-minutes: ${{ matrix.timeout-minutes }}
job-timeout-minutes: ${{ matrix.job-timeout-minutes }}
artifact-name: ${{ matrix.artifact-name }}

92
.github/workflows/triage_rollout_heads_up.yml vendored
View file

@ -1,92 +0,0 @@
name: Agent Shin — rollout heads-up (one-shot)
# Fires the 7-day heads-up comment on every open external PR/issue that the
# new triage bot would auto-close. The real sweep is a deliberate one-shot:
# trigger it at rollout via a manual `workflow_dispatch` with `dry_run=false`.
# The script is idempotent (skips items that already carry the
# `<!-- agent-shin:rollout-heads-up -->` marker), so a re-run is harmless.
#
# The automatic push trigger runs DRY-RUN only, so merging the script to
# `litellm_internal_staging` never posts a comment; it just confirms the
# workflow is wired up. Posting real comments requires the manual dispatch,
# which is also the only trigger that exposes `OPENAI_API_KEY`. The heads-up
# is intentionally NOT gated on `AGENT_SHIN_ENABLED`: it has to warn
# contributors while that flag is still off, ahead of the flip that turns on
# auto-closing.
#
# The workflow is a thin shell over `.github/scripts/triage_rollout_heads_up.py`.
# Dry-run vs. real run differ in EXACTLY one CLI flag (`--close`), added only
# on a manual dispatch with `dry_run=false`.
on:
push:
branches:
- litellm_internal_staging
paths:
# The presence of this script on staging IS the rollout merge marker.
# Editing the file later would re-fire the workflow; that's safe because
# the script skips PRs/issues that already have the heads-up marker.
- ".github/scripts/triage_rollout_heads_up.py"
workflow_dispatch:
inputs:
dry_run:
description: "Dry run (true = preview only, false = actually post comments)."
required: false
default: "true"
type: choice
options:
- "true"
- "false"
permissions:
contents: read
issues: write
pull-requests: write
jobs:
heads-up:
if: github.repository == 'BerriAI/litellm'
runs-on: ubuntu-latest
steps:
- name: Checkout triage scripts
uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
with:
sparse-checkout: .github/scripts
persist-credentials: false
- name: Set up Python
uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
with:
python-version: "3.12"
- name: Install LLM client
run: pip install --no-cache-dir --require-hashes -r .github/scripts/triage-requirements.txt
- name: Run heads-up sweep
env:
GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
# Only the manual dispatch (the real-run trigger) needs the LLM key.
# The automatic push trigger runs dry-run and never posts, so it gets
# no key. Mirrors the sibling triage workflows, which expose the key
# only on an enabled/dispatched run rather than unconditionally.
OPENAI_API_KEY: ${{ github.event_name == 'workflow_dispatch' && secrets.OPENAI_API_KEY || '' }}
OPENAI_BASE_URL: ${{ vars.OPENAI_BASE_URL }}
TRIAGE_MODEL: ${{ vars.TRIAGE_MODEL }}
# The real run is a deliberate manual dispatch with dry_run=false.
# Use the EXACT "false" comparison so any unexpected input value
# fail-closes to dry-run (mirrors the AGENT_SHIN_ENABLED pattern in
# the sibling workflows). The automatic push trigger always stays
# dry-run, so merging the script never posts.
DRY_RUN_INPUT: ${{ github.event.inputs.dry_run }}
run: |
set -euo pipefail
ARGS=(--repo "${{ github.repository }}")
if [ "${GITHUB_EVENT_NAME:-}" = "workflow_dispatch" ] && [ "${DRY_RUN_INPUT:-true}" = "false" ]; then
ARGS+=(--close)
echo "::notice::Manual rollout dispatch with dry_run=false -> heads-up comments WILL be posted."
elif [ "${GITHUB_EVENT_NAME:-}" = "workflow_dispatch" ]; then
echo "::notice::Manual dispatch in dry-run mode -> previewing only, no comments will be posted."
else
echo "::notice::Automatic push trigger -> dry-run preview only. Fire the real rollout sweep with a manual workflow_dispatch (dry_run=false)."
fi
python3 .github/scripts/triage_rollout_heads_up.py "${ARGS[@]}"

3
.github/workflows/weekly_load_anomaly.yml vendored
View file

@ -47,6 +47,9 @@ jobs:
with:
version: "0.10.9"
- name: Cache the Rust build
uses: ./.github/actions/cache-cargo-build
- name: Install dependencies
run: |
.github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra proxy

4
Dockerfile
View file

@ -1,10 +1,10 @@
# syntax=docker/dockerfile:1.7
# Base image for building
ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:a31344ab2cb8618db84f535eec56f76f6178b142cb92cb2e48676cc2dcebea72
# Runtime image
ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:a31344ab2cb8618db84f535eec56f76f6178b142cb92cb2e48676cc2dcebea72
ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
# Pinned by digest like the other base images; bump explicitly on Node upgrades.
ARG UI_BUILD_IMAGE=node:24.19-alpine3.24@sha256:d32cdf619f63fe0471182d08996dd516c6275bb5fd31ae06e55a570bd9e1ad43

30
Makefile
View file

@ -7,6 +7,7 @@
info lint lint-inner lint-dev lint-checks format \
lint-basedpyright lint-e2e-basedpyright lint-basedpyright-budget-update lint-type-discipline lint-type-discipline-budget-update \
lint-ruff-budget lint-ruff-budget-update lint-budget-update lint-gate \
lint-test-quality lint-test-quality-budget-update \
install-dev install-proxy-dev install-test-deps install-hooks \
install-helm-unittest check-circular-imports check-import-safety check check-inner pre-commit \
lint-install lint-fetch-base bootstrap
@ -35,7 +36,8 @@ help:
@echo " make lint-ruff-budget - Gate the codebase total of each strict ruff rule against its limit"
@echo " make lint-gate - Strict ruff gate in CI-parity mode (fetches staging, simulates the merge)"
@echo " make lint-ruff-budget-update - Ratchet ruff-strict-budget.json limits down by what this branch fixed"
@echo " make lint-budget-update - Ratchet all budgets down (ruff + type-discipline + basedpyright)"
@echo " make lint-test-quality - Gate the test suite against test-quality-budget.json"
@echo " make lint-budget-update - Ratchet all budgets down (ruff + type-discipline + test quality + basedpyright)"
@echo " make check-circular-imports - Check for circular imports"
@echo " make check-import-safety - Check import safety"
@echo " make test - Run all tests"
@ -142,11 +144,13 @@ lint-install:
$(UV) sync --inexact --frozen --group proxy-dev --group e2e-dev
$(UV_RUN) python scripts/prisma_generate_if_needed.py
# Diff-scoped format check, identical to test-linting.yml's "Check ruff format" step:
# Diff-scoped format check, mirroring test-linting.yml's "Check ruff format" step:
# only the litellm Python files changed vs the base are checked, so a pre-existing
# format issue elsewhere doesn't block an unrelated commit.
# format issue elsewhere doesn't block an unrelated commit. Git pathspecs match
# recursively, so 'litellm/*.py' covers nested modules and the top-level files that
# CI's 'litellm/**/*.py' skips, which makes this target a superset of the CI step.
lint-format-check-changed: $(LINT_DEP_INSTALL) $(LINT_DEP_BASE)
@files=$$(git diff --name-only origin/litellm_internal_staging...HEAD -- 'litellm/**/*.py' | grep -v '^litellm/enterprise/' || true); \
@files=$$(git diff --name-only --diff-filter=ACMR origin/litellm_internal_staging...HEAD -- 'litellm/*.py' | grep -v '^litellm/enterprise/' || true); \
if [ -z "$$files" ]; then \
echo "No changed litellm Python files to format-check."; \
else \
@ -156,6 +160,7 @@ lint-format-check-changed: $(LINT_DEP_INSTALL) $(LINT_DEP_BASE)
# Linting targets
lint-ruff: $(LINT_DEP_INSTALL)
cd litellm && $(UV_RUN) ruff check . && cd ..
$(UV_RUN) ruff check --config ruff-tests.toml tests
# faster linter for developing ...
# inspiration from:
@ -200,6 +205,12 @@ lint-e2e-basedpyright: $(LINT_E2E_DEP_INSTALL)
lint-type-discipline: $(LINT_DEP_INSTALL) $(LINT_DEP_BASE)
$(UV_RUN) python scripts/type_discipline_gate.py --base origin/litellm_internal_staging
# Test-quality budget (zero-assert / mock-echo tests, sys.path.insert, raw env writes,
# litellm module-global mutation, credential-gated skips, conftest snapshot
# inventory), counted across tests/ the same delta-vs-base way.
lint-test-quality: $(LINT_DEP_INSTALL) $(LINT_DEP_BASE)
$(UV_RUN) python scripts/test_quality_gate.py --base origin/litellm_internal_staging
# --update lowers each limit by what this branch fixed since its branch point, so
# it needs the base ref fetched to resolve the merge-base.
lint-basedpyright-budget-update: install-dev lint-fetch-base
@ -221,8 +232,11 @@ lint-ruff-budget-update: install-dev lint-fetch-base
lint-type-discipline-budget-update: install-dev lint-fetch-base
$(UV_RUN) python scripts/type_discipline_gate.py --update
# Ratchet all budgets in one shot (ruff strict + type-discipline + basedpyright)
lint-budget-update: lint-ruff-budget-update lint-type-discipline-budget-update lint-basedpyright-budget-update
lint-test-quality-budget-update: install-dev lint-fetch-base
$(UV_RUN) python scripts/test_quality_gate.py --update
# Ratchet all budgets in one shot (ruff strict + type-discipline + test quality + basedpyright)
lint-budget-update: lint-ruff-budget-update lint-type-discipline-budget-update lint-test-quality-budget-update lint-basedpyright-budget-update
check-circular-imports: $(LINT_DEP_INSTALL)
cd litellm && $(UV_RUN) python ../tests/documentation_tests/test_circular_imports.py && cd ..
@ -244,7 +258,7 @@ lint:
lint-inner: lint-install lint-fetch-base
$(MAKE) -j $(LINT_JOBS) $(LINT_OUTPUT_SYNC) LINT_DEP_INSTALL= LINT_E2E_DEP_INSTALL= LINT_DEP_BASE= lint-checks
lint-checks: lint-format-check-changed lint-ruff lint-gate lint-type-discipline lint-basedpyright lint-e2e-basedpyright check-circular-imports check-import-safety
lint-checks: lint-format-check-changed lint-ruff lint-gate lint-type-discipline lint-test-quality lint-basedpyright lint-e2e-basedpyright check-circular-imports check-import-safety
# Faster linting for local development (only checks changed code)
lint-dev: lint-format-changed check-circular-imports check-import-safety
@ -314,7 +328,7 @@ test-unit-helm: install-helm-unittest
# LLM Translation testing targets
test-llm-translation: install-test-deps
@echo "Running LLM translation tests..."
@python .github/workflows/run_llm_translation_tests.py
@python .github/scripts/run_llm_translation_tests.py
test-llm-translation-single: install-test-deps
@echo "Running single LLM translation test file..."

1
README.md
View file

@ -292,6 +292,7 @@ curl -X POST 'http://0.0.0.0:4000/v1/chat/completions' \
| [Clarifai (`clarifai`)](https://docs.litellm.ai/docs/providers/clarifai) | ✅ | ✅ | ✅ | | | | | | | |
| [Cloudflare AI Workers (`cloudflare`)](https://docs.litellm.ai/docs/providers/cloudflare_workers) | ✅ | ✅ | ✅ | | | | | | | |
| [Codestral (`codestral`)](https://docs.litellm.ai/docs/providers/codestral) | ✅ | ✅ | ✅ | | | | | | | |
| [Cognition (`cognition`)](https://docs.litellm.ai/docs/providers/cognition) | ✅ | ✅ | ✅ | | | | | | | |
| [Cohere (`cohere`)](https://docs.litellm.ai/docs/providers/cohere) | ✅ | ✅ | ✅ | ✅ | | | | | | ✅ |
| [Cohere Chat (`cohere_chat`)](https://docs.litellm.ai/docs/providers/cohere) | ✅ | ✅ | ✅ | | | | | | | |
| [CometAPI (`cometapi`)](https://docs.litellm.ai/docs/providers/cometapi) | ✅ | ✅ | ✅ | ✅ | | | | | | |

4
backend/Dockerfile
View file

@ -1,5 +1,5 @@
ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:a31344ab2cb8618db84f535eec56f76f6178b142cb92cb2e48676cc2dcebea72
ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:a31344ab2cb8618db84f535eec56f76f6178b142cb92cb2e48676cc2dcebea72
ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
FROM $UV_IMAGE AS uvbin

6
basedpyright-code-budget.json
View file

@ -84,7 +84,7 @@
"limit": 56
},
"reportPrivateUsage": {
"limit": 1823
"limit": 1822
},
"reportRedeclaration": {
"limit": 8
@ -105,13 +105,13 @@
"limit": 109
},
"reportUnknownMemberType": {
"limit": 39017
"limit": 39011
},
"reportUnknownParameterType": {
"limit": 19885
},
"reportUnknownVariableType": {
"limit": 30572
"limit": 30569
},
"reportUnnecessaryCast": {
"limit": 117

1
ci_cd/generate_model_prices_schema.py
View file

@ -27,6 +27,7 @@ EXTRA_BOOLEAN_KEYS = frozenset(
"uses_embed_content",
"use_openai_responses_path",
"bedrock_converse_supports_strict_tools",
"thinking_always_on",
}
)

2
cookbook/litellm_proxy_server/cli_token_usage.py
View file

@ -60,4 +60,4 @@ if __name__ == "__main__":
print("\n💡 Tips:")
print("1. Run 'litellm-proxy login' to authenticate first")
print("2. Replace 'https://your-proxy.com' with your actual proxy URL")
print("3. The token is stored locally at ~/.litellm/token.json")
print("3. The token is stored in your OS keychain, or in ~/.litellm/token.json when there is none")

4
docker/Dockerfile.database
View file

@ -1,10 +1,10 @@
# syntax=docker/dockerfile:1.7
# Base image for building
ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:a31344ab2cb8618db84f535eec56f76f6178b142cb92cb2e48676cc2dcebea72
# Runtime image
ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:a31344ab2cb8618db84f535eec56f76f6178b142cb92cb2e48676cc2dcebea72
ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
# Pinned by digest like the other base images; bump explicitly on Node upgrades.
ARG UI_BUILD_IMAGE=node:24.19-alpine3.24@sha256:d32cdf619f63fe0471182d08996dd516c6275bb5fd31ae06e55a570bd9e1ad43

4
docker/Dockerfile.non_root
View file

@ -1,8 +1,8 @@
# syntax=docker/dockerfile:1.7
# Base images
ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:a31344ab2cb8618db84f535eec56f76f6178b142cb92cb2e48676cc2dcebea72
ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:a31344ab2cb8618db84f535eec56f76f6178b142cb92cb2e48676cc2dcebea72
ARG PROXY_EXTRAS_SOURCE=published
ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
# Pinned by digest like the other base images; bump explicitly on Node upgrades.

1
enterprise/enterprise_hooks/banned_keywords.py
View file

@ -21,6 +21,7 @@ from fastapi import HTTPException
class _ENTERPRISE_BannedKeywords(CustomLogger):
enforces_request_content: bool = True
# Class variables or attributes
def __init__(self):
banned_keywords_list = litellm.banned_keywords_list

1
enterprise/enterprise_hooks/blocked_user_list.py
View file

@ -18,6 +18,7 @@ from fastapi import HTTPException
class _ENTERPRISE_BlockedUserList(CustomLogger):
enforces_request_content: bool = True
# Class variables or attributes
def __init__(self, prisma_client: Optional[PrismaClient]):
self.prisma_client = prisma_client

86
enterprise/litellm_enterprise/proxy/common_utils/check_batch_cost.py
View file

@ -255,6 +255,52 @@ class CheckBatchCost:
"so it will no longer be polled"
)
async def _claim_job_for_costing(self, job: "LiteLLM_ManagedObjectTable") -> bool:
"""
Atomically flip batch_processed from false to true, returning whether this pod won
the row. Every pod and uvicorn worker schedules its own poller against the shared
table, so without this compare-and-swap two of them can select the same completed
batch in one window and both emit an aretrieve_batch spend log for it. Schemas
without the column can't be claimed, so they keep the pre-existing behavior.
Called immediately before the spend log is written rather than before the results
fetch, because batch_processed is also what holds off deletion of the files that
fetch reads and what keeps an unbilled row selectable by the next poll cycle.
"""
if not self._has_batch_processed_column:
return True
try:
claimed: Final = await self.prisma_client.db.litellm_managedobjecttable.update_many(
where={"id": job.id, "batch_processed": False},
data={"batch_processed": True},
)
except Exception as db_err:
verbose_proxy_logger.error(
f"CheckBatchCost: failed to claim job {job.id} for cost tracking: {db_err}"
)
return False
return claimed > 0
async def _release_job_claim(self, job: "LiteLLM_ManagedObjectTable") -> None:
"""Give a claimed row back once billing it failed, so a later poll cycle retries it.
Safe to match on batch_processed=True: while this poller is active the retrieve
path leaves the column alone (batch_cost_poller_is_active), so a true value here
is always this pod's own claim.
"""
if not self._has_batch_processed_column:
return
try:
await self.prisma_client.db.litellm_managedobjecttable.update_many(
where={"id": job.id, "batch_processed": True},
data={"batch_processed": False},
)
except Exception as db_err:
verbose_proxy_logger.error(
f"CheckBatchCost: failed to release the claim on job {job.id}, "
f"so its cost will not be retried: {db_err}"
)
@staticmethod
def _has_unified_id_without_model(job: "LiteLLM_ManagedObjectTable") -> bool:
"""A unified id that decodes but carries no model_id can never be routed."""
@ -572,9 +618,10 @@ class CheckBatchCost:
"""
Fetch a completed batch's results, compute cost/usage, and emit the
aretrieve_batch spend log. Returns (model_name, llm_provider) on
success, None when the job can't be routed to a deployment. Raises on
results-fetch or cost-computation failures so the caller can leave the
job unprocessed and retry it on a later poll.
success, None when the job can't be routed to a deployment or when
another pod claimed it. Raises on results-fetch or cost-computation
failures so the caller can leave the job unprocessed and retry it on a
later poll.
"""
from litellm.batches.batch_utils import (
_get_file_content_as_dictionary,
@ -743,12 +790,23 @@ class CheckBatchCost:
optional_params={},
)
await logging_obj.async_success_handler(
result=response,
batch_cost=batch_cost,
batch_usage=batch_usage,
batch_models=batch_models,
)
if not await self._claim_job_for_costing(job):
verbose_proxy_logger.info(
f"CheckBatchCost: batch {batch_id} (job {job.id}) was claimed by another pod "
"in this window, so its cost is already being tracked there"
)
return None
try:
await logging_obj.async_success_handler(
result=response,
batch_cost=batch_cost,
batch_usage=batch_usage,
batch_models=batch_models,
)
except Exception:
await self._release_job_claim(job)
raise
# Record batch duration (completed_at - created_at)
if prom_logger and response.completed_at and response.created_at:
@ -908,6 +966,16 @@ class CheckBatchCost:
)
elif response.status in PROVIDER_TERMINAL_BATCH_STATUSES:
from litellm.proxy.openai_files_endpoints.common_utils import (
_completed_batch_safe_to_retire,
)
if response.status in ("completed", "complete") and not _completed_batch_safe_to_retire(response):
verbose_proxy_logger.info(
f"CheckBatchCost: batch {batch_id} is completed but its output file id "
f"has not appeared yet; leaving job {job.id} for the next poll cycle"
)
continue
await self._finalize_unbilled_terminal_job(job, response)
# Record polling run metrics (always, even if nothing was processed)

87
enterprise/litellm_enterprise/proxy/hooks/managed_files.py
View file

@ -45,6 +45,8 @@ from litellm.proxy._types import (
UserAPIKeyAuth,
)
from litellm.proxy.openai_files_endpoints.common_utils import (
FILE_LIST_CONTINUATION_CHUNK_SIZE,
MAX_FILE_LIST_LIMIT,
_is_base64_encoded_unified_file_id,
apply_unified_file_ids,
ensure_batch_response_managed_file_ids,
@ -54,6 +56,8 @@ from litellm.proxy.openai_files_endpoints.common_utils import (
map_raw_file_ids_to_unified,
normalize_mime_type_for_provider,
resolve_managed_output_file_model_name,
validate_file_list_limit,
validate_file_list_purpose,
)
from litellm.proxy.pass_through_endpoints.llm_provider_handlers.batch_attribution import (
request_tags_from_metadata,
@ -63,9 +67,9 @@ from litellm.types.llms.openai import ( # pyright: ignore[reportAttributeAccess
AsyncCursorPage,
ChatCompletionFileObject,
CreateFileRequest,
FileListPage,
FileObject,
OpenAIFileObject,
OpenAIFilesPurpose,
ResponsesAPIResponse,
)
from litellm.types.utils import (
@ -144,7 +148,14 @@ class _ManagedFileRow(Protocol):
class _ManagedFileTableActions(Protocol):
async def find_first(self, where: Mapping[str, object]) -> Optional[_ManagedFileRow]: ...
async def find_many(self, where: Mapping[str, object]) -> Sequence[_ManagedFileRow]: ...
async def find_many(
self,
where: Mapping[str, object],
take: int = ...,
order: Union[Mapping[str, str], Sequence[Mapping[str, str]]] = ...,
cursor: Mapping[str, str] = ...,
skip: int = ...,
) -> Sequence[_ManagedFileRow]: ...
async def upsert(self, where: Mapping[str, str], data: Mapping[str, Mapping[str, object]]) -> _ManagedFileRow: ...
@ -1365,12 +1376,76 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
async def afile_list(
self,
purpose: Optional[OpenAIFilesPurpose],
purpose: Optional[str],
litellm_parent_otel_span: Optional[Span],
user_api_key_dict: UserAPIKeyAuth,
limit: Optional[int] = None,
after: Optional[str] = None,
**data: Dict,
) -> List[OpenAIFileObject]:
"""Handled in files_endpoints.py"""
return []
) -> FileListPage:
"""List the managed files the caller owns, newest first.
Pagination is keyset based on ``unified_file_id`` so a key that owns
every file on the proxy still reads one bounded page at a time.
``purpose`` is applied after parsing, because the managed file table
keeps it inside the ``file_object`` blob instead of a column, and rows
whose blob will not parse drop out there too, so a chunk of rows can
yield fewer matches than the page holds. Successive chunks are read
until the page is full or the caller's rows run out, which keeps
``data`` non-empty while matches remain and its last id usable as the
next cursor. A first chunk that fills the page costs one query; once a
scan has to continue past it, the chunk widens to
``FILE_LIST_CONTINUATION_CHUNK_SIZE``, so the walk costs one query per
that many rows instead of one per page. That bound is per query, not
per request: the work is still linear in the rows the caller owns, and
a filter matching nothing reads every one of them, with no index
covering either the owner filter or the sort.
"""
validate_file_list_limit(limit)
validate_file_list_purpose(purpose)
owner_filter: Final = build_owner_filter(user_api_key_dict)
if owner_filter is None:
return FileListPage(**build_list_page([]))
if after:
cursor_row = await _managed_file_table(self.prisma_client).find_first(
where={**owner_filter, "unified_file_id": after}
)
if cursor_row is None:
raise ProxyException(
message=f"Invalid 'after' cursor: no file found with id '{after}'.",
type="invalid_request_error",
param="after",
code=400,
openai_code="invalid_value",
)
page_size: Final = min(limit or MAX_FILE_LIST_LIMIT, MAX_FILE_LIST_LIMIT)
matches: Final[List[OpenAIFileObject]] = []
cursor_id = after
chunk_size = page_size + 1
while len(matches) <= page_size:
cursor_args: _CursorPageArgs = {"cursor": {"unified_file_id": cursor_id}, "skip": 1} if cursor_id else {}
chunk = await _managed_file_table(self.prisma_client).find_many(
where=owner_filter,
take=chunk_size,
order=[{"created_at": "desc"}, {"unified_file_id": "desc"}],
**cursor_args,
)
matches.extend(
parsed_file_object.model_copy(update={"id": row.unified_file_id})
for row in chunk
if (parsed_file_object := _parse_managed_file_object(row.file_object, row.unified_file_id)) is not None
and (purpose is None or parsed_file_object.purpose == purpose)
)
if len(chunk) < chunk_size:
break
cursor_id = chunk[-1].unified_file_id
chunk_size = max(chunk_size, FILE_LIST_CONTINUATION_CHUNK_SIZE)
return FileListPage(**build_list_page(matches[:page_size], has_more=len(matches) > page_size))
def _is_batch_polling_enabled(self) -> bool:
"""

4
enterprise/pyproject.toml
View file

@ -1,6 +1,6 @@
[project]
name = "litellm-enterprise"
version = "0.1.57"
version = "0.1.59"
description = "Package for LiteLLM Enterprise features"
readme = "README.md"
requires-python = ">=3.9"
@ -26,7 +26,7 @@ required-version = ">=0.10.9"
module-root = ""
[tool.commitizen]
version = "0.1.57"
version = "0.1.59"
version_files = [
"pyproject.toml:^version",
"../pyproject.toml:litellm-enterprise==",

4
gateway/Dockerfile
View file

@ -1,5 +1,5 @@
ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:42df77a9974d6ec8b17a5ee8bc23b532600a44d705acef2409e0933c1251b45f
ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:a31344ab2cb8618db84f535eec56f76f6178b142cb92cb2e48676cc2dcebea72
ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:a31344ab2cb8618db84f535eec56f76f6178b142cb92cb2e48676cc2dcebea72
ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a
FROM $UV_IMAGE AS uvbin

7
helm/litellm-helm/templates/deployment.yaml
View file

@ -100,6 +100,13 @@ spec:
- name: DATABASE_URL
value: {{ .Values.db.url | quote }}
{{- end }}
{{- if and .Values.db.useExisting .Values.db.readReplicaUrl .Values.db.secret.readReplicaEndpointKey (not .Values.db.secret.readReplicaUrlKey) }}
- name: DATABASE_READER_HOST
valueFrom:
secretKeyRef:
name: {{ .Values.db.secret.name }}
key: {{ .Values.db.secret.readReplicaEndpointKey }}
{{- end }}
{{- if and .Values.db.useExisting .Values.db.secret.readReplicaUrlKey }}
- name: DATABASE_URL_READ_REPLICA
valueFrom:

90
helm/litellm-helm/tests/deployment_tests.yaml
View file

@ -80,6 +80,96 @@ tests:
secretKeyRef:
name: my-secret
key: my-key
- it: should inject DATABASE_READER_HOST from readReplicaEndpointKey before DATABASE_URL_READ_REPLICA
template: deployment.yaml
set:
db:
deployStandalone: false
useExisting: true
secret:
name: postgres
usernameKey: username
passwordKey: password
readReplicaEndpointKey: reader-host
readReplicaUrl: postgresql://$(DATABASE_USERNAME):$(DATABASE_PASSWORD)@$(DATABASE_READER_HOST):5432/$(DATABASE_NAME)?sslmode=require
asserts:
- contains:
path: spec.template.spec.containers[0].env
content:
name: DATABASE_READER_HOST
valueFrom:
secretKeyRef:
name: postgres
key: reader-host
- contains:
path: spec.template.spec.containers[0].env
content:
name: DATABASE_URL_READ_REPLICA
value: postgresql://$(DATABASE_USERNAME):$(DATABASE_PASSWORD)@$(DATABASE_READER_HOST):5432/$(DATABASE_NAME)?sslmode=require
# $(VAR) interpolation only resolves vars defined EARLIER in the env
# array, so the reader host must precede the composed URL
- equal:
path: spec.template.spec.containers[0].env[7].name
value: DATABASE_READER_HOST
- equal:
path: spec.template.spec.containers[0].env[8].name
value: DATABASE_URL_READ_REPLICA
- it: should omit reader host when readReplicaUrl is unset
template: deployment.yaml
set:
db:
deployStandalone: false
useExisting: true
secret:
name: postgres
usernameKey: username
passwordKey: password
readReplicaEndpointKey: reader-host
asserts:
- notContains:
path: spec.template.spec.containers[0].env
content:
name: DATABASE_READER_HOST
valueFrom:
secretKeyRef:
name: postgres
key: reader-host
- it: should prefer readReplicaUrlKey over readReplicaEndpointKey composition
template: deployment.yaml
set:
db:
useExisting: true
secret:
name: postgres
usernameKey: username
passwordKey: password
readReplicaUrlKey: reader-url
readReplicaEndpointKey: reader-host
readReplicaUrl: postgresql://ignored
asserts:
- contains:
path: spec.template.spec.containers[0].env
content:
name: DATABASE_URL_READ_REPLICA
valueFrom:
secretKeyRef:
name: postgres
key: reader-url
- notContains:
path: spec.template.spec.containers[0].env
content:
name: DATABASE_URL_READ_REPLICA
value: postgresql://ignored
# the unused reader-host secret ref must be suppressed so a missing
# key can't fail pod creation
- notContains:
path: spec.template.spec.containers[0].env
content:
name: DATABASE_READER_HOST
valueFrom:
secretKeyRef:
name: postgres
key: reader-host
- it: should work with extraEnvVars
template: deployment.yaml
set:

8
helm/litellm-helm/values.yaml
View file

@ -277,6 +277,14 @@ db:
# written to db.readReplicaUrl ends up visible in the rendered pod spec
# and the Helm release secret.
readReplicaUrlKey: ""
# Optional: when set, a DATABASE_READER_HOST env var is sourced from this
# secret key, so db.readReplicaUrl can compose the reader URL from
# individual secret components, e.g.
# postgresql://$(DATABASE_USERNAME):$(DATABASE_PASSWORD)@$(DATABASE_READER_HOST):5432/$(DATABASE_NAME)
# Use this when your secret store holds the bare reader hostname rather
# than a full connection URL. Only takes effect when readReplicaUrl is
# set; ignored when readReplicaUrlKey is set.
readReplicaEndpointKey: ""
# Optional read-replica routing. When set, the proxy sends read-only
# queries (find_*, count, group_by, query_raw/_first) to this URL while

26
helm/litellm/templates/_helpers.tpl
View file

@ -213,18 +213,21 @@ whenever the password contains a URL-reserved character (@, /, ?, %, +,
When `database.writer.useIAMAuth: true`, the chart injects
IAM_TOKEN_DB_AUTH=true and omits DATABASE_PASSWORD — the entrypoint mints
the URL from DATABASE_HOST/PORT/USER/NAME plus a short-lived IAM token
instead of a static password.
the URL from DATABASE_HOST/PORT/USER/NAME plus a short-lived AWS RDS IAM
token instead of a static password. `database.writer.useAzureEntraAuth: true`
does the same with AZURE_POSTGRESQL_AUTH=true and a Microsoft Entra ID token,
for Azure Database for PostgreSQL. The two are mutually exclusive.
The read replica is opt-in via `database.reader.host`. The chart emits
DATABASE_HOST_READ_REPLICA / DATABASE_PORT_READ_REPLICA /
DATABASE_NAME_READ_REPLICA (+ DATABASE_SCHEMA_READ_REPLICA) for both auth
modes, plus DATABASE_USER_READ_REPLICA / DATABASE_PASSWORD_READ_REPLICA for
password auth. When `database.reader.useIAMAuth: true` it omits
password auth. When `database.reader.useIAMAuth: true` (or
`database.reader.useAzureEntraAuth: true`) it omits
DATABASE_PASSWORD_READ_REPLICA and the entrypoint mints the reader URL the
same way. Reader IAM only takes effect when the writer also uses IAM auth
(the proxy gates URL minting on IAM_TOKEN_DB_AUTH, which only the writer
sets).
same way. Reader token auth only takes effect when the writer uses the same
token source, since the proxy gates URL minting on the single global
IAM_TOKEN_DB_AUTH / AZURE_POSTGRESQL_AUTH toggle that only the writer sets.
*/}}
{{- define "litellm.serverEnv" -}}
{{- $root := .root -}}
@ -254,9 +257,15 @@ sets).
- name: DATABASE_SCHEMA
value: {{ .schema | quote }}
{{- end }}
{{- if and .useIAMAuth .useAzureEntraAuth }}
{{- fail "database.writer.useIAMAuth and database.writer.useAzureEntraAuth are mutually exclusive: the database password can only come from one token source" }}
{{- end }}
{{- if .useIAMAuth }}
- name: IAM_TOKEN_DB_AUTH
value: "true"
{{- else if .useAzureEntraAuth }}
- name: AZURE_POSTGRESQL_AUTH
value: "true"
{{- else }}
- name: DATABASE_PASSWORD
valueFrom:
@ -270,6 +279,9 @@ sets).
{{- if and .useIAMAuth (not $root.Values.database.writer.useIAMAuth) }}
{{- fail "database.reader.useIAMAuth requires database.writer.useIAMAuth: true (the proxy gates IAM URL minting on IAM_TOKEN_DB_AUTH, which is only set by the writer)" }}
{{- end }}
{{- if and .useAzureEntraAuth (not $root.Values.database.writer.useAzureEntraAuth) }}
{{- fail "database.reader.useAzureEntraAuth requires database.writer.useAzureEntraAuth: true (the proxy gates Entra URL minting on AZURE_POSTGRESQL_AUTH, which is only set by the writer)" }}
{{- end }}
- name: DATABASE_HOST_READ_REPLICA
value: {{ .host | quote }}
- name: DATABASE_PORT_READ_REPLICA
@ -280,7 +292,7 @@ sets).
- name: DATABASE_SCHEMA_READ_REPLICA
value: {{ .schema | quote }}
{{- end }}
{{- if .useIAMAuth }}
{{- if or .useIAMAuth .useAzureEntraAuth }}
{{- if .passwordSecret.name }}
- name: DATABASE_USER_READ_REPLICA
valueFrom:

116
helm/litellm/tests/database_auth_tests.yaml Normal file
View file

@ -0,0 +1,116 @@
suite: test database token auth env vars
templates:
- gateway/deployment.yaml
- gateway/configmap.yaml
- backend/deployment.yaml
- backend/configmap.yaml
values:
- ./values/required.yaml
tests:
- it: writer emits DATABASE_PASSWORD and no token toggle by default
template: gateway/deployment.yaml
asserts:
- contains:
path: spec.template.spec.containers[0].env
content:
name: DATABASE_PASSWORD
valueFrom:
secretKeyRef:
name: litellm-writer-secret
key: password
any: true
- notContains:
path: spec.template.spec.containers[0].env
content:
name: IAM_TOKEN_DB_AUTH
value: "true"
any: true
- notContains:
path: spec.template.spec.containers[0].env
content:
name: AZURE_POSTGRESQL_AUTH
value: "true"
any: true
- it: writer emits AZURE_POSTGRESQL_AUTH and omits DATABASE_PASSWORD under Entra auth
template: gateway/deployment.yaml
set:
database.writer.useAzureEntraAuth: true
asserts:
- contains:
path: spec.template.spec.containers[0].env
content:
name: AZURE_POSTGRESQL_AUTH
value: "true"
any: true
- notContains:
path: spec.template.spec.containers[0].env
content:
name: DATABASE_PASSWORD
any: true
- notContains:
path: spec.template.spec.containers[0].env
content:
name: IAM_TOKEN_DB_AUTH
value: "true"
any: true
- it: backend gets the same Entra toggle as the gateway
template: backend/deployment.yaml
set:
database.writer.useAzureEntraAuth: true
asserts:
- contains:
path: spec.template.spec.containers[0].env
content:
name: AZURE_POSTGRESQL_AUTH
value: "true"
any: true
- it: writer rejects both token sources at once
template: gateway/deployment.yaml
set:
database.writer.useIAMAuth: true
database.writer.useAzureEntraAuth: true
asserts:
- failedTemplate:
errorMessage: "database.writer.useIAMAuth and database.writer.useAzureEntraAuth are mutually exclusive: the database password can only come from one token source"
- it: reader Entra auth without writer Entra auth is rejected
template: gateway/deployment.yaml
set:
database.reader.host: reader.example.com
database.reader.dbname: litellm
database.reader.useAzureEntraAuth: true
asserts:
- failedTemplate:
errorMessage: "database.reader.useAzureEntraAuth requires database.writer.useAzureEntraAuth: true (the proxy gates Entra URL minting on AZURE_POSTGRESQL_AUTH, which is only set by the writer)"
- it: reader under Entra auth omits DATABASE_PASSWORD_READ_REPLICA
template: gateway/deployment.yaml
set:
database.writer.useAzureEntraAuth: true
database.reader.host: reader.example.com
database.reader.dbname: litellm
database.reader.useAzureEntraAuth: true
asserts:
- contains:
path: spec.template.spec.containers[0].env
content:
name: DATABASE_HOST_READ_REPLICA
value: reader.example.com
any: true
- contains:
path: spec.template.spec.containers[0].env
content:
name: DATABASE_USER_READ_REPLICA
valueFrom:
secretKeyRef:
name: litellm-reader-secret
key: username
any: true
- notContains:
path: spec.template.spec.containers[0].env
content:
name: DATABASE_PASSWORD_READ_REPLICA
any: true

4
helm/litellm/values.yaml
View file

@ -145,6 +145,8 @@ database:
dbname: ""
schema: ""
useIAMAuth: false
# Azure Database for PostgreSQL with a Microsoft Entra ID token; mutually exclusive with useIAMAuth
useAzureEntraAuth: false
passwordSecret:
name: litellm-writer-secret
usernameKey: username
@ -159,6 +161,8 @@ database:
dbname: ""
schema: ""
useIAMAuth: false
# Azure Database for PostgreSQL with a Microsoft Entra ID token; mutually exclusive with useIAMAuth
useAzureEntraAuth: false
passwordSecret:
name: litellm-reader-secret
usernameKey: username

4
litellm-proxy-extras/litellm_proxy_extras/migrations/20260819000000_backfill_spend_log_timestamps/migration.sql
View file

@ -1,4 +0,0 @@
UPDATE "LiteLLM_SpendLogs"
SET "created_at" = "endTime",
"updated_at" = "endTime"
WHERE "created_at" > "endTime" + interval '1 hour';

5
litellm-proxy-extras/litellm_proxy_extras/migrations/20260819000000_shadow_eval_max_budget/migration.sql Normal file
View file

@ -0,0 +1,5 @@
-- AlterTable
ALTER TABLE "LiteLLM_ShadowEvalJob" ADD COLUMN "max_budget" DOUBLE PRECISION;
-- AlterTable
ALTER TABLE "LiteLLM_ShadowEvalAttempt" ADD COLUMN "shadow_cost" DOUBLE PRECISION NOT NULL DEFAULT 0;

4
litellm-proxy-extras/litellm_proxy_extras/schema.prisma
View file

@ -1502,7 +1502,8 @@ model LiteLLM_ShadowEvalJob {
baseline_model String? // reverse only: the fixed model the router is judged against
judge_model String
shadow_percentage Float
max_turns Int // this key's sample budget: judge at most this many turns
max_turns Int // sample-count ceiling: the whole budget on pre-max_budget jobs, the error-loop valve otherwise
max_budget Float? // per-key USD cap on the eval's own shadow + judge spend; null on jobs from before spend budgets
created_at DateTime @default(now())
created_by String?
ends_at DateTime
@ -1525,6 +1526,7 @@ model LiteLLM_ShadowEvalAttempt {
shadow_model String?
confidence Float?
judge_cost Float @default(0)
shadow_cost Float @default(0)
error String?
created_at DateTime @default(now())

4
litellm-proxy-extras/pyproject.toml
View file

@ -1,6 +1,6 @@
[project]
name = "litellm-proxy-extras"
version = "0.4.87"
version = "0.4.89"
description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package."
readme = "README.md"
requires-python = ">=3.9"
@ -26,7 +26,7 @@ required-version = ">=0.10.9"
module-root = ""
[tool.commitizen]
version = "0.4.87"
version = "0.4.89"
version_files = [
"pyproject.toml:^version",
"../pyproject.toml:litellm-proxy-extras==",

2
litellm-rust/crates/ai-gateway/src/audio_transcription/hooks.rs
View file

@ -295,6 +295,8 @@ fn core_error_kind(error: &CoreError) -> &'static str {
CoreError::Http { .. } => "HttpError",
CoreError::InvalidResponse(_) => "InvalidResponse",
CoreError::Network(_) => "NetworkError",
CoreError::Connect(_) => "ConnectError",
CoreError::Routing(_) => "RoutingError",
CoreError::Unsupported(_) => "UnsupportedRequest",
}
}

2
litellm-rust/crates/ai-gateway/src/ocr/hooks.rs
View file

@ -324,6 +324,8 @@ fn core_error_kind(error: &CoreError) -> &'static str {
CoreError::Http { .. } => "HttpError",
CoreError::InvalidResponse(_) => "InvalidResponse",
CoreError::Network(_) => "NetworkError",
CoreError::Connect(_) => "ConnectError",
CoreError::Routing(_) => "RoutingError",
CoreError::Unsupported(_) => "UnsupportedRequest",
}
}

8
litellm-rust/crates/ai-gateway/src/routes/messages/mod.rs
View file

@ -105,12 +105,20 @@ impl IntoResponse for MessagesRouteError {
),
CoreError::Http { .. }
| CoreError::Network(_)
| CoreError::Connect(_)
| CoreError::InvalidResponse(_)
| CoreError::InvalidType { .. }
| CoreError::MissingField(_) => (
StatusCode::BAD_GATEWAY,
"messages provider request failed".to_string(),
),
// The gateway has no Python implementation to decline to, so a
// request the core cannot serve is reported to the caller. The
// reason is a fixed internal string, never provider content.
CoreError::Unsupported(reason) => (
StatusCode::BAD_REQUEST,
format!("messages request is not supported: {reason}"),
),
};
(
status,

15
litellm-rust/crates/core/src/chat_completions/client.rs Normal file
View file

@ -0,0 +1,15 @@
use std::sync::OnceLock;
use std::time::Duration;
use crate::constants::{CHAT_COMPLETIONS_CONNECT_TIMEOUT_SECS, CHAT_COMPLETIONS_TIMEOUT_SECS};
pub(super) fn http_client() -> &'static reqwest::Client {
static CLIENT: OnceLock<reqwest::Client> = OnceLock::new();
CLIENT.get_or_init(|| {
reqwest::Client::builder()
.timeout(Duration::from_secs(CHAT_COMPLETIONS_TIMEOUT_SECS))
.connect_timeout(Duration::from_secs(CHAT_COMPLETIONS_CONNECT_TIMEOUT_SECS))
.build()
.unwrap_or_else(|_| reqwest::Client::new())
})
}

28
litellm-rust/crates/core/src/chat_completions/common_utils.rs Normal file
View file

@ -0,0 +1,28 @@
use serde_json::{Map, Value};
use crate::error::CoreResult;
use crate::http_utils::string_headers as shared_string_headers;
use crate::providers::anthropic::chat_completions::transformation::ANTHROPIC_CHAT_COMPLETIONS_CONFIG;
use super::transformation::ChatCompletionsProviderConfig;
const HEADER_CONTEXT: &str = "chat completions";
pub(super) fn chat_completions_provider_config(
provider: &str,
) -> Option<&'static dyn ChatCompletionsProviderConfig> {
match provider {
"anthropic" => Some(&ANTHROPIC_CHAT_COMPLETIONS_CONFIG),
#[cfg(feature = "bedrock-auth")]
"bedrock" => Some(
&crate::providers::bedrock::chat_completions::transformation::BEDROCK_CHAT_COMPLETIONS_CONFIG,
),
_ => None,
}
}
pub(super) fn string_headers(
extra_headers: Option<Map<String, Value>>,
) -> CoreResult<Vec<(String, String)>> {
shared_string_headers(HEADER_CONTEXT, extra_headers)
}

254
litellm-rust/crates/core/src/chat_completions/conversation.rs Normal file
View file

@ -0,0 +1,254 @@
//! Provider-neutral conversation shape.
//!
//! Both Anthropic Messages and Bedrock Converse want the same thing out of an
//! OpenAI message list: the system prompt lifted out, consecutive same-role
//! turns merged, and text blocks that are never empty. That normalization is
//! shared here so a provider config only renders the result into its own wire
//! shape.
//!
//! Mirrors Python's `anthropic_messages_pt` /
//! `_bedrock_converse_messages_pt` for the text-only surface this route
//! accepts; anything richer is declined upstream by the capability gate.
use crate::constants::EMPTY_TEXT_PLACEHOLDER;
use super::types::{ChatMessage, ChatMessageContent};
#[derive(Clone, Copy, Debug, PartialEq, Eq)]
pub enum TurnRole {
User,
Assistant,
}
impl TurnRole {
pub fn as_str(self) -> &'static str {
match self {
Self::User => "user",
Self::Assistant => "assistant",
}
}
}
#[derive(Clone, Debug, PartialEq, Eq)]
pub struct Turn {
pub role: TurnRole,
pub texts: Vec<String>,
}
#[derive(Clone, Debug, Default, PartialEq, Eq)]
pub struct Conversation {
pub system: Vec<String>,
pub turns: Vec<Turn>,
}
/// True when the conversation can be sent as-is.
///
/// Python inserts a placeholder first user turn only under
/// `litellm.modify_params`, which the core cannot see, so a conversation that
/// does not open on a user turn is declined rather than guessed at.
impl Conversation {
pub fn opens_on_user_turn(&self) -> bool {
self.turns
.first()
.is_some_and(|turn| turn.role == TurnRole::User)
}
}
fn message_texts(content: &ChatMessageContent) -> Vec<String> {
match content {
ChatMessageContent::Text(text) => vec![text.clone()],
ChatMessageContent::Parts(parts) => parts
.iter()
.filter_map(|part| part.get("text").and_then(|text| text.as_str()))
.map(str::to_string)
.collect(),
}
}
/// Python rewrites empty or whitespace-only text rather than dropping it, so an
/// entirely empty content list never reaches a provider that rejects one.
fn sanitize(text: String) -> String {
if text.trim().is_empty() {
return EMPTY_TEXT_PLACEHOLDER.to_string();
}
text
}
pub fn build_conversation(messages: &[ChatMessage]) -> Conversation {
let system = messages
.iter()
.filter(|message| message.role == "system")
.filter_map(|message| message.content.as_ref())
.flat_map(message_texts)
.filter(|text| !text.is_empty())
.collect();
let turns = messages
.iter()
.filter(|message| message.role != "system")
.fold(Vec::<Turn>::new(), |mut turns, message| {
let role = if message.role == "assistant" {
TurnRole::Assistant
} else {
TurnRole::User
};
let texts = message
.content
.as_ref()
.map(message_texts)
.unwrap_or_default()
.into_iter()
.map(sanitize);
match turns.last_mut() {
Some(last) if last.role == role => last.texts.extend(texts),
_ => turns.push(Turn {
role,
texts: texts.collect(),
}),
}
turns
});
// Anthropic and Bedrock both reject trailing whitespace on the final
// assistant turn, so Python right-strips it there; mirror that exactly.
let turns = match turns.split_last() {
Some((last, rest)) if last.role == TurnRole::Assistant => rest
.iter()
.cloned()
.chain([Turn {
role: last.role,
texts: last
.texts
.iter()
.map(|text| text.trim_end().to_string())
.collect(),
}])
.collect(),
_ => turns,
};
Conversation { system, turns }
}
#[cfg(test)]
mod tests {
use super::*;
use serde_json::json;
fn messages(value: serde_json::Value) -> Vec<ChatMessage> {
serde_json::from_value(value).expect("valid messages")
}
#[test]
fn lifts_system_messages_out_of_the_turn_list() {
let conversation = build_conversation(&messages(json!([
{"role": "system", "content": "be terse"},
{"role": "user", "content": "hi"}
])));
assert_eq!(conversation.system, vec!["be terse".to_string()]);
assert_eq!(
conversation.turns,
vec![Turn {
role: TurnRole::User,
texts: vec!["hi".to_string()]
}]
);
}
#[test]
fn merges_consecutive_same_role_turns() {
let conversation = build_conversation(&messages(json!([
{"role": "user", "content": "one"},
{"role": "user", "content": "two"},
{"role": "assistant", "content": "ack"},
{"role": "user", "content": "three"}
])));
assert_eq!(
conversation.turns,
vec![
Turn {
role: TurnRole::User,
texts: vec!["one".to_string(), "two".to_string()]
},
Turn {
role: TurnRole::Assistant,
texts: vec!["ack".to_string()]
},
Turn {
role: TurnRole::User,
texts: vec!["three".to_string()]
},
]
);
}
#[test]
fn flattens_text_parts_in_order() {
let conversation = build_conversation(&messages(json!([
{"role": "user", "content": [
{"type": "text", "text": "first"},
{"type": "text", "text": "second"}
]}
])));
assert_eq!(
conversation.turns[0].texts,
vec!["first".to_string(), "second".to_string()]
);
}
#[test]
fn rewrites_empty_and_whitespace_only_text_to_the_python_placeholder() {
let conversation = build_conversation(&messages(json!([
{"role": "user", "content": ""},
{"role": "assistant", "content": " "},
{"role": "user", "content": "real"}
])));
assert_eq!(conversation.turns[0].texts, vec![EMPTY_TEXT_PLACEHOLDER]);
assert_eq!(conversation.turns[1].texts, vec![EMPTY_TEXT_PLACEHOLDER]);
}
#[test]
fn right_strips_only_the_final_assistant_turn() {
let conversation = build_conversation(&messages(json!([
{"role": "user", "content": "hi"},
{"role": "assistant", "content": "kept "},
{"role": "user", "content": "more"},
{"role": "assistant", "content": "stripped "}
])));
assert_eq!(conversation.turns[1].texts, vec!["kept ".to_string()]);
assert_eq!(conversation.turns[3].texts, vec!["stripped".to_string()]);
}
#[test]
fn does_not_strip_when_the_last_turn_is_a_user_turn() {
let conversation = build_conversation(&messages(json!([
{"role": "assistant", "content": "kept "},
{"role": "user", "content": "hi "}
])));
assert_eq!(conversation.turns[0].texts, vec!["kept ".to_string()]);
assert_eq!(conversation.turns[1].texts, vec!["hi ".to_string()]);
}
#[test]
fn reports_whether_the_conversation_opens_on_a_user_turn() {
assert!(
build_conversation(&messages(json!([{"role": "user", "content": "hi"}])))
.opens_on_user_turn()
);
assert!(
!build_conversation(&messages(json!([{"role": "assistant", "content": "hi"}])))
.opens_on_user_turn()
);
assert!(!Conversation::default().opens_on_user_turn());
}
#[test]
fn drops_empty_system_text_the_way_python_skips_empty_system_blocks() {
let conversation = build_conversation(&messages(json!([
{"role": "system", "content": ""},
{"role": "system", "content": "kept"},
{"role": "user", "content": "hi"}
])));
assert_eq!(conversation.system, vec!["kept".to_string()]);
}
}

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use serde_json::Value;
use crate::error::{CoreError, CoreResult};
use crate::http_utils::truncate_error_body;
use super::client::http_client;
use super::transformation::ChatCompletionsAuth;
use super::types::{
ChatCompletionsResponse, ProviderChatCompletionsRequest, ProviderChatResponseData,
};
pub(super) async fn execute_chat_completions_provider_call(
request: ProviderChatCompletionsRequest,
) -> CoreResult<ChatCompletionsResponse> {
let body = serde_json::to_vec(&request.body).map_err(|err| {
CoreError::InvalidRequest(format!(
"failed to serialize chat completions request: {err}"
))
})?;
let headers = signed_headers(&request, &body).await?;
let mut request_builder = http_client().post(&request.url).body(body);
for (key, value) in &headers {
request_builder = request_builder.header(key, value);
}
if let Some(duration) = request.timeout {
request_builder = request_builder.timeout(duration);
}
let response = request_builder.send().await.map_err(|err| {
// Failing to establish the connection means the request never went out,
// so the host can still serve it. Everything else here, a timeout
// above all, may have reached the provider and been answered.
if err.is_connect() || err.is_builder() {
CoreError::Connect(err.to_string())
} else {
CoreError::Network(err.to_string())
}
})?;
let status = response.status();
let text = response
.text()
.await
.map_err(|err| CoreError::Network(err.to_string()))?;
if !status.is_success() {
return Err(CoreError::Http {
status: status.as_u16(),
body: truncate_error_body(&text),
});
}
let body: Value = serde_json::from_str(&text).map_err(|err| {
CoreError::InvalidResponse(format!("invalid chat completions response JSON: {err}"))
})?;
request
.config
.transform_response(&request.model, ProviderChatResponseData { body })
.map_err(as_response_error)
}
/// Re-tag an error raised while normalizing a response the provider already
/// returned.
///
/// A config reports the same variants on either side of the call: a missing
/// field or an unsupported block can mean "this request cannot be translated"
/// during prepare and "this response cannot be normalized" here. Only the
/// second kind has already been billed, and a host that keeps a reference
/// implementation must not retry those, so collapse them to one variant that
/// can only mean the provider was already called.
pub(super) fn as_response_error(err: CoreError) -> CoreError {
match err {
already @ (CoreError::InvalidResponse(_) | CoreError::Http { .. }) => already,
other => CoreError::InvalidResponse(other.to_string()),
}
}
#[cfg(feature = "bedrock-auth")]
pub(super) async fn signed_headers(
request: &ProviderChatCompletionsRequest,
body: &[u8],
) -> CoreResult<Vec<(String, String)>> {
use std::collections::BTreeMap;
use std::time::SystemTime;
use crate::providers::bedrock::aws_base::{
aws_auth_config, aws_signature_headers, host_supplied_credentials,
is_sigv4_computed_header, resolve_credentials, sign_bedrock_post,
};
let ChatCompletionsAuth::AwsSigV4 { region } = &request.auth else {
return Ok(request.upstream_headers.clone());
};
// Reattaching a header the signer also emits would put both copies on the
// wire, and Bedrock rejects that pair. Python instead drops the caller's
// copy and prefers a forwarded Authorization over the signature, so leave
// the request to Python rather than serving it a different way here.
if request
.upstream_headers
.iter()
.any(|(name, _)| is_sigv4_computed_header(name))
{
return Err(CoreError::Unsupported(
"request forwards a header AWS SigV4 computes",
));
}
let env_lookup = |key: &str| std::env::var(key).ok();
let unsigned: BTreeMap<String, String> = request.upstream_headers.iter().cloned().collect();
// A host with its own resolution chain hands the result down; only fall
// back to deriving credentials here when it supplied none.
let credentials = match host_supplied_credentials(&request.optional_params) {
Some(credentials) => credentials,
None => {
resolve_credentials(
aws_auth_config(&request.optional_params, &env_lookup),
&env_lookup,
)
.await?
}
};
let signature = sign_bedrock_post(
&request.url,
body,
&aws_signature_headers(&unsigned),
region,
&credentials,
SystemTime::now(),
)?;
// Every original header goes back on the wire alongside the computed ones,
// as Python reattaches them. The guard above already rejected the names
// that would collide, so no name appears twice.
Ok(unsigned.into_iter().chain(signature).collect())
}
#[cfg(not(feature = "bedrock-auth"))]
pub(super) async fn signed_headers(
request: &ProviderChatCompletionsRequest,
_body: &[u8],
) -> CoreResult<Vec<(String, String)>> {
match &request.auth {
ChatCompletionsAuth::AwsSigV4 { .. } => Err(CoreError::Unsupported(
"AWS SigV4 requires the bedrock-auth feature",
)),
_ => Ok(request.upstream_headers.clone()),
}
}

59
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//! The `/chat/completions` call, the Rust equivalent of Python's
//! `litellm.completion()`.
//!
//! [`chat_completions`] is the top-level entrypoint: give it a model, the
//! OpenAI-shaped message list, the provider-mapped optional params, and
//! credentials, and it resolves the provider, translates the conversation,
//! calls the provider, and returns a typed OpenAI-shaped response.
mod client;
mod common_utils;
pub mod conversation;
pub(crate) mod handler;
mod prepare;
pub mod response_utils;
pub mod transformation;
pub mod types;
use serde_json::{Map, Value};
use crate::error::CoreResult;
use handler::execute_chat_completions_provider_call;
use prepare::{parse_messages, prepare_chat_completions_call, resolve_provider_config};
use types::{ChatCompletionsRequest, ChatCompletionsResponse};
pub async fn chat_completions(
request: ChatCompletionsRequest<'_>,
) -> CoreResult<ChatCompletionsResponse> {
execute_chat_completions_provider_call(prepare_chat_completions_call(request)?).await
}
/// Whether the core would accept this request, without resolving credentials or
/// touching the network.
///
/// A host that keeps the Python implementation asks this first so it can emit
/// its pre-call logging exactly once, on whichever path is about to run.
/// Returns the decline reason, or `None` when the request is accepted.
pub fn chat_completions_decline_reason(
model: &str,
custom_llm_provider: Option<&str>,
messages: Value,
optional_params: &Map<String, Value>,
) -> Option<&'static str> {
let Ok((_, config)) = resolve_provider_config(model, custom_llm_provider) else {
return Some("provider is not on the rust chat completions path");
};
let Ok(messages) = parse_messages(messages) else {
return Some("unreadable message list");
};
if messages.is_empty() {
return Some("empty message list");
}
config
.unsupported_reason(&messages, optional_params)
.map(|reason| reason.0)
}
#[cfg(test)]
mod tests;

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use serde_json::Value;
use crate::error::{CoreError, CoreResult};
use crate::http_utils::has_header;
use crate::routing_utils::provider::{CustomLlmProvider, get_custom_llm_provider};
use super::common_utils::{chat_completions_provider_config, string_headers};
use super::transformation::{ChatCompletionsAuth, ChatCompletionsProviderConfig};
use super::types::{ChatCompletionsRequest, ChatMessage, ProviderChatCompletionsRequest};
pub(super) fn resolve_provider_config<'a>(
model: &'a str,
custom_llm_provider: Option<&'a str>,
) -> CoreResult<(String, &'static dyn ChatCompletionsProviderConfig)> {
let provider_info = get_custom_llm_provider(model, custom_llm_provider)
.or_else(|| {
custom_llm_provider.map(|provider| CustomLlmProvider {
model,
custom_llm_provider: provider,
})
})
.ok_or_else(|| {
CoreError::InvalidProvider(
"unable to resolve custom_llm_provider for chat completions request".to_string(),
)
})?;
let config = chat_completions_provider_config(provider_info.custom_llm_provider)
.ok_or_else(|| CoreError::InvalidProvider(provider_info.custom_llm_provider.to_string()))?;
Ok((provider_info.model.to_string(), config))
}
pub(super) fn parse_messages(messages: Value) -> CoreResult<Vec<ChatMessage>> {
serde_json::from_value(messages).map_err(|err| {
CoreError::InvalidRequest(format!("invalid chat completions messages: {err}"))
})
}
pub(super) fn prepare_chat_completions_call(
request: ChatCompletionsRequest<'_>,
) -> CoreResult<ProviderChatCompletionsRequest> {
let (model, config) = resolve_provider_config(request.model, request.custom_llm_provider)?;
let env_lookup = |key: &str| std::env::var(key).ok();
let messages = parse_messages(request.messages)?;
if messages.is_empty() {
return Err(CoreError::InvalidRequest(
"chat completions requires at least one message".to_string(),
));
}
if let Some(reason) = config.unsupported_reason(&messages, &request.optional_params) {
return Err(CoreError::Unsupported(reason.0));
}
let mut headers = string_headers(request.extra_headers)?;
let auth = config.auth(
request.api_key,
&model,
&request.optional_params,
&env_lookup,
)?;
match &auth {
ChatCompletionsAuth::Header { name, value } => {
// The deployment's credential replaces whatever the caller forwarded
// under the same name, mirroring Python's
// `{**headers, **anthropic_headers}`: letting a request header win
// would let its sender choose the principal the call bills to.
//
// The exception is a scheme the provider hands off to entirely, such
// as an Anthropic OAuth bearer, where Python drops `x-api-key`
// instead of resolving one. Re-adding it there would put the
// credential into a header the host removed on purpose.
if !config.defers_to_forwarded_auth(&headers) {
headers.retain(|(header, _)| !header.eq_ignore_ascii_case(name));
headers.push(((*name).to_string(), value.clone()));
}
}
ChatCompletionsAuth::Bearer { token } => {
// Bedrock's `get_request_headers` assigns `headers["Authorization"]`
// unconditionally once a bearer token resolves, so the deployment's
// identity outranks whatever the caller forwarded. Keeping the
// caller's would bill and authorize the call as a different
// principal than the same deployment uses on Python.
//
// The `Header` arm below keeps the opposite precedence on purpose:
// Anthropic's transform honours a forwarded OAuth bearer.
headers.retain(|(name, _)| !name.eq_ignore_ascii_case("authorization"));
headers.push(("authorization".to_string(), format!("Bearer {token}")));
}
// SigV4 signs the serialized body, so the handler adds its headers.
ChatCompletionsAuth::AwsSigV4 { .. } => {}
}
for (name, value) in config.default_headers() {
if !has_header(&headers, name) {
headers.push(((*name).to_string(), (*value).to_string()));
}
}
let url = config.complete_url(
request.api_base,
&model,
&request.optional_params,
&env_lookup,
)?;
let transformed =
config.transform_request(&model, messages, request.optional_params.clone())?;
Ok(ProviderChatCompletionsRequest {
model,
config,
url,
body: transformed.body,
upstream_headers: headers,
auth,
optional_params: request.optional_params,
timeout: request.timeout,
})
}

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//! Response normalization shared by every chat completions provider config.
use std::time::{SystemTime, UNIX_EPOCH};
use super::types::{ChatCompletionsUsage, PromptTokensDetails};
/// OpenAI finish reasons, mirroring Python's `_FINISH_REASON_MAP` for the
/// reasons the providers on this route can emit. Python warns and falls back to
/// `stop` for anything unmapped, so do the same.
const FINISH_REASONS: &[(&str, &str)] = &[
("end_turn", "stop"),
("stop_sequence", "stop"),
("max_tokens", "length"),
("refusal", "content_filter"),
("compaction", "length"),
("guardrail_intervened", "content_filter"),
("content_filtered", "content_filter"),
("content_filter", "content_filter"),
("stop", "stop"),
("length", "length"),
];
pub fn finish_reason_for(provider_reason: &str) -> &'static str {
FINISH_REASONS
.iter()
.find(|(reason, _)| *reason == provider_reason)
.map_or("stop", |(_, mapped)| *mapped)
}
/// Python folds cache tokens into `prompt_tokens` and reports the split under
/// `prompt_tokens_details`; mirror that so cost tracking agrees on both paths.
pub fn usage_from_parts(
input_tokens: u64,
output_tokens: u64,
cache_read_tokens: u64,
cache_creation_tokens: u64,
) -> ChatCompletionsUsage {
let prompt_tokens = input_tokens + cache_read_tokens + cache_creation_tokens;
ChatCompletionsUsage {
prompt_tokens,
completion_tokens: output_tokens,
total_tokens: prompt_tokens + output_tokens,
prompt_tokens_details: PromptTokensDetails {
cached_tokens: cache_read_tokens,
cache_creation_tokens,
text_tokens: input_tokens,
},
}
}
pub fn unix_now() -> u64 {
SystemTime::now()
.duration_since(UNIX_EPOCH)
.map_or(0, |elapsed| elapsed.as_secs())
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn maps_every_reason_the_route_can_observe() {
assert_eq!(finish_reason_for("end_turn"), "stop");
assert_eq!(finish_reason_for("stop_sequence"), "stop");
assert_eq!(finish_reason_for("max_tokens"), "length");
assert_eq!(finish_reason_for("refusal"), "content_filter");
assert_eq!(finish_reason_for("guardrail_intervened"), "content_filter");
// Converse emits these two, and folding them into `stop` would report a
// filtered completion as a normal one.
assert_eq!(finish_reason_for("content_filtered"), "content_filter");
assert_eq!(finish_reason_for("content_filter"), "content_filter");
}
#[test]
fn defaults_an_unmapped_reason_to_stop_like_python() {
// Python warns and falls back to `stop` for a reason its own map does
// not carry, so only a reason absent from `_FINISH_REASON_MAP` belongs
// here.
assert_eq!(finish_reason_for("something_new"), "stop");
assert_eq!(finish_reason_for(""), "stop");
}
#[test]
fn folds_cache_tokens_into_prompt_tokens() {
let usage = usage_from_parts(10, 4, 7, 3);
assert_eq!(usage.prompt_tokens, 20);
assert_eq!(usage.completion_tokens, 4);
assert_eq!(usage.total_tokens, 24);
assert_eq!(usage.prompt_tokens_details.cached_tokens, 7);
assert_eq!(usage.prompt_tokens_details.cache_creation_tokens, 3);
assert_eq!(usage.prompt_tokens_details.text_tokens, 10);
}
#[test]
fn reports_raw_input_tokens_when_no_cache_is_involved() {
let usage = usage_from_parts(12, 5, 0, 0);
assert_eq!(usage.prompt_tokens, 12);
assert_eq!(usage.total_tokens, 17);
assert_eq!(usage.prompt_tokens_details.text_tokens, 12);
}
}

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use serde_json::{Map, Value, json};
use crate::error::CoreError;
use super::prepare::prepare_chat_completions_call;
use super::transformation::ChatCompletionsAuth;
use super::types::ChatCompletionsRequest;
fn request<'a>(
model: &'a str,
provider: Option<&'a str>,
messages: Value,
optional_params: Value,
) -> ChatCompletionsRequest<'a> {
ChatCompletionsRequest {
model,
messages,
optional_params: match optional_params {
Value::Object(map) => map,
other => panic!("params must be an object, got {other}"),
},
api_key: Some("sk-test"),
api_base: None,
custom_llm_provider: provider,
extra_headers: None,
timeout: None,
}
}
/// `ProviderChatCompletionsRequest` deliberately has no `Debug` (its headers
/// carry resolved credentials), so unwrap the failure case by hand.
fn decline(request: ChatCompletionsRequest<'_>) -> CoreError {
match prepare_chat_completions_call(request) {
Err(error) => error,
Ok(prepared) => panic!("expected a decline, prepared a call to {}", prepared.url),
}
}
#[test]
fn resolves_the_provider_from_the_model_prefix() {
let prepared = prepare_chat_completions_call(request(
"anthropic/claude-sonnet-4-5",
None,
json!([{"role": "user", "content": "hi"}]),
json!({"max_tokens": 16}),
))
.expect("prepares");
assert_eq!(prepared.model, "claude-sonnet-4-5");
assert_eq!(prepared.url, "https://api.anthropic.com/v1/messages");
assert_eq!(prepared.body["model"], json!("claude-sonnet-4-5"));
}
#[test]
fn strips_an_explicit_provider_prefix_from_the_model() {
let prepared = prepare_chat_completions_call(request(
"anthropic/claude-sonnet-4-5",
Some("anthropic"),
json!([{"role": "user", "content": "hi"}]),
json!({}),
))
.expect("prepares");
assert_eq!(prepared.model, "claude-sonnet-4-5");
}
#[test]
fn adds_the_auth_and_default_headers() {
let prepared = prepare_chat_completions_call(request(
"claude-sonnet-4-5",
Some("anthropic"),
json!([{"role": "user", "content": "hi"}]),
json!({}),
))
.expect("prepares");
assert!(
prepared
.upstream_headers
.contains(&("x-api-key".to_string(), "sk-test".to_string()))
);
assert!(
prepared
.upstream_headers
.contains(&("anthropic-version".to_string(), "2023-06-01".to_string()))
);
assert!(matches!(
prepared.auth,
ChatCompletionsAuth::Header {
name: "x-api-key",
..
}
));
}
#[test]
fn the_deployment_credential_replaces_a_caller_supplied_auth_header() {
// Python builds `{**headers, **anthropic_headers}`, so the deployment's key
// overwrites a forwarded one. Honouring the caller's would let whoever sends
// the request choose the Anthropic principal it bills to.
let mut call = request(
"claude-sonnet-4-5",
Some("anthropic"),
json!([{"role": "user", "content": "hi"}]),
json!({}),
);
call.extra_headers = Some(Map::from_iter([(
"X-Api-Key".to_string(),
json!("sk-caller"),
)]));
let prepared = prepare_chat_completions_call(call).expect("prepares");
let keys: Vec<_> = prepared
.upstream_headers
.iter()
.filter(|(name, _)| name.eq_ignore_ascii_case("x-api-key"))
.collect();
assert_eq!(keys.len(), 1, "got {:?}", prepared.upstream_headers);
assert_eq!(keys[0].1, "sk-test");
}
#[test]
fn a_forwarded_authorization_header_suppresses_the_resolved_api_key_header() {
// Anthropic's `validate_environment` pops `x-api-key` and sets `authorization`
// for an OAuth token, so re-adding the key here would put the credential into
// a header the host removed on purpose.
let mut call = request(
"claude-sonnet-4-5",
Some("anthropic"),
json!([{"role": "user", "content": "hi"}]),
json!({}),
);
call.extra_headers = Some(Map::from_iter([
(
"Authorization".to_string(),
json!("Bearer sk-ant-oat01-token"),
),
("X-Api-Key".to_string(), json!("sk-caller")),
]));
let prepared = prepare_chat_completions_call(call).expect("prepares");
assert!(
!prepared
.upstream_headers
.iter()
.any(|(name, value)| name.eq_ignore_ascii_case("x-api-key") && value == "sk-test"),
"the resolved key must not be applied over an OAuth bearer, got {:?}",
prepared.upstream_headers
);
assert!(
prepared
.upstream_headers
.iter()
.any(|(name, value)| name.eq_ignore_ascii_case("authorization")
&& value == "Bearer sk-ant-oat01-token")
);
}
#[test]
fn an_unrelated_forwarded_authorization_does_not_defer_the_resolved_key() {
// Only an OAuth bearer replaces the credential. Python sends the deployment's
// `x-api-key` alongside any other forwarded `authorization`, so deferring on
// the mere presence of that header would drop the deployment's auth.
let mut call = request(
"claude-sonnet-4-5",
Some("anthropic"),
json!([{"role": "user", "content": "hi"}]),
json!({}),
);
call.extra_headers = Some(Map::from_iter([
("Authorization".to_string(), json!("Bearer unrelated")),
("X-Api-Key".to_string(), json!("sk-caller")),
]));
let prepared = prepare_chat_completions_call(call).expect("prepares");
let keys: Vec<_> = prepared
.upstream_headers
.iter()
.filter(|(name, _)| name.eq_ignore_ascii_case("x-api-key"))
.collect();
assert_eq!(keys.len(), 1, "got {:?}", prepared.upstream_headers);
assert_eq!(keys[0].1, "sk-test");
assert!(
prepared
.upstream_headers
.iter()
.any(|(name, value)| name.eq_ignore_ascii_case("authorization")
&& value == "Bearer unrelated"),
"the unrelated authorization must survive, got {:?}",
prepared.upstream_headers
);
}
#[test]
fn declines_an_unsupported_request_before_resolving_credentials() {
let mut call = request(
"claude-sonnet-4-5",
Some("anthropic"),
json!([{"role": "user", "content": "hi"}]),
json!({"stream": true}),
);
call.api_key = None;
// No api_key is set and no env is consulted: the gate must run first, so the
// error is the decline rather than a missing-credential error.
assert_eq!(decline(call), CoreError::Unsupported("streaming"));
}
#[test]
fn rejects_an_unknown_provider() {
assert_eq!(
decline(request(
"openai/gpt-4o",
None,
json!([{"role": "user", "content": "hi"}]),
json!({}),
)),
CoreError::InvalidProvider("openai".to_string())
);
}
#[test]
fn rejects_a_model_with_no_resolvable_provider() {
assert!(matches!(
decline(request(
"claude-sonnet-4-5",
None,
json!([{"role": "user", "content": "hi"}]),
json!({}),
)),
CoreError::InvalidProvider(_)
));
}
#[test]
fn rejects_an_empty_or_malformed_message_list() {
assert_eq!(
decline(request(
"anthropic/claude-sonnet-4-5",
None,
json!([]),
json!({}),
)),
CoreError::InvalidRequest("chat completions requires at least one message".to_string())
);
assert!(matches!(
decline(request(
"anthropic/claude-sonnet-4-5",
None,
json!("not a list"),
json!({}),
)),
CoreError::InvalidRequest(_)
));
}
#[test]
fn rejects_non_string_extra_headers() {
let mut call = request(
"anthropic/claude-sonnet-4-5",
None,
json!([{"role": "user", "content": "hi"}]),
json!({}),
);
call.extra_headers = Some(Map::from_iter([("x-trace".to_string(), json!(7))]));
assert_eq!(
decline(call),
CoreError::InvalidRequest(
"chat completions extra_headers.x-trace must be a string, got number".to_string()
)
);
}
#[cfg(feature = "bedrock-auth")]
#[test]
fn prepares_a_bedrock_call_without_resolving_credentials() {
let mut call = request(
"bedrock/us-east-1/anthropic.claude-v2",
None,
json!([{"role": "user", "content": "hi"}]),
json!({"maxTokens": 16}),
);
call.api_key = None;
let prepared = prepare_chat_completions_call(call).expect("prepares");
assert_eq!(
prepared.url,
"https://bedrock-runtime.us-east-1.amazonaws.com/model/anthropic.claude-v2/converse"
);
assert_eq!(
prepared.auth,
ChatCompletionsAuth::AwsSigV4 {
region: "us-east-1".to_string()
}
);
// SigV4 signs the serialized body, so prepare must not have added an
// Authorization header; the handler does it.
assert!(
!prepared
.upstream_headers
.iter()
.any(|(name, _)| name.eq_ignore_ascii_case("authorization"))
);
assert_eq!(prepared.body["inferenceConfig"], json!({"maxTokens": 16}));
}
#[cfg(feature = "bedrock-auth")]
#[tokio::test]
async fn a_forwarded_client_header_does_not_enter_the_bedrock_signature() {
// Python signs only the AWS header set and reattaches the rest, so a header
// the caller forwarded rides along without joining the canonical request.
// Signing it makes Converse 403 on a deployment that works on Python.
let mut call = request(
"bedrock/us-east-1/anthropic.claude-v2",
None,
json!([{"role": "user", "content": "hi"}]),
json!({
"maxTokens": 16,
"aws_access_key_id": "AKIDEXAMPLE",
"aws_secret_access_key": "wJalrXUtnFEMI/K7MDENG+bPxRfiCYEXAMPLEKEY"
}),
);
// A key would resolve to a bearer token and never reach the signer.
call.api_key = None;
call.extra_headers = Some(Map::from_iter([(
"x-request-id".to_string(),
json!("abc-123"),
)]));
let prepared = prepare_chat_completions_call(call).expect("prepares");
let signed = super::handler::signed_headers(&prepared, br#"{"a":1}"#)
.await
.expect("signs");
let authorization = signed
.iter()
.find(|(name, _)| name.eq_ignore_ascii_case("authorization"))
.map(|(_, value)| value.clone())
.expect("carries an authorization header");
assert!(
authorization.starts_with("AWS4-HMAC-SHA256"),
"expected a SigV4 signature, got {authorization}"
);
assert!(
!authorization.contains("x-request-id"),
"forwarded header reached SignedHeaders: {authorization}"
);
// It still goes on the wire, it is just not part of the signature.
assert!(
signed
.iter()
.any(|(name, value)| name == "x-request-id" && value == "abc-123"),
"forwarded header was dropped instead of reattached"
);
}
#[cfg(feature = "bedrock-auth")]
#[tokio::test]
async fn a_forwarded_header_the_signer_computes_declines_to_python() {
// Reattaching the caller's copy next to the computed one puts the name on
// the wire twice and Bedrock rejects the pair, so a request carrying one
// has to go to Python instead of being signed here.
for forwarded in [
"Authorization",
"x-amz-date",
"x-amz-security-token",
"Date",
] {
let mut call = request(
"bedrock/us-east-1/anthropic.claude-v2",
None,
json!([{"role": "user", "content": "hi"}]),
json!({
"maxTokens": 16,
"aws_access_key_id": "AKIDEXAMPLE",
"aws_secret_access_key": "wJalrXUtnFEMI/K7MDENG+bPxRfiCYEXAMPLEKEY"
}),
);
call.api_key = None;
call.extra_headers = Some(Map::from_iter([(forwarded.to_string(), json!("forged"))]));
let prepared = prepare_chat_completions_call(call).expect("prepares");
let error = super::handler::signed_headers(&prepared, br#"{"a":1}"#)
.await
.expect_err("{forwarded} should decline instead of being signed");
assert!(
matches!(error, CoreError::Unsupported(_)),
"{forwarded} declined as {error:?}, which the host would not fall back on"
);
}
}
#[cfg(feature = "bedrock-auth")]
#[test]
fn a_bedrock_deployment_bearer_outranks_a_forwarded_authorization() {
// `get_request_headers` assigns `headers["Authorization"]` unconditionally
// once a bearer token resolves, so the deployment's identity wins on
// Python. Keeping the caller's would authorize and bill the call as a
// different principal, and only when the deployment carries `rust: true`.
let mut call = request(
"bedrock/us-east-1/anthropic.claude-v2",
None,
json!([{"role": "user", "content": "hi"}]),
json!({"maxTokens": 16}),
);
call.extra_headers = Some(Map::from_iter([(
"Authorization".to_string(),
json!("Bearer caller-supplied"),
)]));
let prepared = prepare_chat_completions_call(call).expect("prepares");
let authorizations: Vec<_> = prepared
.upstream_headers
.iter()
.filter(|(name, _)| name.eq_ignore_ascii_case("authorization"))
.map(|(_, value)| value.as_str())
.collect();
assert_eq!(
authorizations,
vec!["Bearer sk-test"],
"the deployment token must be the only authorization on the wire"
);
}
#[test]
fn an_anthropic_forwarded_oauth_bearer_still_outranks_the_resolved_key() {
// The opposite precedence, and deliberate: Anthropic's own transform
// honours a forwarded OAuth bearer, so the Bedrock fix above must not be
// generalized into a rule that the configured key always wins.
//
// An OAuth bearer is the whole of that exception. This forwarded a plain
// `x-api-key` until round 17, which read as the same claim and was not:
// Python overwrites a forwarded `x-api-key` with the deployment's.
let mut call = request(
"claude-sonnet-4-5",
Some("anthropic"),
json!([{"role": "user", "content": "hi"}]),
json!({}),
);
call.extra_headers = Some(Map::from_iter([(
"authorization".to_string(),
json!("Bearer sk-ant-oat01-forwarded"),
)]));
let prepared = prepare_chat_completions_call(call).expect("prepares");
let keys: Vec<_> = prepared
.upstream_headers
.iter()
.filter(|(name, _)| name.eq_ignore_ascii_case("x-api-key"))
.map(|(_, value)| value.as_str())
.collect();
assert!(keys.is_empty(), "got {:?}", prepared.upstream_headers);
assert!(
prepared
.upstream_headers
.iter()
.any(|(name, value)| name.eq_ignore_ascii_case("authorization")
&& value == "Bearer sk-ant-oat01-forwarded")
);
}
#[cfg(feature = "bedrock-auth")]
#[test]
fn a_bedrock_api_key_is_sent_as_a_bearer_token_instead_of_being_signed() {
// The configured bearer identity has its own account and quota boundary,
// so a request carrying one must not be signed as whatever principal the
// host's AWS credentials resolve to.
let prepared = prepare_chat_completions_call(request(
"bedrock/us-east-1/anthropic.claude-v2",
None,
json!([{"role": "user", "content": "hi"}]),
json!({"maxTokens": 16}),
))
.expect("prepares");
assert_eq!(
prepared.auth,
ChatCompletionsAuth::Bearer {
token: "sk-test".to_string()
}
);
assert!(
prepared
.upstream_headers
.iter()
.any(|(name, value)| name.eq_ignore_ascii_case("authorization")
&& value == "Bearer sk-test"),
"prepare did not carry the bearer token"
);
}
fn decline_reason(
model: &str,
provider: Option<&str>,
messages: Value,
params: Value,
) -> Option<&'static str> {
let params = match params {
Value::Object(map) => map,
other => panic!("params must be an object, got {other}"),
};
super::chat_completions_decline_reason(model, provider, messages, &params)
}
#[test]
fn the_gate_accepts_what_prepare_accepts() {
assert_eq!(
decline_reason(
"anthropic/claude-sonnet-4-5",
None,
json!([{"role": "user", "content": "hi"}]),
json!({"max_tokens": 16}),
),
None
);
}
#[test]
fn the_gate_declines_without_resolving_credentials_or_calling_out() {
assert_eq!(
decline_reason(
"anthropic/claude-sonnet-4-5",
None,
json!([{"role": "user", "content": "hi"}]),
json!({"stream": true}),
),
Some("streaming")
);
assert_eq!(
decline_reason(
"openai/gpt-4o",
None,
json!([{"role": "user", "content": "hi"}]),
json!({}),
),
Some("provider is not on the rust chat completions path")
);
assert_eq!(
decline_reason(
"claude-sonnet-4-5",
None,
json!([{"role": "user", "content": "hi"}]),
json!({}),
),
Some("provider is not on the rust chat completions path")
);
assert_eq!(
decline_reason(
"anthropic/claude-sonnet-4-5",
None,
json!("nope"),
json!({})
),
Some("unreadable message list")
);
assert_eq!(
decline_reason("anthropic/claude-sonnet-4-5", None, json!([]), json!({})),
Some("empty message list")
);
}
#[test]
fn the_gate_agrees_with_prepare_on_every_case_it_accepts() {
// A gate that accepts what prepare then declines would make the host emit
// its pre-call logging on a path that falls back, so pin the agreement.
for (messages, params) in [
(
json!([{"role": "user", "content": "hi"}]),
json!({"max_tokens": 8}),
),
(
json!([{"role": "system", "content": "s"}, {"role": "user", "content": "hi"}]),
json!({"temperature": 0.1}),
),
(
json!([{"role": "user", "content": "hi"}, {"role": "assistant", "content": "yo"}]),
json!({}),
),
] {
assert_eq!(
decline_reason(
"anthropic/claude-sonnet-4-5",
None,
messages.clone(),
params.clone()
),
None,
"gate declined {messages}"
);
prepare_chat_completions_call(request(
"anthropic/claude-sonnet-4-5",
None,
messages.clone(),
params,
))
.unwrap_or_else(|error| panic!("prepare declined {messages}: {error}"));
}
}
mod round_trip {
use super::*;
use tokio::io::{AsyncReadExt, AsyncWriteExt};
use tokio::net::{TcpListener, TcpStream};
use crate::chat_completions::chat_completions;
async fn read_http_request(socket: &mut TcpStream) -> String {
let mut request = Vec::new();
let mut buffer = [0_u8; 1024];
let header_end = loop {
let n = socket.read(&mut buffer).await.expect("reads request");
if n == 0 {
break request.len();
}
request.extend_from_slice(&buffer[..n]);
if let Some(position) = request.windows(4).position(|window| window == b"\r\n\r\n") {
break position + 4;
}
};
let headers = String::from_utf8_lossy(&request[..header_end]);
let content_length = headers
.lines()
.find_map(|line| {
let (name, value) = line.split_once(':')?;
name.eq_ignore_ascii_case("content-length")
.then(|| value.trim().parse::<usize>().ok())
.flatten()
})
.unwrap_or(0);
while request.len().saturating_sub(header_end) < content_length {
let n = socket.read(&mut buffer).await.expect("reads body");
if n == 0 {
break;
}
request.extend_from_slice(&buffer[..n]);
}
String::from_utf8(request).expect("request is utf8")
}
fn http_response(status: &str, body: &str) -> String {
format!(
"HTTP/1.1 {status}\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
body.len(),
body
)
}
/// Serve one request from a stub upstream and hand back what it received.
async fn serve_once(
status: &'static str,
body: &'static str,
) -> (String, tokio::task::JoinHandle<String>) {
let listener = TcpListener::bind("127.0.0.1:0").await.expect("binds");
let port = listener.local_addr().expect("addr").port();
let handle = tokio::spawn(async move {
let (mut socket, _) = listener.accept().await.expect("accepts");
let received = read_http_request(&mut socket).await;
socket
.write_all(http_response(status, body).as_bytes())
.await
.expect("writes response");
socket.flush().await.expect("flushes");
received
});
(format!("http://127.0.0.1:{port}/v1/messages"), handle)
}
fn call(api_base: &str, messages: Value, params: Value) -> ChatCompletionsRequest<'_> {
ChatCompletionsRequest {
model: "anthropic/claude-sonnet-4-5",
messages,
optional_params: match params {
Value::Object(map) => map,
other => panic!("params must be an object, got {other}"),
},
api_key: Some("sk-test"),
api_base: Some(api_base),
custom_llm_provider: None,
extra_headers: None,
timeout: Some(std::time::Duration::from_secs(10)),
}
}
const GOOD_BODY: &str = r#"{"id":"msg_1","type":"message","role":"assistant","model":"claude-sonnet-4-5-20260101","content":[{"type":"text","text":"hello"}],"stop_reason":"end_turn","stop_sequence":null,"usage":{"input_tokens":11,"output_tokens":4}}"#;
#[tokio::test]
async fn round_trip_sends_the_translated_body_and_normalizes_the_response() {
let (api_base, handle) = serve_once("200 OK", GOOD_BODY).await;
let response = chat_completions(call(
&api_base,
json!([
{"role": "system", "content": "be terse"},
{"role": "user", "content": "hi"}
]),
json!({"max_tokens": 16}),
))
.await
.expect("call succeeds");
let received = handle.await.expect("server task");
let sent: Value = serde_json::from_str(
received
.split_once("\r\n\r\n")
.expect("request has a body")
.1,
)
.expect("body is json");
assert_eq!(
sent["messages"],
json!([{"role": "user", "content": [{"type": "text", "text": "hi"}]}])
);
assert_eq!(
sent["system"],
json!([{"type": "text", "text": "be terse"}])
);
assert_eq!(sent["max_tokens"], json!(16));
assert!(received.to_lowercase().contains("x-api-key: sk-test"));
assert_eq!(
response.choices[0].message.content.as_deref(),
Some("hello")
);
assert_eq!(response.usage.total_tokens, 15);
}
#[tokio::test]
async fn a_response_it_cannot_normalize_is_reported_as_already_sent() {
// The provider was called and billed, so the host must not retry this
// on its own path. `MissingField` here would read as a pre-send
// decline and be retried; `InvalidResponse` cannot.
const NO_USAGE: &str =
r#"{"model":"m","content":[{"type":"text","text":"hi"}],"stop_reason":"end_turn"}"#;
let (api_base, handle) = serve_once("200 OK", NO_USAGE).await;
let err = chat_completions(call(
&api_base,
json!([{"role": "user", "content": "hi"}]),
json!({"max_tokens": 16}),
))
.await
.expect_err("response cannot be normalized");
handle.await.expect("server task");
assert!(
matches!(err, CoreError::InvalidResponse(_)),
"expected a post-send error, got {err:?}"
);
}
#[tokio::test]
async fn a_tool_use_block_in_the_response_is_also_reported_as_already_sent() {
const TOOL_USE: &str = r#"{"model":"m","content":[{"type":"tool_use","id":"t","name":"f","input":{}}],"stop_reason":"tool_use","usage":{"input_tokens":1,"output_tokens":1}}"#;
let (api_base, handle) = serve_once("200 OK", TOOL_USE).await;
let err = chat_completions(call(
&api_base,
json!([{"role": "user", "content": "hi"}]),
json!({"max_tokens": 16}),
))
.await
.expect_err("response cannot be normalized");
handle.await.expect("server task");
assert!(
matches!(err, CoreError::InvalidResponse(_)),
"expected a post-send error, got {err:?}"
);
}
#[tokio::test]
async fn an_upstream_error_status_keeps_its_code() {
let (api_base, handle) =
serve_once("429 Too Many Requests", r#"{"error":"slow down"}"#).await;
let err = chat_completions(call(
&api_base,
json!([{"role": "user", "content": "hi"}]),
json!({"max_tokens": 16}),
))
.await
.expect_err("upstream rejects");
handle.await.expect("server task");
assert!(
matches!(err, CoreError::Http { status: 429, .. }),
"expected a 429, got {err:?}"
);
}
#[tokio::test]
async fn a_connection_that_is_never_established_declines_instead_of_failing() {
// Nothing was sent, so nothing was billed and the host can still serve
// the request. Classing this with the post-send failures would turn a
// recoverable fallback into a user-facing error on exactly the
// deployments whose transport is configured only on the Python client.
let port = {
let listener = TcpListener::bind("127.0.0.1:0").await.expect("binds");
listener.local_addr().expect("has an address").port()
// Dropped here, so the port is closed and the connect is refused.
};
let err = chat_completions(call(
&format!("http://127.0.0.1:{port}/v1/messages"),
json!([{"role": "user", "content": "hi"}]),
json!({"max_tokens": 16}),
))
.await
.expect_err("nothing is listening");
assert!(
matches!(err, CoreError::Connect(_)),
"expected a pre-send connect failure, got {err:?}"
);
}
#[test]
fn response_errors_collapse_to_one_variant_that_can_only_mean_already_sent() {
use crate::chat_completions::handler::as_response_error;
for original in [
CoreError::MissingField("usage"),
CoreError::Unsupported("non-text response content block"),
CoreError::InvalidRequest("whatever".to_string()),
CoreError::Auth("whatever".to_string()),
] {
let label = format!("{original:?}");
assert!(
matches!(as_response_error(original), CoreError::InvalidResponse(_)),
"{label} must not stay retryable once the provider has answered"
);
}
// An upstream status is already unambiguous, so it survives intact.
assert!(matches!(
as_response_error(CoreError::Http {
status: 500,
body: "boom".to_string()
}),
CoreError::Http { status: 500, .. }
));
}
}

155
litellm-rust/crates/core/src/chat_completions/transformation.rs Normal file
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@ -0,0 +1,155 @@
use serde_json::{Map, Value};
use crate::error::CoreResult;
use super::types::{
ChatCompletionsResponse, ChatMessage, ChatMessageContent, ProviderChatRequestData,
ProviderChatResponseData,
};
/// How the upstream call is authenticated. API-key strategies are resolved in
/// `prepare`; SigV4 needs the serialized body, so the handler signs it.
#[derive(Clone, Debug, PartialEq, Eq)]
pub enum ChatCompletionsAuth {
Header { name: &'static str, value: String },
Bearer { token: String },
AwsSigV4 { region: String },
}
/// Why a request cannot be served by the Rust path.
///
/// The core declines rather than guessing: the host turns this into a
/// transparent fallback to the Python implementation, which covers the full
/// surface. Acceptance is an allowlist, so a parameter or message shape the
/// core has never seen declines by construction instead of being translated
/// wrong.
#[derive(Clone, Copy, Debug, PartialEq, Eq)]
pub struct Unsupported(pub &'static str);
pub const STREAM_PARAM: &str = "stream";
/// Message fields that carry no meaning for the upstream body, so their
/// presence does not make a request untranslatable.
const IGNORABLE_MESSAGE_FIELDS: &[&str] = &["name"];
pub trait ChatCompletionsProviderConfig: Sync {
fn complete_url(
&self,
api_base: Option<&str>,
model: &str,
optional_params: &Map<String, Value>,
env_lookup: &dyn Fn(&str) -> Option<String>,
) -> CoreResult<String>;
fn auth(
&self,
api_key: Option<&str>,
model: &str,
optional_params: &Map<String, Value>,
env_lookup: &dyn Fn(&str) -> Option<String>,
) -> CoreResult<ChatCompletionsAuth>;
fn default_headers(&self) -> &'static [(&'static str, &'static str)] {
&[("content-type", "application/json")]
}
/// Whether an auth header the caller already supplied is the credential this
/// request should authenticate with, so the resolved one is not applied.
///
/// Defaults to false: the deployment's credential outranks anything
/// forwarded, which is what every provider wants for its own auth header.
/// A provider overrides this only for a scheme it hands off to entirely.
fn defers_to_forwarded_auth(&self, _headers: &[(String, String)]) -> bool {
false
}
/// Provider parameter names (post-mapping) the Rust path knows how to place
/// in the upstream body. Anything outside this set declines the request.
fn supported_params(&self) -> &'static [&'static str];
/// Parameters consumed as call configuration (credentials, endpoints)
/// rather than placed in the body. Accepted, never serialized.
fn config_params(&self) -> &'static [&'static str] {
&[]
}
fn unsupported_reason(
&self,
messages: &[ChatMessage],
optional_params: &Map<String, Value>,
) -> Option<Unsupported> {
unsupported_param(
self.supported_params(),
self.config_params(),
optional_params,
)
.or_else(|| messages.iter().find_map(unsupported_message))
}
fn transform_request(
&self,
model: &str,
messages: Vec<ChatMessage>,
optional_params: Map<String, Value>,
) -> CoreResult<ProviderChatRequestData>;
fn transform_response(
&self,
model: &str,
response: ProviderChatResponseData,
) -> CoreResult<ChatCompletionsResponse>;
}
pub fn unsupported_param(
supported: &'static [&'static str],
config: &'static [&'static str],
optional_params: &Map<String, Value>,
) -> Option<Unsupported> {
if optional_params
.get(STREAM_PARAM)
.and_then(Value::as_bool)
.unwrap_or(false)
{
return Some(Unsupported("streaming"));
}
optional_params
.keys()
.any(|key| {
key != STREAM_PARAM
&& !supported.contains(&key.as_str())
&& !config.contains(&key.as_str())
})
.then_some(Unsupported("unrecognized request parameter"))
}
/// Message shapes the core can translate faithfully: text content, either a
/// plain string or a non-empty list of parts that are all
/// `{"type": "text", "text": ...}`. Tool calls, tool results, and multimodal
/// parts decline so Python's fuller translation handles them.
pub fn unsupported_message(message: &ChatMessage) -> Option<Unsupported> {
if message
.extra
.keys()
.any(|key| !IGNORABLE_MESSAGE_FIELDS.contains(&key.as_str()))
{
return Some(Unsupported("unrecognized message field"));
}
if !matches!(message.role.as_str(), "system" | "user" | "assistant") {
return Some(Unsupported("unrecognized message role"));
}
match &message.content {
None => Some(Unsupported("message without content")),
Some(ChatMessageContent::Text(_)) => None,
Some(ChatMessageContent::Parts(parts)) if parts.is_empty() => {
Some(Unsupported("message without content"))
}
Some(ChatMessageContent::Parts(parts)) => parts
.iter()
.any(|part| {
part.get("type").and_then(Value::as_str) != Some("text")
|| part.get("text").and_then(Value::as_str).is_none()
|| part.as_object().is_some_and(|object| object.len() != 2)
})
.then_some(Unsupported("non-text message content")),
}
}

112
litellm-rust/crates/core/src/chat_completions/types.rs Normal file
View file

@ -0,0 +1,112 @@
use std::time::Duration;
use serde::{Deserialize, Serialize};
use serde_json::{Map, Value};
use super::transformation::{ChatCompletionsAuth, ChatCompletionsProviderConfig};
/// A `/chat/completions` call as it crosses into the core.
///
/// `optional_params` arrives already mapped to the provider's own parameter
/// names by the host, exactly as the messages route receives an already
/// Anthropic-shaped body. The core owns the conversation translation, the
/// provider call, and the response normalization.
pub struct ChatCompletionsRequest<'a> {
pub model: &'a str,
pub messages: Value,
pub optional_params: Map<String, Value>,
pub api_key: Option<&'a str>,
pub api_base: Option<&'a str>,
pub custom_llm_provider: Option<&'a str>,
pub extra_headers: Option<Map<String, Value>>,
pub timeout: Option<Duration>,
}
pub(super) struct ProviderChatCompletionsRequest {
pub(super) model: String,
pub(super) config: &'static dyn ChatCompletionsProviderConfig,
pub(super) url: String,
pub(super) body: Value,
pub(super) upstream_headers: Vec<(String, String)>,
pub(super) auth: ChatCompletionsAuth,
#[cfg_attr(not(feature = "bedrock-auth"), allow(dead_code))]
pub(super) optional_params: Map<String, Value>,
pub(super) timeout: Option<Duration>,
}
/// The provider-shaped request body a config produces. Named rather than a bare
/// `Value` so the transform contract stays a typed one, mirroring
/// [`crate::audio_transcription::types::AudioTranscriptionRequestData`].
pub struct ProviderChatRequestData {
pub body: Value,
}
/// The raw provider response body handed back to a config for normalization.
pub struct ProviderChatResponseData {
pub body: Value,
}
#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
#[serde(untagged)]
pub enum ChatMessageContent {
Text(String),
Parts(Vec<Value>),
}
#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
pub struct ChatMessage {
pub role: String,
#[serde(default, skip_serializing_if = "Option::is_none")]
pub content: Option<ChatMessageContent>,
#[serde(default, skip_serializing_if = "Option::is_none")]
pub name: Option<String>,
#[serde(flatten)]
pub extra: Map<String, Value>,
}
/// OpenAI `usage`, including the `prompt_tokens_details` split LiteLLM's Python
/// path reports so cost tracking sees the same numbers on either path.
#[derive(Clone, Debug, Default, PartialEq, Serialize, Deserialize)]
pub struct PromptTokensDetails {
pub cached_tokens: u64,
pub cache_creation_tokens: u64,
pub text_tokens: u64,
}
#[derive(Clone, Debug, Default, PartialEq, Serialize, Deserialize)]
pub struct ChatCompletionsUsage {
pub prompt_tokens: u64,
pub completion_tokens: u64,
pub total_tokens: u64,
pub prompt_tokens_details: PromptTokensDetails,
}
#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
pub struct ChatCompletionsChoiceMessage {
pub role: String,
// Whether an empty turn is `None` or `""` is the provider's choice, not a
// shared invariant: Anthropic's transform ends on `merged_text or None`
// while Converse assigns the joined string unconditionally. Each config
// mirrors its own, so keep this optional and serialize it even when None.
pub content: Option<String>,
}
#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
pub struct ChatCompletionsChoice {
pub index: u64,
pub message: ChatCompletionsChoiceMessage,
pub finish_reason: String,
}
/// The normalized response handed back to the host.
///
/// There is deliberately no `id`: Python mints the `chatcmpl-…` id on the
/// `ModelResponse` it already created, and echoing the provider's own id here
/// would change it. Pinned by `response_carries_no_id` in `tests.rs`.
#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
pub struct ChatCompletionsResponse {
pub created: u64,
pub model: String,
pub choices: Vec<ChatCompletionsChoice>,
pub usage: ChatCompletionsUsage,
}

24
litellm-rust/crates/core/src/constants.rs
View file

@ -12,8 +12,30 @@ pub(crate) const MESSAGES_CONNECT_TIMEOUT_SECS: u64 = 10;
/// Max characters of an upstream error body echoed across the call boundary
/// before truncation, so provider bodies are bounded and data-minimized.
pub(crate) const MESSAGES_ERROR_BODY_MAX_CHARS: usize = 256;
pub(crate) const UPSTREAM_ERROR_BODY_MAX_CHARS: usize = 256;
/// Provider name used for Anthropic Messages when a deployment's provider model
/// does not carry an explicit provider prefix.
pub const ANTHROPIC_MESSAGES_PROVIDER: &str = "anthropic";
/// Prefix identifying an Anthropic OAuth token. Mirrors Python's
/// `ANTHROPIC_OAUTH_TOKEN_PREFIX`, which is what makes `validate_environment`
/// authenticate with `authorization` and drop `x-api-key` entirely.
pub(crate) const ANTHROPIC_OAUTH_TOKEN_PREFIX: &str = "sk-ant-oat";
/// Full-request timeout ceiling for chat completions provider calls, in
/// seconds. Mirrors the Python chat completions default.
pub(crate) const CHAT_COMPLETIONS_TIMEOUT_SECS: u64 = 600;
/// Connect timeout for chat completions provider calls, in seconds.
pub(crate) const CHAT_COMPLETIONS_CONNECT_TIMEOUT_SECS: u64 = 10;
/// `object` field every non-streaming chat completion response carries.
pub const CHAT_COMPLETION_OBJECT: &str = "chat.completion";
/// Placeholder Python substitutes for empty or whitespace-only message text,
/// which Anthropic and Bedrock both reject. Must match
/// `_EMPTY_TEXT_PLACEHOLDER` in
/// `litellm/litellm_core_utils/prompt_templates/factory.py`.
pub const EMPTY_TEXT_PLACEHOLDER: &str =
"[System: Empty message content sanitised to satisfy protocol]";

11
litellm-rust/crates/core/src/error.rs
View file

@ -23,8 +23,19 @@ pub enum CoreError {
Http { status: u16, body: String },
#[error("upstream network error: {0}")]
Network(String),
/// The provider was never reached: DNS, TCP, TLS or proxy setup failed
/// before any byte of the request went out. Nothing was billed, so a host
/// that keeps a reference implementation can serve the request itself.
/// A timeout is deliberately not this, since the provider may have received
/// and answered the request already.
#[error("could not reach the provider: {0}")]
Connect(String),
#[error("routing error: {0}")]
Routing(String),
/// The request is outside the surface this route covers in Rust. Hosts that
/// keep a reference implementation treat this as "fall back", not "fail".
#[error("unsupported by the rust path: {0}")]
Unsupported(&'static str),
}
pub fn json_type_name(value: &serde_json::Value) -> &'static str {

112
litellm-rust/crates/core/src/http_utils.rs Normal file
View file

@ -0,0 +1,112 @@
//! Header and upstream-body helpers shared by every route module.
use serde_json::{Map, Value};
use crate::constants::UPSTREAM_ERROR_BODY_MAX_CHARS;
use crate::error::{CoreError, CoreResult, json_type_name};
/// Bound an upstream error body before it crosses a host boundary, so provider
/// bodies stay data-minimized.
pub fn truncate_error_body(body: &str) -> String {
if body.chars().count() <= UPSTREAM_ERROR_BODY_MAX_CHARS {
return body.to_string();
}
let truncated: String = body.chars().take(UPSTREAM_ERROR_BODY_MAX_CHARS).collect();
format!("{truncated}... (truncated)")
}
pub fn string_headers(
context: &'static str,
extra_headers: Option<Map<String, Value>>,
) -> CoreResult<Vec<(String, String)>> {
extra_headers
.unwrap_or_default()
.into_iter()
.map(|(key, value)| {
value
.as_str()
.map(|value| (key.clone(), value.to_string()))
.ok_or_else(|| {
CoreError::InvalidRequest(format!(
"{context} extra_headers.{key} must be a string, got {}",
json_type_name(&value)
))
})
})
.collect()
}
pub fn has_header(headers: &[(String, String)], name: &str) -> bool {
headers
.iter()
.any(|(key, _)| key.eq_ignore_ascii_case(name))
}
pub fn has_bearer_auth(headers: &[(String, String)]) -> bool {
headers.iter().any(|(name, value)| {
if !name.eq_ignore_ascii_case("authorization") {
return false;
}
let value = value.trim();
value.len() > 7
&& value[..7].eq_ignore_ascii_case("bearer ")
&& !value[7..].trim().is_empty()
})
}
#[cfg(test)]
mod tests {
use super::*;
use serde_json::json;
#[test]
fn truncate_leaves_short_bodies_untouched() {
assert_eq!(truncate_error_body("short"), "short");
}
#[test]
fn truncate_bounds_long_bodies_by_characters() {
let body = "\u{00e9}".repeat(UPSTREAM_ERROR_BODY_MAX_CHARS + 10);
let truncated = truncate_error_body(&body);
assert!(truncated.ends_with("... (truncated)"));
assert_eq!(
truncated.chars().count(),
UPSTREAM_ERROR_BODY_MAX_CHARS + "... (truncated)".chars().count()
);
}
#[test]
fn string_headers_rejects_non_string_values() {
let headers = Map::from_iter([("x-trace".to_string(), json!(7))]);
let err = string_headers("chat completions", Some(headers)).expect_err("non-string value");
assert_eq!(
err,
CoreError::InvalidRequest(
"chat completions extra_headers.x-trace must be a string, got number".to_string()
)
);
}
#[test]
fn header_lookup_is_case_insensitive() {
let headers = vec![("X-Api-Key".to_string(), "k".to_string())];
assert!(has_header(&headers, "x-api-key"));
assert!(!has_header(&headers, "authorization"));
}
#[test]
fn bearer_detection_requires_a_non_empty_token() {
assert!(has_bearer_auth(&[(
"Authorization".to_string(),
"Bearer abc".to_string()
)]));
assert!(!has_bearer_auth(&[(
"Authorization".to_string(),
"Bearer ".to_string()
)]));
assert!(!has_bearer_auth(&[(
"Authorization".to_string(),
"Basic abc".to_string()
)]));
}
}

2
litellm-rust/crates/core/src/lib.rs
View file

@ -1,8 +1,10 @@
pub mod audio_transcription;
pub mod caching;
pub mod call_lifecycle;
pub mod chat_completions;
pub mod constants;
pub mod error;
pub mod http_utils;
pub mod messages;
pub mod ocr;
pub mod providers;

48
litellm-rust/crates/core/src/messages/common_utils.rs
View file

@ -1,19 +1,15 @@
use serde_json::{Map, Value};
use crate::constants::MESSAGES_ERROR_BODY_MAX_CHARS;
use crate::error::{CoreError, CoreResult, json_type_name};
use crate::error::CoreResult;
use crate::http_utils::string_headers as shared_string_headers;
use crate::providers::anthropic::messages::transformation::ANTHROPIC_MESSAGES_CONFIG;
use crate::providers::azure_ai::messages::transformation::AZURE_ANTHROPIC_MESSAGES_CONFIG;
use super::transformation::AnthropicMessagesProviderConfig;
pub(super) fn truncate_error_body(body: &str) -> String {
if body.chars().count() <= MESSAGES_ERROR_BODY_MAX_CHARS {
return body.to_string();
}
let truncated: String = body.chars().take(MESSAGES_ERROR_BODY_MAX_CHARS).collect();
format!("{truncated}... (truncated)")
}
pub(super) use crate::http_utils::{has_bearer_auth, has_header, truncate_error_body};
const HEADER_CONTEXT: &str = "messages";
pub(super) fn messages_provider_config(
provider: &str,
@ -28,37 +24,5 @@ pub(super) fn messages_provider_config(
pub(super) fn string_headers(
extra_headers: Option<Map<String, Value>>,
) -> CoreResult<Vec<(String, String)>> {
extra_headers
.unwrap_or_default()
.into_iter()
.map(|(key, value)| {
value
.as_str()
.map(|value| (key.clone(), value.to_string()))
.ok_or_else(|| {
CoreError::InvalidRequest(format!(
"messages extra_headers.{key} must be a string, got {}",
json_type_name(&value)
))
})
})
.collect()
}
pub(super) fn has_header(headers: &[(String, String)], name: &str) -> bool {
headers
.iter()
.any(|(key, _)| key.eq_ignore_ascii_case(name))
}
pub(super) fn has_bearer_auth(headers: &[(String, String)]) -> bool {
headers.iter().any(|(name, value)| {
if !name.eq_ignore_ascii_case("authorization") {
return false;
}
let value = value.trim();
value.len() > 7
&& value[..7].eq_ignore_ascii_case("bearer ")
&& !value[7..].trim().is_empty()
})
shared_string_headers(HEADER_CONTEXT, extra_headers)
}

1
litellm-rust/crates/core/src/providers/anthropic/chat_completions/mod.rs Normal file
View file

@ -0,0 +1 @@
pub mod transformation;

444
litellm-rust/crates/core/src/providers/anthropic/chat_completions/tests.rs Normal file
View file

@ -0,0 +1,444 @@
use super::*;
use serde_json::json;
fn messages(value: Value) -> Vec<ChatMessage> {
serde_json::from_value(value).expect("valid messages")
}
fn params(value: Value) -> Map<String, Value> {
match value {
Value::Object(map) => map,
other => panic!("params must be an object, got {other}"),
}
}
fn transform(model: &str, msgs: Value, opts: Value) -> Value {
ANTHROPIC_CHAT_COMPLETIONS_CONFIG
.transform_request(model, messages(msgs), params(opts))
.expect("request transforms")
.body
}
fn transform_response(body: Value) -> CoreResult<ChatCompletionsResponse> {
ANTHROPIC_CHAT_COMPLETIONS_CONFIG
.transform_response("claude-sonnet-4-5", ProviderChatResponseData { body })
}
fn reason(msgs: Value, opts: Value) -> Option<Unsupported> {
ANTHROPIC_CHAT_COMPLETIONS_CONFIG.unsupported_reason(&messages(msgs), &params(opts))
}
#[test]
fn builds_the_messages_body_python_builds() {
let body = transform(
"claude-sonnet-4-5",
json!([
{"role": "system", "content": "be terse"},
{"role": "user", "content": "hi"}
]),
json!({"max_tokens": 128, "temperature": 0.2}),
);
assert_eq!(
body,
json!({
"model": "claude-sonnet-4-5",
"messages": [
{"role": "user", "content": [{"type": "text", "text": "hi"}]}
],
"system": [{"type": "text", "text": "be terse"}],
"max_tokens": 128,
"temperature": 0.2
})
);
}
#[test]
fn omits_system_when_no_system_message_is_present() {
let body = transform(
"claude-sonnet-4-5",
json!([{"role": "user", "content": "hi"}]),
json!({"max_tokens": 16}),
);
assert!(body.get("system").is_none());
}
#[test]
fn merges_consecutive_turns_and_wraps_every_text_in_a_block() {
let body = transform(
"claude-sonnet-4-5",
json!([
{"role": "user", "content": "one"},
{"role": "user", "content": [{"type": "text", "text": "two"}]},
{"role": "assistant", "content": "ack"}
]),
json!({"max_tokens": 16}),
);
assert_eq!(
body["messages"],
json!([
{"role": "user", "content": [
{"type": "text", "text": "one"},
{"type": "text", "text": "two"}
]},
{"role": "assistant", "content": [{"type": "text", "text": "ack"}]}
])
);
}
#[test]
fn right_strips_a_trailing_assistant_prefill_like_python() {
let body = transform(
"claude-sonnet-4-5",
json!([
{"role": "user", "content": "hi"},
{"role": "assistant", "content": "Argentina "}
]),
json!({"max_tokens": 16}),
);
assert_eq!(
body["messages"][1]["content"][0]["text"],
json!("Argentina")
);
}
#[test]
fn passes_every_supported_param_through_untouched() {
let body = transform(
"claude-sonnet-4-5",
json!([{"role": "user", "content": "hi"}]),
json!({
"max_tokens": 64,
"temperature": 0.1,
"top_p": 0.9,
"stop_sequences": ["STOP"]
}),
);
assert_eq!(body["max_tokens"], json!(64));
assert_eq!(body["temperature"], json!(0.1));
assert_eq!(body["top_p"], json!(0.9));
assert_eq!(body["stop_sequences"], json!(["STOP"]));
}
#[test]
fn declines_top_k_because_python_gates_it_by_model_below_this_point() {
// `temperature` and `top_p` arrive already resolved, because
// `map_openai_params` applies `_apply_sampling_param` to them before the
// gate runs. `top_k` bypasses that and is gated inside `transform_request`,
// the function this route replaces, so forwarding it would send `top_k` to
// a model that removed sampling params and take a 400 after the call, where
// Python drops it and succeeds.
assert_eq!(
reason(
json!([{"role": "user", "content": "hi"}]),
json!({"top_k": 40})
),
Some(Unsupported("unrecognized request parameter"))
);
}
#[test]
fn declines_streaming_before_anything_else() {
assert_eq!(
reason(
json!([{"role": "user", "content": "hi"}]),
json!({"stream": true, "max_tokens": 16})
),
Some(Unsupported("streaming"))
);
}
#[test]
fn accepts_an_explicit_stream_false() {
assert_eq!(
reason(
json!([{"role": "user", "content": "hi"}]),
json!({"stream": false, "max_tokens": 16})
),
None
);
}
#[test]
fn declines_any_param_outside_the_allowlist() {
for param in [
json!({"tools": []}),
json!({"tool_choice": {"type": "auto"}}),
json!({"thinking": {"type": "enabled"}}),
json!({"system": "injected"}),
json!({"metadata": {"user_id": "u1"}}),
json!({"output_config": {"effort": "high"}}),
] {
assert_eq!(
reason(json!([{"role": "user", "content": "hi"}]), param.clone()),
Some(Unsupported("unrecognized request parameter")),
"expected {param} to decline"
);
}
}
#[test]
fn declines_tool_calls_tool_results_and_multimodal_content() {
assert_eq!(
reason(
json!([
{"role": "user", "content": "hi"},
{"role": "assistant", "content": null, "tool_calls": [
{"id": "c1", "type": "function",
"function": {"name": "f", "arguments": "{}"}}
]}
]),
json!({})
),
Some(Unsupported("unrecognized message field"))
);
assert_eq!(
reason(
json!([
{"role": "user", "content": "hi"},
{"role": "tool", "tool_call_id": "c1", "content": "ok"}
]),
json!({})
),
Some(Unsupported("unrecognized message field"))
);
assert_eq!(
reason(
json!([{"role": "user", "content": [
{"type": "image_url", "image_url": {"url": "https://x/y.png"}}
]}]),
json!({})
),
Some(Unsupported("non-text message content"))
);
assert_eq!(
reason(
json!([{"role": "user", "content": [
{"type": "text", "text": "hi", "cache_control": {"type": "ephemeral"}}
]}]),
json!({})
),
Some(Unsupported("non-text message content"))
);
}
#[test]
fn declines_a_message_whose_content_list_is_empty() {
// An empty list passes every per-part check, so without this it would reach
// the provider as an empty `content` array and fail after the call rather
// than declining to Python before it.
assert_eq!(
reason(json!([{"role": "user", "content": []}]), json!({})),
Some(Unsupported("message without content"))
);
assert_eq!(
reason(
json!([{"role": "user", "content": [{"type": "text", "text": "hi"}]}]),
json!({})
),
None
);
}
#[test]
fn declines_a_conversation_that_does_not_open_on_a_user_turn() {
assert_eq!(
reason(
json!([
{"role": "system", "content": "be terse"},
{"role": "assistant", "content": "prefill"}
]),
json!({})
),
Some(Unsupported("conversation does not open on a user turn"))
);
}
#[test]
fn accepts_a_plain_text_conversation() {
assert_eq!(
reason(
json!([
{"role": "system", "content": "be terse"},
{"role": "user", "content": "hi"},
{"role": "assistant", "content": "hello"},
{"role": "user", "content": [{"type": "text", "text": "again"}]}
]),
json!({"max_tokens": 16, "temperature": 0.5})
),
None
);
}
#[test]
fn normalizes_a_text_response_into_openai_shape() {
let response = transform_response(json!({
"id": "msg_123",
"type": "message",
"role": "assistant",
"model": "claude-sonnet-4-5-20260101",
"content": [{"type": "text", "text": "hello"}, {"type": "text", "text": " there"}],
"stop_reason": "end_turn",
"stop_sequence": null,
"usage": {"input_tokens": 11, "output_tokens": 4}
}))
.expect("response transforms");
assert_eq!(response.model, "claude-sonnet-4-5-20260101");
assert_eq!(response.choices.len(), 1);
assert_eq!(response.choices[0].index, 0);
assert_eq!(response.choices[0].message.role, "assistant");
assert_eq!(
response.choices[0].message.content.as_deref(),
Some("hello there")
);
assert_eq!(response.choices[0].finish_reason, "stop");
assert_eq!(response.usage.prompt_tokens, 11);
assert_eq!(response.usage.completion_tokens, 4);
assert_eq!(response.usage.total_tokens, 15);
}
#[test]
fn folds_cache_tokens_into_prompt_tokens_like_python() {
let response = transform_response(json!({
"model": "claude-sonnet-4-5",
"content": [{"type": "text", "text": "hi"}],
"stop_reason": "end_turn",
"usage": {
"input_tokens": 10,
"output_tokens": 2,
"cache_read_input_tokens": 5,
"cache_creation_input_tokens": 3
}
}))
.expect("response transforms");
assert_eq!(response.usage.prompt_tokens, 18);
assert_eq!(response.usage.total_tokens, 20);
assert_eq!(response.usage.prompt_tokens_details.cached_tokens, 5);
assert_eq!(
response.usage.prompt_tokens_details.cache_creation_tokens,
3
);
assert_eq!(response.usage.prompt_tokens_details.text_tokens, 10);
}
#[test]
fn maps_max_tokens_stop_reason_to_length() {
let response = transform_response(json!({
"model": "claude-sonnet-4-5",
"content": [{"type": "text", "text": "hi"}],
"stop_reason": "max_tokens",
"usage": {"input_tokens": 1, "output_tokens": 1}
}))
.expect("response transforms");
assert_eq!(response.choices[0].finish_reason, "length");
}
#[test]
fn a_refusal_returns_the_completion_python_returns() {
// `refusal` is a stop_reason, not a content block type, so the content is
// ordinary text and this normalizes rather than declining. Python maps it
// to content_filter in _FINISH_REASON_MAP and returns the completion.
let response = transform_response(json!({
"model": "claude-sonnet-4-5",
"content": [{"type": "text", "text": "I can't help with that."}],
"stop_reason": "refusal",
"usage": {"input_tokens": 9, "output_tokens": 6}
}))
.expect("a refusal still transforms");
assert_eq!(response.choices[0].finish_reason, "content_filter");
assert_eq!(
response.choices[0].message.content.as_deref(),
Some("I can't help with that.")
);
}
#[test]
fn reports_no_content_rather_than_an_empty_string() {
let response = transform_response(json!({
"model": "claude-sonnet-4-5",
"content": [],
"stop_reason": "end_turn",
"usage": {"input_tokens": 1, "output_tokens": 0}
}))
.expect("response transforms");
assert_eq!(response.choices[0].message.content, None);
}
#[test]
fn response_carries_no_id_so_python_keeps_its_chatcmpl_id() {
let response = transform_response(json!({
"id": "msg_should_not_leak",
"model": "claude-sonnet-4-5",
"content": [{"type": "text", "text": "hi"}],
"stop_reason": "end_turn",
"usage": {"input_tokens": 1, "output_tokens": 1}
}))
.expect("response transforms");
let value = serde_json::to_value(response).expect("serializable");
assert!(
value.get("id").is_none(),
"the rust response must not carry an id, got {value}"
);
}
#[test]
fn declines_a_response_carrying_a_non_text_block() {
let err = transform_response(json!({
"model": "claude-sonnet-4-5",
"content": [{"type": "tool_use", "id": "t1", "name": "f", "input": {}}],
"stop_reason": "tool_use",
"usage": {"input_tokens": 1, "output_tokens": 1}
}))
.expect_err("non-text block");
assert_eq!(
err,
CoreError::Unsupported("non-text response content block")
);
}
#[test]
fn errors_on_a_response_missing_required_fields() {
assert_eq!(
transform_response(json!("nope")).expect_err("not an object"),
CoreError::InvalidResponse("messages response is not an object".to_string())
);
assert_eq!(
transform_response(json!({"model": "m", "usage": {}})).expect_err("no content"),
CoreError::MissingField("content")
);
assert_eq!(
transform_response(json!({"model": "m", "content": []})).expect_err("no usage"),
CoreError::MissingField("usage")
);
assert_eq!(
transform_response(json!({"content": [], "usage": {}})).expect_err("no model"),
CoreError::MissingField("model")
);
}
#[test]
fn resolves_the_messages_url_and_x_api_key_auth() {
let config = &ANTHROPIC_CHAT_COMPLETIONS_CONFIG;
assert_eq!(
config
.complete_url(None, "claude-sonnet-4-5", &Map::new(), &|_| None)
.expect("url builds"),
"https://api.anthropic.com/v1/messages"
);
assert_eq!(
config
.auth(Some("sk-x"), "claude-sonnet-4-5", &Map::new(), &|_| None)
.expect("auth resolves"),
ChatCompletionsAuth::Header {
name: "x-api-key",
value: "sk-x".to_string()
}
);
assert_eq!(
config.default_headers(),
&[
("anthropic-version", "2023-06-01"),
("content-type", "application/json"),
]
);
}

211
litellm-rust/crates/core/src/providers/anthropic/chat_completions/transformation.rs Normal file
View file

@ -0,0 +1,211 @@
use serde_json::{Map, Value, json};
use crate::chat_completions::conversation::{Conversation, build_conversation};
use crate::chat_completions::transformation::{
ChatCompletionsAuth, ChatCompletionsProviderConfig, Unsupported, unsupported_message,
unsupported_param,
};
use crate::chat_completions::types::{
ChatCompletionsChoice, ChatCompletionsChoiceMessage, ChatCompletionsResponse, ChatMessage,
ProviderChatRequestData, ProviderChatResponseData,
};
use crate::constants::ANTHROPIC_OAUTH_TOKEN_PREFIX;
use crate::error::{CoreError, CoreResult};
use crate::providers::anthropic::messages::transformation::{
complete_anthropic_url, resolve_anthropic_api_key,
};
use crate::chat_completions::response_utils::{finish_reason_for, unix_now, usage_from_parts};
/// Anthropic parameter names, post `map_openai_params`, that the Rust path can
/// place verbatim in the Messages body.
///
/// `top_k` is deliberately absent even though the Messages API takes it.
/// `temperature` and `top_p` reach this gate already resolved, because
/// `map_openai_params` runs first and applies `_apply_sampling_param` to them.
/// `top_k` bypasses `map_openai_params` entirely, so Python applies that same
/// per-model gate inside `transform_request`, the function this route replaces.
/// Forwarding it would send `top_k` to a model that removed sampling params and
/// take a 400 after the call, where Python drops it and succeeds.
const SUPPORTED_PARAMS: &[&str] = &["max_tokens", "temperature", "top_p", "stop_sequences"];
pub struct AnthropicChatCompletionsConfig;
pub const ANTHROPIC_CHAT_COMPLETIONS_CONFIG: AnthropicChatCompletionsConfig =
AnthropicChatCompletionsConfig;
fn text_block(text: &str) -> Value {
json!({"type": "text", "text": text})
}
fn anthropic_body(model: &str, conversation: &Conversation, params: Map<String, Value>) -> Value {
let messages: Vec<Value> = conversation
.turns
.iter()
.map(|turn| {
json!({
"role": turn.role.as_str(),
"content": turn.texts.iter().map(|text| text_block(text)).collect::<Vec<_>>(),
})
})
.collect();
let system: Vec<Value> = conversation.system.iter().map(|s| text_block(s)).collect();
let body = Map::from_iter(
[
("model".to_string(), json!(model)),
("messages".to_string(), json!(messages)),
]
.into_iter()
// Python builds `{"model", "messages", **optional_params}` with
// `system` already folded into optional_params, so a caller-supplied
// key of the same name wins here too.
.chain((!system.is_empty()).then(|| ("system".to_string(), json!(system))))
.chain(params),
);
Value::Object(body)
}
impl ChatCompletionsProviderConfig for AnthropicChatCompletionsConfig {
fn complete_url(
&self,
api_base: Option<&str>,
_model: &str,
_optional_params: &Map<String, Value>,
env_lookup: &dyn Fn(&str) -> Option<String>,
) -> CoreResult<String> {
Ok(complete_anthropic_url(api_base, env_lookup))
}
fn auth(
&self,
api_key: Option<&str>,
_model: &str,
_optional_params: &Map<String, Value>,
env_lookup: &dyn Fn(&str) -> Option<String>,
) -> CoreResult<ChatCompletionsAuth> {
Ok(ChatCompletionsAuth::Header {
name: "x-api-key",
value: resolve_anthropic_api_key(api_key, env_lookup)?,
})
}
fn default_headers(&self) -> &'static [(&'static str, &'static str)] {
&[
("anthropic-version", "2023-06-01"),
("content-type", "application/json"),
]
}
/// An OAuth bearer is the whole credential: Python's `validate_environment`
/// authenticates with it and drops `x-api-key` rather than resolving one, so
/// the resolved key must not be applied over the top. Any other forwarded
/// `authorization` is unrelated to this header and does not defer, which is
/// also what Python does: it sends the deployment's `x-api-key` alongside.
fn defers_to_forwarded_auth(&self, headers: &[(String, String)]) -> bool {
headers.iter().any(|(name, value)| {
name.eq_ignore_ascii_case("authorization")
&& value
.strip_prefix("Bearer ")
.is_some_and(|token| token.starts_with(ANTHROPIC_OAUTH_TOKEN_PREFIX))
})
}
fn supported_params(&self) -> &'static [&'static str] {
SUPPORTED_PARAMS
}
fn unsupported_reason(
&self,
messages: &[ChatMessage],
optional_params: &Map<String, Value>,
) -> Option<Unsupported> {
unsupported_param(SUPPORTED_PARAMS, &[], optional_params)
.or_else(|| messages.iter().find_map(unsupported_message))
// Anthropic rejects a request whose first turn is not a user turn.
// Python only repairs that under `litellm.modify_params`, which the
// core cannot observe, so decline instead of guessing.
.or_else(|| {
(!build_conversation(messages).opens_on_user_turn())
.then_some(Unsupported("conversation does not open on a user turn"))
})
}
fn transform_request(
&self,
model: &str,
messages: Vec<ChatMessage>,
optional_params: Map<String, Value>,
) -> CoreResult<ProviderChatRequestData> {
Ok(ProviderChatRequestData {
body: anthropic_body(model, &build_conversation(&messages), optional_params),
})
}
fn transform_response(
&self,
_model: &str,
response: ProviderChatResponseData,
) -> CoreResult<ChatCompletionsResponse> {
let body = response.body.as_object().ok_or_else(|| {
CoreError::InvalidResponse("messages response is not an object".into())
})?;
let content = body
.get("content")
.and_then(Value::as_array)
.ok_or(CoreError::MissingField("content"))?;
// The route declines tool and thinking requests, so a non-text block
// means the response carries something this path never asked for.
// Decline rather than silently dropping it; the host falls back.
if content
.iter()
.any(|block| block.get("type").and_then(Value::as_str) != Some("text"))
{
return Err(CoreError::Unsupported("non-text response content block"));
}
let text: String = content
.iter()
.filter_map(|block| block.get("text").and_then(Value::as_str))
.collect();
let usage = body
.get("usage")
.and_then(Value::as_object)
.ok_or(CoreError::MissingField("usage"))?;
let field = |name: &str| usage.get(name).and_then(Value::as_u64).unwrap_or(0);
Ok(ChatCompletionsResponse {
created: unix_now(),
model: body
.get("model")
.and_then(Value::as_str)
.ok_or(CoreError::MissingField("model"))?
.to_string(),
choices: vec![ChatCompletionsChoice {
index: 0,
message: ChatCompletionsChoiceMessage {
role: "assistant".to_string(),
content: (!text.is_empty()).then_some(text),
},
finish_reason: finish_reason_for(
body.get("stop_reason")
.and_then(Value::as_str)
.unwrap_or(""),
)
.to_string(),
}],
usage: usage_from_parts(
field("input_tokens"),
field("output_tokens"),
field("cache_read_input_tokens"),
field("cache_creation_input_tokens"),
),
})
}
}
#[cfg(test)]
#[path = "tests.rs"]
mod tests;

1
litellm-rust/crates/core/src/providers/anthropic/mod.rs
View file

@ -1 +1,2 @@
pub mod chat_completions;
pub mod messages;

91
litellm-rust/crates/core/src/providers/bedrock/audio_transcription.rs
View file

@ -8,11 +8,8 @@ use crate::audio_transcription::types::{
};
use crate::error::{CoreError, CoreResult, json_type_name};
use super::aws_base::AwsAuthConfig;
use super::constants::{
AWS_REGION, AWS_REGION_NAME, BEDROCK_RUNTIME_ENDPOINT_TEMPLATE, BEDROCK_SERVICE,
DEFAULT_BEDROCK_REGION,
};
pub use super::aws_base::{aws_auth_config, bedrock_model_id_and_region, resolve_bedrock_region};
use super::constants::{BEDROCK_RUNTIME_ENDPOINT_TEMPLATE, BEDROCK_SERVICE};
const SUPPORTED_PARAMS: &[&str] = &["language", "prompt", "temperature", "response_format"];
@ -21,64 +18,6 @@ pub static BEDROCK_AUDIO_TRANSCRIPTION_CONFIG: BedrockAudioTranscriptionConfig =
pub struct BedrockAudioTranscriptionConfig;
pub fn bedrock_model_id_and_region(model: &str) -> (String, Option<String>) {
let mut stripped = model;
for prefix in ["bedrock/converse/", "bedrock/", "converse/"] {
if let Some(value) = stripped.strip_prefix(prefix) {
stripped = value;
break;
}
}
let mut region = None;
if let Some((candidate, remainder)) = stripped.split_once('/')
&& is_bedrock_region(candidate)
{
region = Some(candidate.to_string());
stripped = remainder;
}
for prefix in ["nova-2/", "nova/"] {
if let Some(value) = stripped.strip_prefix(prefix) {
stripped = value;
break;
}
}
if region.is_none() {
region = stripped
.strip_prefix("arn:")
.and_then(|value| value.split(':').nth(3))
.filter(|value| !value.is_empty())
.map(str::to_string);
}
(stripped.to_string(), region)
}
fn is_bedrock_region(value: &str) -> bool {
value.len() > 3
&& value.contains('-')
&& value
.chars()
.all(|char| char.is_ascii_alphanumeric() || char == '-')
}
pub fn resolve_bedrock_region(
model_region: Option<&str>,
optional_params: &Map<String, Value>,
env_lookup: &dyn Fn(&str) -> Option<String>,
) -> String {
if let Some(region) = optional_params
.get("aws_region_name")
.and_then(Value::as_str)
{
return region.to_string();
}
if let Some(region) = model_region {
return region.to_string();
}
env_lookup(AWS_REGION_NAME)
.or_else(|| env_lookup(AWS_REGION))
.unwrap_or_else(|| DEFAULT_BEDROCK_REGION.to_string())
}
fn audio_fields(audio: Value) -> CoreResult<(String, String)> {
let object = audio.as_object().ok_or_else(|| CoreError::InvalidType {
expected: "object",
@ -203,32 +142,6 @@ impl AudioTranscriptionProviderConfig for BedrockAudioTranscriptionConfig {
}
}
pub fn aws_auth_config(
optional_params: &Map<String, Value>,
env_lookup: &dyn Fn(&str) -> Option<String>,
) -> AwsAuthConfig {
let value = |key: &str| {
optional_params
.get(key)
.and_then(Value::as_str)
.map(str::to_string)
};
let env = |key: &str| env_lookup(key);
AwsAuthConfig {
access_key_id: value("aws_access_key_id").or_else(|| env("AWS_ACCESS_KEY_ID")),
secret_access_key: value("aws_secret_access_key").or_else(|| env("AWS_SECRET_ACCESS_KEY")),
session_token: value("aws_session_token").or_else(|| env("AWS_SESSION_TOKEN")),
region_name: value("aws_region_name").or_else(|| env(AWS_REGION_NAME)),
session_name: value("aws_session_name").or_else(|| env("AWS_SESSION_NAME")),
profile_name: value("aws_profile_name").or_else(|| env("AWS_PROFILE_NAME")),
role_name: value("aws_role_name").or_else(|| env("AWS_ROLE_NAME")),
web_identity_token: value("aws_web_identity_token")
.or_else(|| env("AWS_WEB_IDENTITY_TOKEN")),
sts_endpoint: value("aws_sts_endpoint").or_else(|| env("AWS_STS_ENDPOINT")),
external_id: value("aws_external_id").or_else(|| env("AWS_EXTERNAL_ID")),
}
}
#[cfg(test)]
mod tests {
use super::*;

210
litellm-rust/crates/core/src/providers/bedrock/aws_base.rs
View file

@ -12,13 +12,15 @@ use aws_sigv4::http_request::{
};
use aws_sigv4::sign::v4;
use aws_smithy_runtime_api::client::identity::Identity;
use serde_json::{Map, Value};
use sha2::{Digest, Sha256};
use super::constants::{
AWS_ACCESS_KEY_ID, AWS_EXTERNAL_ID, AWS_PROFILE_NAME, AWS_REGION_NAME, AWS_ROLE_ARN,
AWS_ROLE_NAME, AWS_SECRET_ACCESS_KEY, AWS_SESSION_NAME, AWS_SESSION_TOKEN, AWS_STS_ENDPOINT,
AWS_WEB_IDENTITY_TOKEN, AWS_WEB_IDENTITY_TOKEN_FILE, BEDROCK_SERVICE,
DEFAULT_SESSION_NAME_PREFIX,
AWS_ACCESS_KEY_ID, AWS_EXTERNAL_ID, AWS_PROFILE_NAME, AWS_REGION, AWS_REGION_NAME,
AWS_ROLE_ARN, AWS_ROLE_NAME, AWS_SECRET_ACCESS_KEY, AWS_SESSION_NAME, AWS_SESSION_TOKEN,
AWS_SIGNED_HEADER_NAMES, AWS_STS_ENDPOINT, AWS_WEB_IDENTITY_TOKEN, AWS_WEB_IDENTITY_TOKEN_FILE,
BEDROCK_SERVICE, DEFAULT_BEDROCK_REGION, DEFAULT_SESSION_NAME_PREFIX,
SIGV4_COMPUTED_HEADER_NAMES,
};
const STATIC_CREDENTIALS_TTL: Duration = Duration::from_secs(3600 - 60);
@ -401,6 +403,33 @@ fn default_session_name() -> String {
format!("{DEFAULT_SESSION_NAME_PREFIX}-{seconds}")
}
/// The subset of `headers` SigV4 should cover.
///
/// Python signs only these and reattaches the rest afterwards, so a forwarded
/// client header cannot change the canonical request and invalidate the
/// signature. Signing everything instead makes the request 403 on a header the
/// caller supplied, on a deployment that works on the Python path.
pub fn aws_signature_headers(headers: &BTreeMap<String, String>) -> BTreeMap<String, String> {
headers
.iter()
.filter(|(name, _)| {
let name = name.to_ascii_lowercase();
AWS_SIGNED_HEADER_NAMES.contains(&name.as_str())
|| name.starts_with("x-amz-")
|| name.starts_with("x-amzn-")
})
.map(|(name, value)| (name.clone(), value.clone()))
.collect()
}
/// Whether the signer produces `name` itself.
///
/// Python's reattach loop skips these, so a caller-supplied copy never reaches
/// the wire next to the computed one.
pub fn is_sigv4_computed_header(name: &str) -> bool {
SIGV4_COMPUTED_HEADER_NAMES.contains(&name.to_ascii_lowercase().as_str())
}
pub fn sign_bedrock_post(
url: &str,
body: &[u8],
@ -441,6 +470,121 @@ pub fn sign_bedrock_post(
.collect())
}
/// Model-id and region parsing shared by every Bedrock route.
pub fn bedrock_model_id_and_region(model: &str) -> (String, Option<String>) {
let mut stripped = model;
for prefix in ["bedrock/converse/", "bedrock/", "converse/"] {
if let Some(value) = stripped.strip_prefix(prefix) {
stripped = value;
break;
}
}
let mut region = None;
if let Some((candidate, remainder)) = stripped.split_once('/')
&& is_bedrock_region(candidate)
{
region = Some(candidate.to_string());
stripped = remainder;
}
for prefix in ["nova-2/", "nova/"] {
if let Some(value) = stripped.strip_prefix(prefix) {
stripped = value;
break;
}
}
if region.is_none() {
// Python splits the whole ARN and takes field 3, the region. Stripping
// `arn:` first shifts every field down one, so the region is field 2
// here; field 3 is the account id.
region = stripped
.strip_prefix("arn:")
.and_then(|value| value.split(':').nth(2))
.filter(|value| !value.is_empty())
.map(str::to_string);
}
(stripped.to_string(), region)
}
fn is_bedrock_region(value: &str) -> bool {
value.len() > 3
&& value.contains('-')
&& value
.chars()
.all(|char| char.is_ascii_alphanumeric() || char == '-')
}
pub fn resolve_bedrock_region(
model_region: Option<&str>,
optional_params: &Map<String, Value>,
env_lookup: &dyn Fn(&str) -> Option<String>,
) -> String {
if let Some(region) = optional_params
.get("aws_region_name")
.and_then(Value::as_str)
{
return region.to_string();
}
if let Some(region) = model_region {
return region.to_string();
}
env_lookup(AWS_REGION_NAME)
.or_else(|| env_lookup(AWS_REGION))
.unwrap_or_else(|| DEFAULT_BEDROCK_REGION.to_string())
}
pub fn aws_auth_config(
optional_params: &Map<String, Value>,
env_lookup: &dyn Fn(&str) -> Option<String>,
) -> AwsAuthConfig {
let value = |key: &str| {
optional_params
.get(key)
.and_then(Value::as_str)
.map(str::to_string)
};
let env = |key: &str| env_lookup(key);
AwsAuthConfig {
access_key_id: value("aws_access_key_id").or_else(|| env("AWS_ACCESS_KEY_ID")),
secret_access_key: value("aws_secret_access_key").or_else(|| env("AWS_SECRET_ACCESS_KEY")),
session_token: value("aws_session_token").or_else(|| env("AWS_SESSION_TOKEN")),
region_name: value("aws_region_name").or_else(|| env(AWS_REGION_NAME)),
session_name: value("aws_session_name").or_else(|| env("AWS_SESSION_NAME")),
profile_name: value("aws_profile_name").or_else(|| env("AWS_PROFILE_NAME")),
role_name: value("aws_role_name").or_else(|| env("AWS_ROLE_NAME")),
web_identity_token: value("aws_web_identity_token")
.or_else(|| env("AWS_WEB_IDENTITY_TOKEN")),
sts_endpoint: value("aws_sts_endpoint").or_else(|| env("AWS_STS_ENDPOINT")),
external_id: value("aws_external_id").or_else(|| env("AWS_EXTERNAL_ID")),
}
}
/// Credentials a host resolved through its own chain and handed down verbatim.
///
/// A host with its own resolution (LiteLLM's Python `BaseAWSLLM`, which reads
/// profiles, STS and boto sessions) passes the result here so the core signs
/// with exactly those. Without this the core would re-derive from ambient
/// state, where an unrelated `AWS_ROLE_NAME` or `AWS_PROFILE_NAME` in the
/// environment outranks explicit keys in [`classify_auth`] and the two sides
/// would sign as different principals.
pub fn host_supplied_credentials(optional_params: &Map<String, Value>) -> Option<Credentials> {
let value = |key: &str| {
optional_params
.get(key)
.and_then(Value::as_str)
.map(str::trim)
.filter(|value| !value.is_empty())
};
let access_key_id = value("aws_access_key_id")?;
let secret_access_key = value("aws_secret_access_key")?;
Some(Credentials::new(
access_key_id,
secret_access_key,
value("aws_session_token").map(str::to_string),
None,
"litellm-host-supplied",
))
}
#[cfg(test)]
mod tests {
use super::*;
@ -458,6 +602,18 @@ mod tests {
)
}
#[test]
fn reads_the_region_field_of_a_model_arn_not_the_account_id() {
// Python's `_get_aws_region_from_model_arn` splits the whole ARN and
// takes field 3. Stripping `arn:` first shifts every field down one, so
// the region is field 2 here. Taking field 3 after the strip returns
// the account id, which is not a region at all.
let (_, region) = bedrock_model_id_and_region(
"bedrock/arn:aws:bedrock:us-west-2:123456789012:foundation-model/anthropic.claude-v2",
);
assert_eq!(region.as_deref(), Some("us-west-2"));
}
#[test]
fn classification_preserves_python_precedence() {
let config = AwsAuthConfig {
@ -610,6 +766,52 @@ mod tests {
));
}
#[test]
fn a_forwarded_client_header_is_not_folded_into_the_signature() {
// Python signs only the AWS header set, so a header a caller forwarded
// cannot change the canonical request. Signing it instead makes the
// request 403 the moment anything on the wire rewrites or drops it.
let (url, body, mut headers) = parity_inputs();
headers.insert("x-request-id".to_string(), "abc-123".to_string());
headers.insert("Accept-Encoding".to_string(), "gzip".to_string());
headers.insert("x-amzn-trace-id".to_string(), "Root=1-abc".to_string());
let signable = aws_signature_headers(&headers);
assert!(!signable.contains_key("x-request-id"));
assert!(!signable.contains_key("Accept-Encoding"));
// The AWS-prefixed one is genuinely part of the signature.
assert!(signable.contains_key("x-amzn-trace-id"));
assert!(signable.contains_key("Content-Type"));
let credentials = Credentials::new(
"AKIDEXAMPLE",
"wJalrXUtnFEMI/K7MDENG+bPxRfiCYEXAMPLEKEY",
None,
None,
"test",
);
let signed = sign_bedrock_post(
&url,
&body,
&signable,
"us-east-1",
&credentials,
SystemTime::UNIX_EPOCH,
)
.expect("signs");
let authorization = signed
.get("Authorization")
.expect("carries an authorization header");
assert!(
!authorization.contains("x-request-id"),
"forwarded header reached SignedHeaders: {authorization}"
);
assert!(
!authorization.contains("accept-encoding"),
"forwarded header reached SignedHeaders: {authorization}"
);
}
#[test]
fn signing_matches_botocore_golden_vector() {
let (url, body, headers) = parity_inputs();

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pub mod transformation;

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use super::*;
use serde_json::json;
fn messages(value: Value) -> Vec<ChatMessage> {
serde_json::from_value(value).expect("valid messages")
}
fn params(value: Value) -> Map<String, Value> {
match value {
Value::Object(map) => map,
other => panic!("params must be an object, got {other}"),
}
}
fn transform(msgs: Value, opts: Value) -> Value {
BEDROCK_CHAT_COMPLETIONS_CONFIG
.transform_request(
"anthropic.claude-sonnet-4-5-v1:0",
messages(msgs),
params(opts),
)
.expect("request transforms")
.body
}
fn transform_response(body: Value) -> CoreResult<ChatCompletionsResponse> {
BEDROCK_CHAT_COMPLETIONS_CONFIG.transform_response(
"anthropic.claude-sonnet-4-5-v1:0",
ProviderChatResponseData { body },
)
}
fn reason(msgs: Value, opts: Value) -> Option<Unsupported> {
BEDROCK_CHAT_COMPLETIONS_CONFIG.unsupported_reason(&messages(msgs), &params(opts))
}
#[test]
fn builds_the_converse_body_python_builds() {
let body = transform(
json!([
{"role": "system", "content": "be terse"},
{"role": "user", "content": "hi"}
]),
json!({"maxTokens": 128, "temperature": 0.2}),
);
assert_eq!(
body,
json!({
"inferenceConfig": {"maxTokens": 128, "temperature": 0.2},
"messages": [{"role": "user", "content": [{"text": "hi"}]}],
"system": [{"text": "be terse"}]
})
);
}
#[test]
fn always_emits_inference_config_even_when_empty() {
let body = transform(json!([{"role": "user", "content": "hi"}]), json!({}));
assert_eq!(body["inferenceConfig"], json!({}));
assert!(body.get("system").is_none());
}
#[test]
fn places_only_inference_params_in_inference_config() {
let body = transform(
json!([{"role": "user", "content": "hi"}]),
json!({
"maxTokens": 64,
"temperature": 0.1,
"topP": 0.9,
"stopSequences": ["STOP"]
}),
);
assert_eq!(
body["inferenceConfig"],
json!({"maxTokens": 64, "temperature": 0.1, "topP": 0.9, "stopSequences": ["STOP"]})
);
assert!(body.get("additionalModelRequestFields").is_none());
}
#[test]
fn merges_consecutive_user_turns_into_one_message() {
let body = transform(
json!([
{"role": "user", "content": "one"},
{"role": "user", "content": [{"type": "text", "text": "two"}]},
{"role": "assistant", "content": "ack"},
{"role": "user", "content": "three"}
]),
json!({}),
);
assert_eq!(
body["messages"],
json!([
{"role": "user", "content": [{"text": "one"}, {"text": "two"}]},
{"role": "assistant", "content": [{"text": "ack"}]},
{"role": "user", "content": [{"text": "three"}]}
])
);
}
#[test]
fn declines_streaming() {
assert_eq!(
reason(
json!([{"role": "user", "content": "hi"}]),
json!({"stream": true})
),
Some(Unsupported("streaming"))
);
}
#[test]
fn declines_top_k_because_python_routes_it_by_base_model() {
assert_eq!(
reason(
json!([{"role": "user", "content": "hi"}]),
json!({"topK": 40})
),
Some(Unsupported("unrecognized request parameter"))
);
}
#[test]
fn declines_tools_and_other_params_outside_the_allowlist() {
for param in [
json!({"tools": []}),
json!({"tool_choice": {"auto": {}}}),
json!({"thinking": {"type": "enabled"}}),
json!({"requestMetadata": {"k": "v"}}),
json!({"outputConfig": {}}),
json!({"_parallel_tool_use_config": {}}),
] {
assert_eq!(
reason(json!([{"role": "user", "content": "hi"}]), param.clone()),
Some(Unsupported("unrecognized request parameter")),
"expected {param} to decline"
);
}
}
#[test]
fn declines_blank_text_rather_than_substituting_the_anthropic_placeholder() {
for content in [
json!(""),
json!(" "),
json!([{"type": "text", "text": " "}]),
] {
assert_eq!(
reason(
json!([{"role": "user", "content": content}, {"role": "user", "content": "hi"}]),
json!({})
),
Some(Unsupported("blank message text")),
"expected blank content {content} to decline"
);
}
}
#[test]
fn declines_a_message_whose_content_list_is_empty() {
// The blank-text check scans parts, so an empty list clears it; Converse
// rejects an empty `content` array, which is a decline the core owes the
// host before the call rather than an error after it.
assert_eq!(
reason(json!([{"role": "user", "content": []}]), json!({})),
Some(Unsupported("message without content"))
);
assert_eq!(
reason(
json!([{"role": "user", "content": [{"type": "text", "text": "hi"}]}]),
json!({})
),
None
);
}
#[test]
fn declines_a_conversation_that_opens_or_closes_on_an_assistant_turn() {
assert_eq!(
reason(
json!([
{"role": "assistant", "content": "prefill"},
{"role": "user", "content": "hi"}
]),
json!({})
),
Some(Unsupported(
"conversation does not run user turn to user turn"
))
);
assert_eq!(
reason(
json!([
{"role": "user", "content": "hi"},
{"role": "assistant", "content": "prefill"}
]),
json!({})
),
Some(Unsupported(
"conversation does not run user turn to user turn"
))
);
}
#[test]
fn accepts_a_user_to_user_text_conversation() {
assert_eq!(
reason(
json!([
{"role": "system", "content": "be terse"},
{"role": "user", "content": "hi"},
{"role": "assistant", "content": "hello"},
{"role": "user", "content": "again"}
]),
json!({"maxTokens": 16})
),
None
);
}
#[test]
fn builds_the_converse_url_from_the_region_in_the_model_id() {
let config = &BEDROCK_CHAT_COMPLETIONS_CONFIG;
assert_eq!(
config
.complete_url(None, "us-east-1/anthropic.claude-v2", &Map::new(), &|_| {
None
})
.expect("url builds"),
"https://bedrock-runtime.us-east-1.amazonaws.com/model/anthropic.claude-v2/converse"
);
}
#[test]
fn falls_back_to_the_region_env_then_the_default_region() {
let config = &BEDROCK_CHAT_COMPLETIONS_CONFIG;
let with_env = |key: &str| (key == "AWS_REGION_NAME").then(|| "eu-west-1".to_string());
assert_eq!(
config
.complete_url(None, "anthropic.claude-v2", &Map::new(), &with_env)
.expect("url builds"),
"https://bedrock-runtime.eu-west-1.amazonaws.com/model/anthropic.claude-v2/converse"
);
assert_eq!(
config
.complete_url(None, "anthropic.claude-v2", &Map::new(), &|_| None)
.expect("url builds"),
"https://bedrock-runtime.us-west-2.amazonaws.com/model/anthropic.claude-v2/converse"
);
}
#[test]
fn prefers_an_explicit_runtime_endpoint_over_the_api_base() {
let config = &BEDROCK_CHAT_COMPLETIONS_CONFIG;
let overrides = params(json!({"aws_bedrock_runtime_endpoint": "https://vpce.internal/"}));
assert_eq!(
config
.complete_url(
Some("https://ignored.example"),
"anthropic.claude-v2",
&overrides,
&|_| None
)
.expect("url builds"),
"https://vpce.internal/model/anthropic.claude-v2/converse"
);
}
#[test]
fn signs_with_sigv4_in_the_resolved_region() {
let config = &BEDROCK_CHAT_COMPLETIONS_CONFIG;
assert_eq!(
config
.auth(
None,
"eu-central-1/anthropic.claude-v2",
&Map::new(),
&|_| None
)
.expect("auth resolves"),
ChatCompletionsAuth::AwsSigV4 {
region: "eu-central-1".to_string()
}
);
}
#[test]
fn a_bearer_token_outranks_sigv4_the_way_python_resolves_it() {
// Python's get_request_headers reads `api_key` as the Bedrock bearer token
// and only falls back to the env when the caller passed none, so each case
// pins one of its precedence rules. Signing as the host principal when a
// bearer identity is configured would cross an account and quota boundary.
let bedrock_env =
|key: &str| (key == "AWS_BEARER_TOKEN_BEDROCK").then(|| "from-env".to_string());
let no_env = |_: &str| None;
let resolve = |api_key, env: &dyn Fn(&str) -> Option<String>| {
BEDROCK_CHAT_COMPLETIONS_CONFIG
.auth(
api_key,
"eu-central-1/anthropic.claude-v2",
&Map::new(),
env,
)
.expect("auth resolves")
};
let bearer = |token: &str| ChatCompletionsAuth::Bearer {
token: token.to_string(),
};
let sigv4 = ChatCompletionsAuth::AwsSigV4 {
region: "eu-central-1".to_string(),
};
// A caller-supplied key is the bearer token, and outranks the env.
assert_eq!(
resolve(Some("bedrock-api-key"), &bedrock_env),
bearer("bedrock-api-key")
);
// No key, so the env supplies it.
assert_eq!(resolve(None, &bedrock_env), bearer("from-env"));
// An empty key is not a bearer token, and deliberately does NOT reach for
// the env, which is what Python's `is not None` check does.
assert_eq!(resolve(Some(""), &bedrock_env), sigv4);
// Whitespace is truthy in Python, so it stays a bearer token rather than
// silently becoming a host-credentialed SigV4 request.
assert_eq!(resolve(Some(" "), &no_env), bearer(" "));
// Neither present, so SigV4 as before.
assert_eq!(resolve(None, &no_env), sigv4);
}
#[test]
fn normalizes_a_converse_response_into_openai_shape() {
let response = transform_response(json!({
"output": {"message": {"role": "assistant", "content": [
{"text": "hello"}, {"text": " there"}
]}},
"stopReason": "end_turn",
"usage": {"inputTokens": 11, "outputTokens": 4, "totalTokens": 15}
}))
.expect("response transforms");
assert_eq!(response.model, "anthropic.claude-sonnet-4-5-v1:0");
assert_eq!(
response.choices[0].message.content.as_deref(),
Some("hello there")
);
assert_eq!(response.choices[0].finish_reason, "stop");
assert_eq!(response.usage.prompt_tokens, 11);
assert_eq!(response.usage.completion_tokens, 4);
assert_eq!(response.usage.total_tokens, 15);
}
#[test]
fn maps_converse_stop_reasons_python_maps() {
for (provider_reason, expected) in [
("end_turn", "stop"),
("stop_sequence", "stop"),
("max_tokens", "length"),
("guardrail_intervened", "content_filter"),
// Converse emits this one, and Python's `_FINISH_REASON_MAP` carries
// it. Folding it into `stop` reports a filtered completion as a normal
// one to anything keying on the finish reason.
("content_filtered", "content_filter"),
("content_filter", "content_filter"),
] {
let response = transform_response(json!({
"output": {"message": {"content": [{"text": "x"}]}},
"stopReason": provider_reason,
"usage": {"inputTokens": 1, "outputTokens": 1}
}))
.expect("response transforms");
assert_eq!(
response.choices[0].finish_reason, expected,
"stopReason {provider_reason}"
);
}
}
#[test]
fn reports_an_empty_converse_answer_as_an_empty_string_not_null() {
// Converse assigns the joined text unconditionally
// (`chat_completion_message["content"] = content_str`), unlike Anthropic's
// `merged_text or None`, so an empty answer is `""` on both paths. A caller
// calling `.strip()` on it would break on the Rust path alone. Reachable
// through a filtered or guardrail-intervened response.
for content in [json!([]), json!([{"text": ""}])] {
let response = transform_response(json!({
"output": {"message": {"content": content}},
"stopReason": "content_filtered",
"usage": {"inputTokens": 1, "outputTokens": 0}
}))
.expect("response transforms");
assert_eq!(response.choices[0].message.content, Some(String::new()));
}
}
#[test]
fn reports_the_total_tokens_converse_sent_rather_than_recomputing_them() {
// Python reads `usage["totalTokens"]` straight through here, where Anthropic
// has no such field and adds the two counts instead. The two agree while the
// gate declines every cache_control request, so this is what keeps them
// agreeing if that ever widens.
let response = transform_response(json!({
"output": {"message": {"content": [{"text": "x"}]}},
"stopReason": "end_turn",
"usage": {"inputTokens": 10, "outputTokens": 4, "cacheReadInputTokens": 7, "totalTokens": 14}
}))
.expect("response transforms");
assert_eq!(
response.usage.total_tokens, 14,
"provider total was recomputed"
);
assert_eq!(response.usage.prompt_tokens, 17);
assert_eq!(response.usage.completion_tokens, 4);
}
#[test]
fn falls_back_to_the_computed_total_when_converse_omits_it() {
// Python raises a KeyError on a body with no `totalTokens`. Reporting a zero
// instead would be a worse divergence than the one above, so the computed
// total stands in.
let response = transform_response(json!({
"output": {"message": {"content": [{"text": "x"}]}},
"stopReason": "end_turn",
"usage": {"inputTokens": 10, "outputTokens": 4}
}))
.expect("response transforms");
assert_eq!(response.usage.total_tokens, 14);
}
#[test]
fn declines_a_cache_control_message_so_widening_the_gate_is_a_red_test() {
// Converse only reports cache token counts when the request carries a
// cachePoint block, which is why the provider total and the computed one
// cannot disagree today. This is the tripwire: whoever widens the gate to
// admit prompt caching has to come back and re-check the usage mapping
// rather than discovering a silent number change in production.
assert_eq!(
reason(
json!([{"role": "user", "content": [
{"type": "text", "text": "hi", "cache_control": {"type": "ephemeral"}}
]}]),
json!({})
),
Some(Unsupported("non-text message content"))
);
}
#[test]
fn folds_converse_cache_tokens_into_prompt_tokens() {
let response = transform_response(json!({
"output": {"message": {"content": [{"text": "x"}]}},
"stopReason": "end_turn",
"usage": {
"inputTokens": 10,
"outputTokens": 2,
"cacheReadInputTokens": 5,
"cacheWriteInputTokens": 3
}
}))
.expect("response transforms");
assert_eq!(response.usage.prompt_tokens, 18);
assert_eq!(response.usage.prompt_tokens_details.cached_tokens, 5);
assert_eq!(
response.usage.prompt_tokens_details.cache_creation_tokens,
3
);
assert_eq!(response.usage.prompt_tokens_details.text_tokens, 10);
}
#[test]
fn declines_a_response_carrying_a_tool_use_block() {
let err = transform_response(json!({
"output": {"message": {"content": [
{"toolUse": {"toolUseId": "t1", "name": "f", "input": {}}}
]}},
"stopReason": "tool_use",
"usage": {"inputTokens": 1, "outputTokens": 1}
}))
.expect_err("tool use block");
assert_eq!(
err,
CoreError::Unsupported("non-text response content block")
);
}
#[test]
fn errors_on_a_response_missing_required_fields() {
assert_eq!(
transform_response(json!("nope")).expect_err("not an object"),
CoreError::InvalidResponse("converse response is not an object".to_string())
);
assert_eq!(
transform_response(json!({"usage": {}})).expect_err("no output"),
CoreError::MissingField("output.message.content")
);
assert_eq!(
transform_response(json!({"output": {"message": {"content": []}}})).expect_err("no usage"),
CoreError::MissingField("usage")
);
}
#[test]
fn accepts_aws_call_configuration_without_serializing_it() {
let call_config = json!({
"maxTokens": 16,
"aws_access_key_id": "AKIA",
"aws_secret_access_key": "secret",
"aws_session_token": "token",
"aws_region_name": "us-east-1",
"aws_profile_name": "litellm-stage",
"aws_role_name": "role",
"aws_session_name": "session",
"aws_web_identity_token": "wit",
"aws_sts_endpoint": "https://sts.example",
"aws_external_id": "ext",
"aws_bedrock_runtime_endpoint": "https://vpce.internal"
});
assert_eq!(
reason(
json!([{"role": "user", "content": "hi"}]),
call_config.clone()
),
None
);
let body = transform(json!([{"role": "user", "content": "hi"}]), call_config);
assert_eq!(
body,
json!({
"inferenceConfig": {"maxTokens": 16},
"messages": [{"role": "user", "content": [{"text": "hi"}]}]
}),
"aws call configuration must not reach the Converse body"
);
}
#[test]
fn leaves_a_complete_converse_url_untouched() {
let config = &BEDROCK_CHAT_COMPLETIONS_CONFIG;
let already_built =
"https://bedrock-runtime.us-east-1.amazonaws.com/model/us.anthropic.claude-v2%3A0/converse";
assert_eq!(
config
.complete_url(
Some(already_built),
"anthropic.claude-v2",
&Map::new(),
&|_| None
)
.expect("url builds"),
already_built,
"a host that encoded the model id itself must not have it re-derived"
);
}
#[test]
fn host_supplied_credentials_outrank_ambient_profile_and_role_state() {
use crate::providers::bedrock::aws_base::host_supplied_credentials;
let supplied = params(json!({
"aws_access_key_id": "AKIAHOST",
"aws_secret_access_key": "hostsecret",
"aws_session_token": "hosttoken"
}));
let credentials = host_supplied_credentials(&supplied).expect("host credentials");
assert_eq!(credentials.access_key_id(), "AKIAHOST");
assert_eq!(credentials.secret_access_key(), "hostsecret");
assert_eq!(credentials.session_token(), Some("hosttoken"));
// Without a full static pair there is nothing to honor, so the core falls
// back to deriving credentials itself.
assert!(host_supplied_credentials(&params(json!({"aws_access_key_id": "AKIA"}))).is_none());
assert!(
host_supplied_credentials(&params(
json!({"aws_access_key_id": " ", "aws_secret_access_key": "s"})
))
.is_none()
);
assert!(host_supplied_credentials(&Map::new()).is_none());
}

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use serde_json::{Map, Value, json};
use crate::chat_completions::conversation::{Conversation, TurnRole, build_conversation};
use crate::chat_completions::response_utils::{finish_reason_for, unix_now, usage_from_parts};
use crate::chat_completions::transformation::{
ChatCompletionsAuth, ChatCompletionsProviderConfig, Unsupported, unsupported_message,
unsupported_param,
};
use crate::chat_completions::types::{
ChatCompletionsChoice, ChatCompletionsChoiceMessage, ChatCompletionsResponse,
ChatCompletionsUsage, ChatMessage, ChatMessageContent, ProviderChatRequestData,
ProviderChatResponseData,
};
use crate::error::{CoreError, CoreResult};
use super::super::aws_base::{bedrock_model_id_and_region, resolve_bedrock_region};
use super::super::constants::{AWS_BEARER_TOKEN_BEDROCK, BEDROCK_RUNTIME_ENDPOINT_TEMPLATE};
/// Converse parameter names, post `map_openai_params`, that the Rust path can
/// place verbatim in `inferenceConfig`.
///
/// `topK` is deliberately absent: Python routes it to
/// `additionalModelRequestFields` for Anthropic base models and to
/// `inferenceConfig` otherwise, and that branch reads the model catalog the
/// core cannot see.
const SUPPORTED_PARAMS: &[&str] = &["maxTokens", "temperature", "topP", "stopSequences"];
/// Params that belong in `inferenceConfig`, in the order Python's
/// `AmazonConverseConfig` declares them, so bodies compare cleanly.
const INFERENCE_CONFIG_PARAMS: &[&str] = SUPPORTED_PARAMS;
const AWS_BEDROCK_RUNTIME_ENDPOINT: &str = "aws_bedrock_runtime_endpoint";
/// AWS call configuration a host passes down: consumed for signing and endpoint
/// resolution, never serialized into the Converse body.
const CONFIG_PARAMS: &[&str] = &[
"aws_access_key_id",
"aws_secret_access_key",
"aws_session_token",
"aws_region_name",
"aws_session_name",
"aws_profile_name",
"aws_role_name",
"aws_web_identity_token",
"aws_sts_endpoint",
"aws_external_id",
AWS_BEDROCK_RUNTIME_ENDPOINT,
];
const CONVERSE_PATH_SUFFIX: &str = "/converse";
pub struct BedrockChatCompletionsConfig;
pub const BEDROCK_CHAT_COMPLETIONS_CONFIG: BedrockChatCompletionsConfig =
BedrockChatCompletionsConfig;
fn converse_body(conversation: &Conversation, params: &Map<String, Value>) -> Value {
let messages: Vec<Value> = conversation
.turns
.iter()
.map(|turn| {
json!({
"role": turn.role.as_str(),
"content": turn.texts.iter().map(|text| json!({"text": text})).collect::<Vec<_>>(),
})
})
.collect();
let inference_config = Map::from_iter(INFERENCE_CONFIG_PARAMS.iter().filter_map(|name| {
params
.get(*name)
.map(|value| ((*name).to_string(), value.clone()))
}));
let system: Vec<Value> = conversation
.system
.iter()
.map(|text| json!({"text": text}))
.collect();
Value::Object(Map::from_iter(
[
(
"inferenceConfig".to_string(),
Value::Object(inference_config),
),
("messages".to_string(), json!(messages)),
]
.into_iter()
.chain((!system.is_empty()).then(|| ("system".to_string(), json!(system)))),
))
}
fn has_blank_text(message: &ChatMessage) -> bool {
match &message.content {
None => false,
Some(ChatMessageContent::Text(text)) => text.trim().is_empty(),
Some(ChatMessageContent::Parts(parts)) => parts.iter().any(|part| {
part.get("text")
.and_then(Value::as_str)
.is_none_or(|text| text.trim().is_empty())
}),
}
}
impl ChatCompletionsProviderConfig for BedrockChatCompletionsConfig {
fn complete_url(
&self,
api_base: Option<&str>,
model: &str,
optional_params: &Map<String, Value>,
env_lookup: &dyn Fn(&str) -> Option<String>,
) -> CoreResult<String> {
let (model_id, model_region) = bedrock_model_id_and_region(model);
let region = resolve_bedrock_region(model_region.as_deref(), optional_params, env_lookup);
let endpoint = optional_params
.get(AWS_BEDROCK_RUNTIME_ENDPOINT)
.and_then(Value::as_str)
.or(api_base)
.map(str::trim)
.filter(|value| !value.is_empty())
.map(str::to_string)
.unwrap_or_else(|| BEDROCK_RUNTIME_ENDPOINT_TEMPLATE.replace("{region}", &region));
let endpoint = endpoint.trim_end_matches('/');
// A host that already built the full Converse URL (LiteLLM's Python
// path encodes the model id itself) passes it through untouched, the
// way the Anthropic config leaves a complete `/v1/messages` URL alone.
if endpoint.ends_with(CONVERSE_PATH_SUFFIX) {
return Ok(endpoint.to_string());
}
Ok(format!("{endpoint}/model/{model_id}{CONVERSE_PATH_SUFFIX}"))
}
fn auth(
&self,
api_key: Option<&str>,
model: &str,
optional_params: &Map<String, Value>,
env_lookup: &dyn Fn(&str) -> Option<String>,
) -> CoreResult<ChatCompletionsAuth> {
// Python reads `api_key` as the Bedrock bearer token and consults the
// env only when the caller passed none, so a caller-supplied empty key
// falls through to SigV4 without reaching for the environment. An
// all-whitespace token stays a bearer token here because Python sends
// it too: treating it as absent would sign as the host principal
// instead, which is the identity swap this branch exists to prevent.
let bearer = match api_key {
Some(key) => Some(key.to_string()),
None => env_lookup(AWS_BEARER_TOKEN_BEDROCK),
}
.filter(|token| !token.is_empty());
if let Some(token) = bearer {
return Ok(ChatCompletionsAuth::Bearer { token });
}
let (_, model_region) = bedrock_model_id_and_region(model);
Ok(ChatCompletionsAuth::AwsSigV4 {
region: resolve_bedrock_region(model_region.as_deref(), optional_params, env_lookup),
})
}
fn default_headers(&self) -> &'static [(&'static str, &'static str)] {
&[("Content-Type", "application/json")]
}
fn supported_params(&self) -> &'static [&'static str] {
SUPPORTED_PARAMS
}
fn config_params(&self) -> &'static [&'static str] {
CONFIG_PARAMS
}
fn unsupported_reason(
&self,
messages: &[ChatMessage],
optional_params: &Map<String, Value>,
) -> Option<Unsupported> {
unsupported_param(SUPPORTED_PARAMS, CONFIG_PARAMS, optional_params)
.or_else(|| messages.iter().find_map(unsupported_message))
// Python's Converse translation drops blank text blocks instead of
// substituting the placeholder the shared conversation builder
// applies, so decline blank text rather than diverge.
.or_else(|| {
messages
.iter()
.any(has_blank_text)
.then_some(Unsupported("blank message text"))
})
// Converse has no assistant prefill: Python inserts a continue turn
// when a conversation opens or closes on an assistant message, and
// only under `litellm.modify_params`, which the core cannot see.
// Declining both ends also keeps the shared builder's final
// assistant right-strip (an Anthropic rule) unreachable here.
.or_else(|| {
let conversation = build_conversation(messages);
let ends_on_assistant = conversation
.turns
.last()
.is_some_and(|turn| turn.role == TurnRole::Assistant);
(!conversation.opens_on_user_turn() || ends_on_assistant).then_some(Unsupported(
"conversation does not run user turn to user turn",
))
})
}
fn transform_request(
&self,
_model: &str,
messages: Vec<ChatMessage>,
optional_params: Map<String, Value>,
) -> CoreResult<ProviderChatRequestData> {
Ok(ProviderChatRequestData {
body: converse_body(&build_conversation(&messages), &optional_params),
})
}
fn transform_response(
&self,
model: &str,
response: ProviderChatResponseData,
) -> CoreResult<ChatCompletionsResponse> {
let body = response.body.as_object().ok_or_else(|| {
CoreError::InvalidResponse("converse response is not an object".into())
})?;
let content = body
.get("output")
.and_then(|output| output.get("message"))
.and_then(|message| message.get("content"))
.and_then(Value::as_array)
.ok_or(CoreError::MissingField("output.message.content"))?;
// The route declines tool requests, so anything other than a text block
// is something this path never asked for. Decline; the host falls back.
if content.iter().any(|block| {
block
.as_object()
.is_none_or(|block| block.len() != 1 || !block.contains_key("text"))
}) {
return Err(CoreError::Unsupported("non-text response content block"));
}
let text: String = content
.iter()
.filter_map(|block| block.get("text").and_then(Value::as_str))
.collect();
let usage = body
.get("usage")
.and_then(Value::as_object)
.ok_or(CoreError::MissingField("usage"))?;
let field = |name: &str| usage.get(name).and_then(Value::as_u64).unwrap_or(0);
let computed = usage_from_parts(
field("inputTokens"),
field("outputTokens"),
field("cacheReadInputTokens"),
field("cacheWriteInputTokens"),
);
// Converse reports `totalTokens` and Python passes it straight through,
// where Anthropic has no such field and Python adds the two counts
// instead, so only this provider overrides the computed total. Python
// does a bare `usage["totalTokens"]` lookup, so a body without the key
// raises there rather than reporting a zero; fall back to the computed
// total, which is the closest thing to that without failing the call.
let usage = ChatCompletionsUsage {
total_tokens: usage
.get("totalTokens")
.and_then(Value::as_u64)
.unwrap_or(computed.total_tokens),
..computed
};
Ok(ChatCompletionsResponse {
created: unix_now(),
// Converse echoes no model id, so Python reports the requested one.
model: model.to_string(),
choices: vec![ChatCompletionsChoice {
index: 0,
message: ChatCompletionsChoiceMessage {
role: "assistant".to_string(),
// Converse assigns the joined string unconditionally, so an
// empty response is `""` here and not `None` as it is on
// Anthropic. A caller calling `.strip()` on it would break
// on this path alone.
content: Some(text),
},
finish_reason: finish_reason_for(
body.get("stopReason").and_then(Value::as_str).unwrap_or(""),
)
.to_string(),
}],
usage,
})
}
}
#[cfg(test)]
#[path = "tests.rs"]
mod tests;

25
litellm-rust/crates/core/src/providers/bedrock/constants.rs
View file

@ -11,6 +11,31 @@ pub const AWS_ROLE_ARN: &str = "AWS_ROLE_ARN";
pub const AWS_WEB_IDENTITY_TOKEN_FILE: &str = "AWS_WEB_IDENTITY_TOKEN_FILE";
pub const AWS_STS_ENDPOINT: &str = "AWS_STS_ENDPOINT";
pub const AWS_EXTERNAL_ID: &str = "AWS_EXTERNAL_ID";
pub const AWS_BEARER_TOKEN_BEDROCK: &str = "AWS_BEARER_TOKEN_BEDROCK";
/// Headers SigV4 covers, beyond the `x-amz-` / `x-amzn-` prefixes. Mirrors
/// Python's `_filter_headers_for_aws_signature` allowlist.
pub const AWS_SIGNED_HEADER_NAMES: &[&str] = &[
"host",
"content-type",
"date",
"x-amz-date",
"x-amz-security-token",
"x-amz-content-sha256",
"x-amz-algorithm",
"x-amz-credential",
"x-amz-signedheaders",
"x-amz-signature",
];
/// Headers the signer emits itself. Mirrors Python's `SIGV4_COMPUTED_HEADERS`,
/// which the reattach loop skips so a caller's copy cannot ride alongside the
/// computed one.
pub const SIGV4_COMPUTED_HEADER_NAMES: &[&str] = &[
"authorization",
"x-amz-date",
"x-amz-security-token",
"date",
];
pub const BEDROCK_SERVICE: &str = "bedrock";
pub const DEFAULT_SESSION_NAME_PREFIX: &str = "litellm-session";
pub const DEFAULT_BEDROCK_REGION: &str = "us-west-2";

1
litellm-rust/crates/core/src/providers/bedrock/mod.rs
View file

@ -5,4 +5,5 @@
#[cfg(feature = "bedrock-auth")]
pub mod audio_transcription;
pub mod aws_base;
pub mod chat_completions;
mod constants;

197
litellm-rust/crates/python-bridge/src/lib.rs
View file

@ -6,6 +6,10 @@ use litellm_ai_gateway::io::audio_transcription::{
};
use litellm_ai_gateway::io::ocr::{OcrRequest, ocr as run_ocr};
use litellm_ai_gateway::io::responses_ws::ResponsesWebSocketConnection as RustResponsesWebSocketConnection;
use litellm_core::chat_completions::types::{ChatCompletionsRequest, ChatCompletionsResponse};
use litellm_core::chat_completions::{
chat_completions as run_chat_completions, chat_completions_decline_reason,
};
use litellm_core::error::CoreError;
use litellm_core::messages::messages as run_messages;
use litellm_core::messages::types::{AnthropicMessagesResponse, MessagesRequest};
@ -16,6 +20,20 @@ use serde_json::{Map, Value};
mod gil;
pyo3::create_exception!(
_native,
RustBridgeDeclined,
pyo3::exceptions::PyException,
"The route declined before calling the provider, so the host may retry on its own path."
);
pyo3::create_exception!(
_native,
RustUpstreamError,
pyo3::exceptions::PyException,
"The provider call was already issued and failed. Args are (status, message); status is 0 when there was no HTTP response."
);
type MarshaledOcrInputs = (
Value,
Option<Map<String, Value>>,
@ -45,6 +63,15 @@ fn messages_response_to_py(
json_to_py(py, value)
}
fn chat_completions_response_to_py(
py: Python<'_>,
response: ChatCompletionsResponse,
) -> PyResult<Py<PyAny>> {
let value =
serde_json::to_value(response).map_err(|err| PyValueError::new_err(err.to_string()))?;
json_to_py(py, value)
}
fn core_error_to_pyerr(err: CoreError) -> PyErr {
match err {
CoreError::Auth(message) => PyValueError::new_err(message),
@ -56,6 +83,33 @@ fn core_error_to_pyerr(err: CoreError) -> PyErr {
}
}
/// Map a core error for a route whose host keeps a Python implementation.
///
/// The distinction the host needs is whether the provider was already called.
/// Everything raised before the request goes out is safe for the host to retry
/// on its own path; anything after it is not, because the provider has already
/// done the work and billed for it.
fn chat_completions_error_to_pyerr(err: CoreError) -> PyErr {
match err {
CoreError::Unsupported(_)
| CoreError::Auth(_)
| CoreError::InvalidProvider(_)
| CoreError::InvalidRequest(_)
| CoreError::InvalidType { .. }
| CoreError::MissingField(_)
| CoreError::Routing(_)
// Nothing reached the provider, so serving it on Python cannot double
// bill and is the only way the caller gets an answer at all.
| CoreError::Connect(_) => RustBridgeDeclined::new_err(err.to_string()),
CoreError::Http { status, body } => {
RustUpstreamError::new_err((status, format!("{status}: {body}")))
}
CoreError::Network(message) | CoreError::InvalidResponse(message) => {
RustUpstreamError::new_err((0u16, message))
}
}
}
fn optional_object_to_map(
py: Python<'_>,
name: &'static str,
@ -430,6 +484,143 @@ fn amessages(
})
}
type MarshaledChatCompletionsInputs = (
Value,
Map<String, Value>,
Option<Map<String, Value>>,
Option<Duration>,
);
fn marshal_chat_completions_inputs(
py: Python<'_>,
messages: Py<PyAny>,
optional_params: Option<Py<PyAny>>,
extra_headers: Option<Py<PyAny>>,
timeout_seconds: Option<f64>,
) -> PyResult<MarshaledChatCompletionsInputs> {
let messages = py_to_json(py, messages.bind(py))?;
if !messages.is_array() {
return Err(PyValueError::new_err("messages must be a list"));
}
let optional_params = optional_object_to_map(py, "optional_params", optional_params)?;
let extra_headers = match extra_headers {
Some(headers) => Some(optional_object_to_map(py, "extra_headers", Some(headers))?),
None => None,
};
Ok((
messages,
optional_params,
extra_headers,
optional_timeout(timeout_seconds),
))
}
/// The decline reason for this request, or `None` when the Rust path accepts
/// it. Resolves no credentials and performs no I/O, so a host can ask before
/// committing to either path.
#[pyfunction]
#[pyo3(signature = (model, messages, optional_params=None, custom_llm_provider=None))]
fn chat_completions_decline(
py: Python<'_>,
model: String,
messages: Py<PyAny>,
optional_params: Option<Py<PyAny>>,
custom_llm_provider: Option<String>,
) -> PyResult<Option<String>> {
let messages = py_to_json(py, messages.bind(py))?;
let optional_params = optional_object_to_map(py, "optional_params", optional_params)?;
Ok(chat_completions_decline_reason(
&model,
custom_llm_provider.as_deref(),
messages,
&optional_params,
)
.map(str::to_string))
}
#[pyfunction]
#[pyo3(signature = (model, messages, optional_params=None, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, timeout_seconds=None))]
#[allow(clippy::too_many_arguments)]
fn chat_completions(
py: Python<'_>,
model: String,
messages: Py<PyAny>,
optional_params: Option<Py<PyAny>>,
api_key: Option<String>,
api_base: Option<String>,
custom_llm_provider: Option<String>,
extra_headers: Option<Py<PyAny>>,
timeout_seconds: Option<f64>,
) -> PyResult<Py<PyAny>> {
let (messages, optional_params, extra_headers, timeout) = marshal_chat_completions_inputs(
py,
messages,
optional_params,
extra_headers,
timeout_seconds,
)?;
let result = gil::release_gil(py, || {
pyo3_async_runtimes::tokio::get_runtime().block_on(run_chat_completions(
ChatCompletionsRequest {
model: &model,
messages,
optional_params,
api_key: api_key.as_deref(),
api_base: api_base.as_deref(),
custom_llm_provider: custom_llm_provider.as_deref(),
extra_headers,
timeout,
},
))
});
match result {
Ok(response) => chat_completions_response_to_py(py, response),
Err(err) => Err(chat_completions_error_to_pyerr(err)),
}
}
#[pyfunction]
#[pyo3(signature = (model, messages, optional_params=None, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, timeout_seconds=None))]
#[allow(clippy::too_many_arguments)]
fn achat_completions(
py: Python<'_>,
model: String,
messages: Py<PyAny>,
optional_params: Option<Py<PyAny>>,
api_key: Option<String>,
api_base: Option<String>,
custom_llm_provider: Option<String>,
extra_headers: Option<Py<PyAny>>,
timeout_seconds: Option<f64>,
) -> PyResult<Bound<'_, PyAny>> {
let (messages, optional_params, extra_headers, timeout) = marshal_chat_completions_inputs(
py,
messages,
optional_params,
extra_headers,
timeout_seconds,
)?;
pyo3_async_runtimes::tokio::future_into_py(py, async move {
let response = run_chat_completions(ChatCompletionsRequest {
model: &model,
messages,
optional_params,
api_key: api_key.as_deref(),
api_base: api_base.as_deref(),
custom_llm_provider: custom_llm_provider.as_deref(),
extra_headers,
timeout,
})
.await
.map_err(chat_completions_error_to_pyerr)?;
Python::attach(|py| chat_completions_response_to_py(py, response))
})
}
#[pyfunction]
fn gil_stats(py: Python<'_>) -> PyResult<Py<PyAny>> {
let stats = PyDict::new(py);
@ -439,12 +630,18 @@ fn gil_stats(py: Python<'_>) -> PyResult<Py<PyAny>> {
#[pymodule]
fn _native(module: &Bound<'_, PyModule>) -> PyResult<()> {
let py = module.py();
module.add_function(wrap_pyfunction!(ocr, module)?)?;
module.add_function(wrap_pyfunction!(aocr, module)?)?;
module.add_function(wrap_pyfunction!(transcription, module)?)?;
module.add_function(wrap_pyfunction!(atranscription, module)?)?;
module.add_function(wrap_pyfunction!(messages, module)?)?;
module.add_function(wrap_pyfunction!(amessages, module)?)?;
module.add("RustBridgeDeclined", py.get_type::<RustBridgeDeclined>())?;
module.add("RustUpstreamError", py.get_type::<RustUpstreamError>())?;
module.add_function(wrap_pyfunction!(chat_completions_decline, module)?)?;
module.add_function(wrap_pyfunction!(chat_completions, module)?)?;
module.add_function(wrap_pyfunction!(achat_completions, module)?)?;
module.add_class::<ResponsesWebSocketConnection>()?;
module.add_function(wrap_pyfunction!(gil_stats, module)?)?;
Ok(())

1
litellm/__init__.py
View file

@ -453,6 +453,7 @@ max_end_user_budget_id: Optional[str] = None
# backwards compatibility — arbitrary client-supplied identifiers still
# pass through unchanged.
validate_end_user_id_in_db: bool = False
block_requests_for_models_without_pricing: bool = False
disable_end_user_cost_tracking: Optional[bool] = None
disable_end_user_cost_tracking_prometheus_only: Optional[bool] = None
enable_end_user_cost_tracking_prometheus_only: Optional[bool] = None

105
litellm/_logging.py
View file

@ -8,6 +8,12 @@ from logging import Formatter
from typing import Any, Final
import litellm
from litellm.constants import (
LITELLM_TRUNCATED_PAYLOAD_FIELD,
LITELLM_TRUNCATION_STDOUT_SAFEGUARD_NOTE,
MAX_STRING_LENGTH_STDOUT_LOG,
)
from litellm.litellm_core_utils.env_utils import get_env_int
from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
from litellm.litellm_core_utils.safe_json_loads import safe_json_loads
from litellm.litellm_core_utils.secret_redaction import redact_string, redact_structured_value
@ -82,6 +88,24 @@ def redact_secrets(value: str) -> str:
return _redact_string(value)
def _substituted_color_message(record: logging.LogRecord) -> str | None:
"""Render a record's ``color_message`` against its args, or None if absent.
uvicorn's colorized formatter re-renders `color_message` against
record.args at emit time (see uvicorn.logging.ColourizedFormatter) instead
of using the already-formatted record.msg, so it has to be substituted
before args are cleared or it is later formatted with no args and prints
the raw "%s://%s:%d" placeholders instead of the URL.
"""
color_message: Final = record.__dict__.get("color_message")
if not isinstance(color_message, str) or not record.args:
return None
try:
return color_message % record.args
except TypeError:
return color_message
class SecretRedactionFilter(logging.Filter):
"""Scrubs known secret/credential patterns from log records."""
@ -91,6 +115,12 @@ class SecretRedactionFilter(logging.Filter):
if not _ENABLE_SECRET_REDACTION:
return True
# Runs before args are cleared, and before the extra-field loop below
# that redacts the substituted result.
substituted_color_message: Final = _substituted_color_message(record)
if substituted_color_message is not None:
record.color_message = substituted_color_message # rebind-ok: a Filter scrubs records in place
try:
record.msg = _redact_string(record.getMessage())
record.args = None
@ -101,7 +131,7 @@ class SecretRedactionFilter(logging.Filter):
# Redact exception tracebacks
if record.exc_info and record.exc_info[1] is not None:
try:
record.exc_text = _redact_string(self._formatter.formatException(record.exc_info))
record.exc_text = _redact_string(record.exc_text or self._formatter.formatException(record.exc_info))
except Exception:
pass
@ -116,6 +146,72 @@ class SecretRedactionFilter(logging.Filter):
_secret_filter: Final = SecretRedactionFilter()
def _get_max_string_length_stdout_log() -> int:
"""Read the limit per record so a value loaded later via proxy config
environment_variables is honored."""
return get_env_int("MAX_STRING_LENGTH_STDOUT_LOG", MAX_STRING_LENGTH_STDOUT_LOG)
def _stdout_truncation_marker(skipped_chars: int) -> str:
return (
f"... ({LITELLM_TRUNCATED_PAYLOAD_FIELD} skipped {skipped_chars} chars. "
f"{LITELLM_TRUNCATION_STDOUT_SAFEGUARD_NOTE}) ..."
)
def _truncate_for_stdout_log(text: str, limit: int) -> str:
kept_chars: Final = limit - len(_stdout_truncation_marker(len(text)))
if kept_chars <= 0:
return text[:limit]
head_chars: Final = kept_chars // 2
tail_chars: Final = kept_chars - head_chars
return f"{text[:head_chars]}{_stdout_truncation_marker(len(text) - kept_chars)}{text[-tail_chars:]}"
class StdoutLogTruncationFilter(logging.Filter):
"""Bounds how much of an oversized log line reaches stdout.
A provider error string can echo the whole request payload, so one failed agentic
request writes hundreds of KB to stdout, repeatedly as the exception propagates from
the router to the proxy handler and into its traceback, all inline on the event loop.
DEBUG records pass through untouched, since dumping full payloads is the point of
`--detailed_debug`, and logging callbacks (OTEL, Datadog, etc.) don't run through
logging filters at all, so they still get the untruncated error.
"""
_formatter = logging.Formatter()
def filter(self, record: logging.LogRecord) -> bool:
if record.levelno < logging.INFO:
return True
limit: Final = _get_max_string_length_stdout_log()
if limit <= 0:
return True
try:
message: Final = record.getMessage()
except (TypeError, ValueError):
return True
if len(message) > limit:
record.msg = _truncate_for_stdout_log(message, limit) # rebind-ok: the Filter interface mutates the record
record.args = None # rebind-ok: args are consumed by the truncated message above
if isinstance(record.exc_info, tuple):
exc_text: Final = record.exc_text or self._formatter.formatException(record.exc_info)
if len(exc_text) > limit:
record.exc_text = _truncate_for_stdout_log( # rebind-ok: the Filter interface mutates the record
exc_text, limit
)
return True
_stdout_truncation_filter: Final = StdoutLogTruncationFilter()
class CorrelationContextFilter(logging.Filter):
"""Stamps each log record with the current request's trace_id and session_id from contextvars.
@ -301,6 +397,7 @@ def _setup_json_exception_handlers(formatter):
error_handler: Final = logging.StreamHandler()
error_handler.setFormatter(formatter)
error_handler.addFilter(_secret_filter)
error_handler.addFilter(_stdout_truncation_filter)
error_handler.addFilter(_correlation_filter)
# Setup excepthook for uncaught exceptions
@ -365,6 +462,12 @@ verbose_router_logger.addHandler(handler)
verbose_proxy_logger.addHandler(handler)
verbose_logger.addHandler(handler)
# Filters attached to the logger, not the handler, survive callers swapping in their own
# handlers (JSON mode, uvicorn log config, a host app's root handler).
verbose_router_logger.addFilter(_stdout_truncation_filter)
verbose_proxy_logger.addFilter(_stdout_truncation_filter)
verbose_logger.addFilter(_stdout_truncation_filter)
def _suppress_loggers():
"""Suppress noisy loggers at INFO level"""

101
litellm/_redis.py
View file

@ -17,6 +17,7 @@ from typing import Final
import redis
import redis.asyncio as async_redis
from redis.credentials import CredentialProvider
from litellm import get_secret, get_secret_str
from litellm._redis_credential_provider import (
@ -134,6 +135,7 @@ def _get_redis_cluster_kwargs(client=None):
"ssl_check_hostname",
"ssl_ca_certs",
"redis_connect_func", # Needed for sync clusters and IAM detection
"credential_provider",
"gcp_service_account",
"gcp_ssl_ca_certs",
"azure_redis_ad_token",
@ -549,14 +551,22 @@ def _init_redis_sentinel(redis_kwargs) -> redis.Redis:
return sentinel.master_for(service_name, **connection_kwargs)
def _sentinel_auth_kwargs(connection_kwargs: dict, sentinel_password: str | None) -> dict:
"""The Sentinel monitors are separate servers that authenticate with their own password, so the
data node's credential provider never belongs on them: leaving it there makes redis-py send the
data node's token to a monitor, which fails whether the monitor is unauthenticated or has its
own password."""
kept: Final = ((k, v) for k, v in connection_kwargs.items() if k != "credential_provider")
return dict(kept, password=sentinel_password)
def _init_async_redis_sentinel(redis_kwargs) -> async_redis.Redis:
sentinel_nodes: Final = redis_kwargs.get("sentinel_nodes")
sentinel_password: Final = redis_kwargs.get("sentinel_password")
service_name: Final = redis_kwargs.get("service_name")
connection_kwargs: Final = _get_redis_sentinel_connection_kwargs(redis_kwargs)
connection_kwargs.setdefault("socket_timeout", REDIS_SOCKET_TIMEOUT)
sentinel_kwargs: Final = dict(connection_kwargs)
sentinel_kwargs["password"] = sentinel_password
sentinel_kwargs: Final = _sentinel_auth_kwargs(connection_kwargs, sentinel_password)
if not sentinel_nodes or not service_name:
raise ValueError("Both 'sentinel_nodes' and 'service_name' are required for Redis Sentinel.")
@ -574,6 +584,36 @@ def _init_async_redis_sentinel(redis_kwargs) -> async_redis.Redis:
return sentinel.master_for(service_name, **connection_kwargs)
def _async_credential_provider(redis_connect_func: object | None) -> CredentialProvider | None:
"""The Azure AD and GCP IAM connect funcs run their AUTH exchange with the blocking client
API, so on an async connection their ``send_command``/``read_response`` calls return
coroutines nobody awaits and every connect fails. Async paths authenticate through a
``CredentialProvider`` instead, which redis-py consults per connection so the token stays
fresh. Any other ``redis_connect_func`` is left where it is, since redis-py awaits it
itself when it is a coroutine function."""
gcp_service_account: Final = getattr(redis_connect_func, "_gcp_service_account", None)
if gcp_service_account is not None:
return GCPIAMCredentialProvider(gcp_service_account)
azure_credential: Final = getattr(redis_connect_func, "_azure_credential", None)
if azure_credential is not None:
return AzureADCredentialProvider(azure_credential, username=os.environ.get("REDIS_USERNAME") or None)
return None
def _async_auth_kwargs(redis_kwargs: dict) -> dict:
"""Swaps a connect func an async path cannot run for the equivalent credential provider,
which supersedes any static username or password redis-py would otherwise reject it with."""
credential_provider: Final = _async_credential_provider(redis_kwargs.get("redis_connect_func"))
if credential_provider is None:
return redis_kwargs
superseded: Final = frozenset({"redis_connect_func", "username", "password"})
kept: Final = ((k, v) for k, v in redis_kwargs.items() if k not in superseded)
return dict(kept, credential_provider=credential_provider) # mutable-ok: the branches below mutate these kwargs
def get_redis_client(**env_overrides):
redis_kwargs: Final = _get_redis_client_logic(**env_overrides)
@ -600,7 +640,7 @@ def get_redis_async_client(
connection_pool: async_redis.BlockingConnectionPool | None = None,
**env_overrides,
) -> async_redis.Redis | async_redis.RedisCluster:
redis_kwargs: Final = _get_redis_client_logic(**env_overrides)
redis_kwargs: Final = _async_auth_kwargs(_get_redis_client_logic(**env_overrides))
if "startup_nodes" in redis_kwargs:
from redis.cluster import ClusterNode
@ -611,28 +651,12 @@ def get_redis_async_client(
if arg in args:
cluster_kwargs[arg] = redis_kwargs[arg]
# Handle GCP IAM authentication for async clusters
redis_connect_func = cluster_kwargs.pop("redis_connect_func", None)
# Use a CredentialProvider so the IAM token is regenerated on every new
# connection — mirrors the sync path where redis_connect_func is invoked
# per connection. Without this, the token would expire after ~1 hour.
if redis_connect_func and hasattr(redis_connect_func, "_gcp_service_account"):
cluster_kwargs["credential_provider"] = GCPIAMCredentialProvider(redis_connect_func._gcp_service_account)
# Handle Azure AD authentication for async clusters via CredentialProvider
# so the credential's internal cache + silent refresh runs per connection
# (mirrors GCP IAM above; avoids static-token-baked-in-pool expiry).
elif redis_connect_func and hasattr(redis_connect_func, "_azure_credential"):
cluster_kwargs["credential_provider"] = AzureADCredentialProvider(
redis_connect_func._azure_credential,
username=os.environ.get("REDIS_USERNAME") or None,
)
new_startup_nodes: Final[list[ClusterNode]] = []
for item in redis_kwargs["startup_nodes"]:
new_startup_nodes.append(ClusterNode(**item))
cluster_kwargs.pop("startup_nodes", None)
cluster_kwargs.pop("redis_connect_func", None)
# Default to a periodic health check + TCP keepalive so a connection silently dropped
# by a cluster restart (e.g. ElastiCache Serverless maintenance) is revalidated and
@ -641,8 +665,16 @@ def get_redis_async_client(
cluster_kwargs.setdefault("health_check_interval", REDIS_CLUSTER_HEALTH_CHECK_INTERVAL)
cluster_kwargs.setdefault("socket_keepalive", True)
# A single node's client-side timeout must reset only that node's connections,
# not tear down the whole cluster client for every concurrent caller.
from litellm.caching.redis_cluster_node_isolation import (
get_litellm_async_redis_cluster_class,
)
async_redis_cluster_class: Final = get_litellm_async_redis_cluster_class()
# Create async RedisCluster with IAM token as password if available
cluster_client: Final = async_redis.RedisCluster(
cluster_client: Final = async_redis_cluster_class(
startup_nodes=new_startup_nodes,
**cluster_kwargs,
)
@ -667,19 +699,6 @@ def get_redis_async_client(
if "sentinel_nodes" in redis_kwargs and "service_name" in redis_kwargs:
return _init_async_redis_sentinel(redis_kwargs)
# Wrap GCP / Azure AD auth in a CredentialProvider for the standard async
# Redis client. The async client doesn't support redis_connect_func, but it
# does honour credential_provider — which is called per connection, so the
# underlying SDK can refresh tokens silently before they expire.
redis_connect_func = redis_kwargs.pop("redis_connect_func", None)
if redis_connect_func and hasattr(redis_connect_func, "_azure_credential"):
redis_kwargs["credential_provider"] = AzureADCredentialProvider(
redis_connect_func._azure_credential,
username=os.environ.get("REDIS_USERNAME") or None,
)
elif redis_connect_func and hasattr(redis_connect_func, "_gcp_service_account"):
redis_kwargs["credential_provider"] = GCPIAMCredentialProvider(redis_connect_func._gcp_service_account)
_pretty_print_redis_config(redis_kwargs=redis_kwargs)
if connection_pool is not None:
@ -693,7 +712,7 @@ def get_redis_async_client(
def get_redis_connection_pool(
**env_overrides,
) -> async_redis.BlockingConnectionPool | None:
redis_kwargs: Final = _get_redis_client_logic(**env_overrides)
redis_kwargs: Final = _async_auth_kwargs(_get_redis_client_logic(**env_overrides))
verbose_logger.debug("get_redis_connection_pool: redis_kwargs", redis_kwargs)
if "startup_nodes" in redis_kwargs:
@ -714,18 +733,6 @@ def get_redis_connection_pool(
)
return async_redis.BlockingConnectionPool.from_url(**pool_kwargs)
# Wrap GCP / Azure AD auth in a CredentialProvider so pool-managed
# connections re-fetch tokens via the SDK's internal cache + silent refresh
# rather than reusing a single token captured at pool creation.
redis_connect_func: Final = redis_kwargs.pop("redis_connect_func", None)
if redis_connect_func and hasattr(redis_connect_func, "_azure_credential"):
redis_kwargs["credential_provider"] = AzureADCredentialProvider(
redis_connect_func._azure_credential,
username=os.environ.get("REDIS_USERNAME") or None,
)
elif redis_connect_func and hasattr(redis_connect_func, "_gcp_service_account"):
redis_kwargs["credential_provider"] = GCPIAMCredentialProvider(redis_connect_func._gcp_service_account)
if redis_kwargs.pop("ssl", None):
redis_kwargs["connection_class"] = async_redis.SSLConnection
return async_redis.BlockingConnectionPool(timeout=REDIS_CONNECTION_POOL_TIMEOUT, **redis_kwargs)

40
litellm/batches/batch_utils.py
View file

@ -296,6 +296,32 @@ def calculate_vertex_ai_batch_cost_and_usage(
)
def _provider_output_file_id(output_file_id: str) -> str:
"""
Resolve the file id the provider actually knows: unified ids yield their embedded
llm_output_file_id, model-encoded ids decode to the raw provider id, raw ids pass through.
"""
from litellm.proxy.openai_files_endpoints.common_utils import (
_is_base64_encoded_unified_file_id,
get_original_file_id,
)
unified_file_id: Final = _is_base64_encoded_unified_file_id(output_file_id)
if not unified_file_id:
return get_original_file_id(output_file_id)
try:
extracted: Final = unified_file_id.split("llm_output_file_id,")[1].split(";")[0]
except (IndexError, AttributeError) as e:
verbose_logger.error(
"Failed to extract LLM output file ID from unified file ID: %s, error: %s",
output_file_id,
e,
)
return output_file_id
verbose_logger.debug("Extracted LLM output file ID from unified file ID: %s", extracted)
return extracted
async def _fetch_batch_output_file_content(
batch: Batch,
custom_llm_provider: Literal["openai", "azure", "vertex_ai", "hosted_vllm", "anthropic"] = "openai",
@ -311,23 +337,11 @@ async def _fetch_batch_output_file_content(
Required for Azure and other providers that need authentication
"""
from litellm.files.main import afile_content
from litellm.proxy.openai_files_endpoints.common_utils import (
_is_base64_encoded_unified_file_id,
)
if batch.output_file_id is None:
raise ValueError("Output file id is None cannot retrieve file content")
file_id = batch.output_file_id
is_base64_unified_file_id: Final = _is_base64_encoded_unified_file_id(file_id)
if is_base64_unified_file_id:
try:
file_id = is_base64_unified_file_id.split("llm_output_file_id,")[1].split(";")[0]
verbose_logger.debug("Extracted LLM output file ID from unified file ID: %s", file_id)
except (IndexError, AttributeError) as e:
verbose_logger.error(
"Failed to extract LLM output file ID from unified file ID: %s, error: %s", batch.output_file_id, e
)
file_id: Final = _provider_output_file_id(batch.output_file_id)
# Build kwargs for afile_content with credentials from litellm_params
file_content_kwargs: Final = {

8
litellm/caching/_embedding_router.py
View file

@ -16,6 +16,7 @@ from collections.abc import Sequence
from typing import TYPE_CHECKING, Any, Final
import litellm
from litellm.constants import SEMANTIC_CACHE_EMBEDDING_TIMEOUT_SECONDS
if TYPE_CHECKING:
from litellm.router import Router
@ -60,6 +61,13 @@ def resolve_embedding_max_input_tokens(
return deployment_max_input_tokens
def resolve_embedding_timeout(configured_timeout: float | None) -> float:
"""Explicit cache setting first, else the short semantic-cache default."""
if configured_timeout is not None:
return configured_timeout
return SEMANTIC_CACHE_EMBEDDING_TIMEOUT_SECONDS
def truncate_embedding_input(prompt: str, embedding_model: str, max_input_tokens: int | None) -> str:
"""Keep only the first ``max_input_tokens`` tokens of ``prompt`` for the embedding call."""
if max_input_tokens is None:

5
litellm/caching/caching.py
View file

@ -98,6 +98,7 @@ class Cache:
qdrant_semantic_cache_embedding_model: str = "text-embedding-ada-002",
qdrant_semantic_cache_vector_size: int | None = None,
semantic_cache_embedding_max_input_tokens: int | None = None,
semantic_cache_embedding_timeout: float | None = None,
# GCP IAM authentication parameters
gcp_service_account: str | None = None,
gcp_ssl_ca_certs: str | None = None,
@ -124,6 +125,7 @@ class Cache:
qdrant_collection_name (str, optional): The name for your qdrant collection. Required if type is "qdrant-semantic".
similarity_threshold (float, optional): The similarity threshold for semantic-caching, Required if type is "redis-semantic" or "qdrant-semantic".
semantic_cache_embedding_max_input_tokens (int, optional): Truncate prompts to this many tokens before embedding them for semantic caching. Defaults to the embedding deployment's configured max_input_tokens.
semantic_cache_embedding_timeout (float, optional): Seconds a semantic-cache lookup may spend embedding the prompt before it gives up and lets the request continue to the LLM. Defaults to SEMANTIC_CACHE_EMBEDDING_TIMEOUT_SECONDS.
# Disk Cache Args
disk_cache_dir (str, optional): The directory for the disk cache. Defaults to None.
@ -195,6 +197,7 @@ class Cache:
embedding_model=redis_semantic_cache_embedding_model,
index_name=redis_semantic_cache_index_name,
embedding_max_input_tokens=semantic_cache_embedding_max_input_tokens,
embedding_timeout=semantic_cache_embedding_timeout,
**kwargs,
)
elif type == LiteLLMCacheType.VALKEY_SEMANTIC:
@ -211,6 +214,7 @@ class Cache:
index_name=valkey_semantic_cache_index_name,
startup_nodes=redis_startup_nodes,
embedding_max_input_tokens=semantic_cache_embedding_max_input_tokens,
embedding_timeout=semantic_cache_embedding_timeout,
**kwargs,
)
elif type == LiteLLMCacheType.QDRANT_SEMANTIC:
@ -223,6 +227,7 @@ class Cache:
embedding_model=qdrant_semantic_cache_embedding_model,
vector_size=qdrant_semantic_cache_vector_size,
embedding_max_input_tokens=semantic_cache_embedding_max_input_tokens,
embedding_timeout=semantic_cache_embedding_timeout,
)
elif type == LiteLLMCacheType.LOCAL:
self.cache = InMemoryCache()

34
litellm/caching/qdrant_semantic_cache.py
View file

@ -16,7 +16,11 @@ from typing import TYPE_CHECKING, Any, Final, cast
import litellm
from litellm._logging import print_verbose
from litellm.constants import QDRANT_SCALAR_QUANTILE, QDRANT_VECTOR_SIZE
from litellm.constants import (
QDRANT_SCALAR_QUANTILE,
QDRANT_VECTOR_SIZE,
SEMANTIC_CACHE_EMBEDDING_TIMEOUT_SECONDS,
)
from litellm.litellm_core_utils.prompt_templates.common_utils import (
get_str_from_messages,
)
@ -26,6 +30,7 @@ from ._embedding_router import (
build_router_embedding_metadata,
resolve_embedding_max_input_tokens,
resolve_embedding_router,
resolve_embedding_timeout,
truncate_embedding_input,
)
from .base_cache import BaseCache
@ -37,6 +42,7 @@ if TYPE_CHECKING:
class QdrantSemanticCache(BaseCache):
CACHE_KEY_FIELD_NAME = "litellm_cache_key"
embedding_max_input_tokens: int | None = None
embedding_timeout: float = SEMANTIC_CACHE_EMBEDDING_TIMEOUT_SECONDS
def __init__(
self,
@ -49,6 +55,7 @@ class QdrantSemanticCache(BaseCache):
host_type=None,
vector_size=None,
embedding_max_input_tokens: int | None = None,
embedding_timeout: float | None = None,
):
from litellm.llms.custom_httpx.http_handler import (
_get_httpx_client,
@ -68,6 +75,7 @@ class QdrantSemanticCache(BaseCache):
self.similarity_threshold = similarity_threshold
self.embedding_model = embedding_model
self.embedding_max_input_tokens = embedding_max_input_tokens
self.embedding_timeout = resolve_embedding_timeout(embedding_timeout)
self.vector_size = vector_size if vector_size is not None else QDRANT_VECTOR_SIZE
headers = {}
@ -222,11 +230,15 @@ class QdrantSemanticCache(BaseCache):
input=embedding_input,
cache={"no-store": True, "no-cache": True},
metadata=build_router_embedding_metadata(metadata),
timeout=self.embedding_timeout,
num_retries=0,
)
return litellm.embedding(
model=self.embedding_model,
input=embedding_input,
cache={"no-store": True, "no-cache": True},
timeout=self.embedding_timeout,
num_retries=0,
)
async def _get_async_embedding(self, prompt: str, metadata: dict[str, Any] | None = None) -> EmbeddingResponse:
@ -238,19 +250,25 @@ class QdrantSemanticCache(BaseCache):
router: Final = resolve_embedding_router(self.embedding_model, llm_router, llm_model_list)
embedding_input: Final = self._embedding_input(prompt, router)
if router is not None:
return await router.aembedding(
embedding_call: Final = (
router.aembedding(
model=self.embedding_model,
input=embedding_input,
cache={"no-store": True, "no-cache": True},
metadata=build_router_embedding_metadata(metadata),
timeout=self.embedding_timeout,
num_retries=0,
)
if router is not None
else litellm.aembedding(
model=self.embedding_model,
input=embedding_input,
cache={"no-store": True, "no-cache": True},
timeout=self.embedding_timeout,
num_retries=0,
)
return await litellm.aembedding(
model=self.embedding_model,
input=embedding_input,
cache={"no-store": True, "no-cache": True},
)
return await asyncio.wait_for(embedding_call, self.embedding_timeout)
def set_cache(self, key, value, **kwargs):
print_verbose(f"qdrant semantic-cache set_cache, kwargs: {kwargs}")

173
litellm/caching/redis_cluster_node_isolation.py Normal file
View file

@ -0,0 +1,173 @@
"""Bounds the blast radius of a single node's transient connection error on the async
Redis Cluster client.
redis-py's ``RedisCluster._execute_command`` responds to a ``ConnectionError`` or
``TimeoutError`` on ANY one node by tearing down every node's connections and flipping
the client into "needs reinitialization", which forces every other concurrent caller
sharing this client through one reinit lock until the whole cluster topology is
re-walked. Under real proxy load, a client-side socket timeout on a single node is a
routine event (the event loop was too busy to read the response before ``socket_timeout``
elapsed) and does not mean the cluster's topology moved, so treating it as a full-cluster
event turns one slow node into a proxy-wide latency spike while Redis itself stays
healthy -- confirmed live: pausing one of three local cluster nodes made every concurrent
command against the other two, untouched nodes stall for the full pause duration too.
``get_litellm_async_redis_cluster_class`` returns a ``RedisCluster`` subclass that resets
only the node that actually failed (mirroring what a plain, non-cluster Redis client
already does when one of its pooled connections errors), leaving every other node's
connections untouched. Every other branch (MOVED, ASK, CLUSTERDOWN, slot-not-covered,
retry-exhaustion) is unchanged from upstream, since those already carry real evidence the
topology changed.
"""
import asyncio
from typing import TYPE_CHECKING, Final, Protocol
from litellm._logging import verbose_logger
if TYPE_CHECKING:
from redis.asyncio.cluster import RedisCluster as _AsyncRedisClusterType
class _ClusterNodeAttrs(Protocol):
"""The subset of ``redis.asyncio.cluster.ClusterNode`` this override reads. redis-py
ships no resolvable stub for these members under the repo's current types-redis pin,
so a plain attribute access resolves every downstream use to ``Unknown`` under strict
mode; typing ``target_node`` as this Protocol at the one boundary keeps the override's
own logic fully typed without a banned ``typing.cast``."""
async def execute_command(
self,
*args: object,
**kwargs: object, # kwargs-ok: mirrors redis-py's own ClusterNode.execute_command signature, a raw command dispatch with no fixed keyword contract
) -> object: ...
async def disconnect(self) -> None: ...
class _NodesManagerAttrs(Protocol):
_moved_exception: object
def get_node_from_slot(
self, slot: int, read_from_replicas: bool, load_balancing_strategy: object
) -> _ClusterNodeAttrs: ...
class _ClusterAttrs(Protocol):
RedisClusterRequestTTL: int
reinitialize_counter: int
reinitialize_steps: int
read_from_replicas: bool
load_balancing_strategy: object
nodes_manager: _NodesManagerAttrs
def get_node(self, node_name: str) -> _ClusterNodeAttrs: ...
async def _determine_slot(self, *args: object) -> int: ...
async def aclose(self) -> None: ...
#: redis-py versions this override's copied ``_execute_command`` body has been verified
#: against. A version outside this set may have changed the method's structure in a way
#: this override can't see (Python won't error -- it'll just run our now-stale copy), so
#: construction logs a loud warning rather than silently trusting an unverified copy.
_VERIFIED_REDIS_VERSIONS: Final = frozenset({"5.3.1"})
def get_litellm_async_redis_cluster_class() -> type["_AsyncRedisClusterType"]:
"""Builds the ``RedisCluster`` subclass with the per-node isolation fix.
Imported lazily because this module is reachable from a base ``import litellm`` while
redis is not a base dependency. Cheap to call repeatedly: the underlying redis
submodules are cached in ``sys.modules`` after the first import.
"""
import redis
from redis.asyncio.cluster import (
RedisCluster as _BaseAsyncRedisCluster, # pyright: ignore[reportUnknownVariableType] # redis-py ships no resolvable stub for this class under the repo's current (stale) types-redis pin
)
from redis.cluster import get_node_name
from redis.commands import READ_COMMANDS
from redis.exceptions import (
AskError,
BusyLoadingError,
ClusterDownError,
ClusterError,
MaxConnectionsError,
MovedError,
SlotNotCoveredError,
TryAgainError,
)
from redis.exceptions import ConnectionError as _RedisConnectionError
from redis.exceptions import TimeoutError as _RedisTimeoutError
if redis.__version__ not in _VERIFIED_REDIS_VERSIONS:
verbose_logger.warning(
"redis-py %s is not in the set this cluster-teardown-storm fix was verified "
"against (%s). The per-node-isolation override may not match the installed library's "
"real _execute_command behavior.",
redis.__version__,
sorted(_VERIFIED_REDIS_VERSIONS),
)
class LiteLLMAsyncRedisCluster(
_BaseAsyncRedisCluster # pyright: ignore[reportUntypedBaseClass] # same stale-stub gap as the import above; the base class itself is unresolvable, not this subclass's own code
):
async def _execute_command(
self,
target_node: _ClusterNodeAttrs,
*args: object,
**kwargs: object, # kwargs-ok: overrides redis-py's own **kwargs signature; the keyword contract is defined by the Redis command being dispatched, not by this method
) -> object:
cluster: _ClusterAttrs = self
node = target_node
asking = moved = False
redirect_addr: str | None = None
ttl = cluster.RedisClusterRequestTTL
while ttl > 0:
ttl -= 1
try:
if asking:
assert redirect_addr is not None
node = cluster.get_node(node_name=redirect_addr)
await node.execute_command("ASKING")
asking = False
elif moved:
slot = await cluster._determine_slot(*args) # pyright: ignore[reportPrivateUsage] # mirrors upstream's own un-overridden branch, which makes this identical private call from the same subclass
node = cluster.nodes_manager.get_node_from_slot(
slot,
cluster.read_from_replicas and args[0] in READ_COMMANDS,
(cluster.load_balancing_strategy if args[0] in READ_COMMANDS else None),
)
moved = False
return await node.execute_command(*args, **kwargs)
except (BusyLoadingError, MaxConnectionsError):
raise
except (_RedisConnectionError, _RedisTimeoutError):
# Reset only the node that actually failed instead of the upstream
# default (`await self.aclose()`, a full-cluster teardown that forces
# every other concurrent caller through the shared reinit lock).
await node.disconnect()
raise
except (ClusterDownError, SlotNotCoveredError):
await cluster.aclose()
await asyncio.sleep(0.25)
raise
except MovedError as e:
cluster.reinitialize_counter += 1
if cluster.reinitialize_steps and cluster.reinitialize_counter % cluster.reinitialize_steps == 0:
await cluster.aclose()
cluster.reinitialize_counter = 0
else:
cluster.nodes_manager._moved_exception = e # pyright: ignore[reportPrivateUsage] # mirrors upstream's own un-overridden branch; redis-py exposes no public setter for this
moved = True
except AskError as e:
redirect_addr = get_node_name(host=e.host, port=e.port)
asking = True
except TryAgainError:
if ttl < cluster.RedisClusterRequestTTL / 2:
await asyncio.sleep(0.05)
raise ClusterError("TTL exhausted.")
return LiteLLMAsyncRedisCluster

43
litellm/caching/redis_semantic_cache.py
View file

@ -18,6 +18,7 @@ from typing import TYPE_CHECKING, Any, Final, cast
import litellm
from litellm._logging import print_verbose, verbose_logger
from litellm.constants import SEMANTIC_CACHE_EMBEDDING_TIMEOUT_SECONDS
from litellm.litellm_core_utils.prompt_templates.common_utils import (
get_str_from_messages,
)
@ -27,6 +28,7 @@ from ._embedding_router import (
build_router_embedding_metadata,
resolve_embedding_max_input_tokens,
resolve_embedding_router,
resolve_embedding_timeout,
truncate_embedding_input,
)
from .base_cache import BaseCache
@ -47,6 +49,7 @@ class RedisSemanticCache(BaseCache):
DEFAULT_REDIS_INDEX_NAME: str = "litellm_semantic_cache_index"
CACHE_KEY_FIELD_NAME: str = "litellm_cache_key"
embedding_max_input_tokens: int | None = None
embedding_timeout: float = SEMANTIC_CACHE_EMBEDDING_TIMEOUT_SECONDS
def __init__(
self,
@ -58,6 +61,7 @@ class RedisSemanticCache(BaseCache):
embedding_model: str = "text-embedding-ada-002",
index_name: str | None = None,
embedding_max_input_tokens: int | None = None,
embedding_timeout: float | None = None,
**kwargs: object,
):
"""
@ -74,6 +78,8 @@ class RedisSemanticCache(BaseCache):
index_name: Name for the Redis index
embedding_max_input_tokens: Truncate prompts to this many tokens before
embedding; defaults to the Router deployment's configured max_input_tokens
embedding_timeout: Seconds a cache lookup may spend embedding the prompt before it
gives up and lets the request continue to the LLM
ttl: Default time-to-live for cache entries in seconds
**kwargs: Additional arguments passed to the Redis client
@ -99,6 +105,7 @@ class RedisSemanticCache(BaseCache):
self.distance_threshold = 1 - similarity_threshold
self.embedding_model = embedding_model
self.embedding_max_input_tokens = embedding_max_input_tokens
self.embedding_timeout = resolve_embedding_timeout(embedding_timeout)
# Set up Redis connection
if redis_url is None:
@ -349,6 +356,8 @@ class RedisSemanticCache(BaseCache):
input=embedding_input,
cache={"no-store": True, "no-cache": True},
metadata=build_router_embedding_metadata(metadata),
timeout=self.embedding_timeout,
num_retries=0,
),
)
else:
@ -358,6 +367,8 @@ class RedisSemanticCache(BaseCache):
model=self.embedding_model,
input=embedding_input,
cache={"no-store": True, "no-cache": True},
timeout=self.embedding_timeout,
num_retries=0,
),
)
return embedding_response["data"][0]["embedding"]
@ -512,20 +523,26 @@ class RedisSemanticCache(BaseCache):
router: Final = resolve_embedding_router(self.embedding_model, llm_router, llm_model_list)
embedding_input: Final = self._embedding_input(prompt, router)
embedding_call: Final = (
router.aembedding(
model=self.embedding_model,
input=embedding_input,
cache={"no-store": True, "no-cache": True},
metadata=build_router_embedding_metadata(metadata),
timeout=self.embedding_timeout,
num_retries=0,
)
if router is not None
else litellm.aembedding(
model=self.embedding_model,
input=embedding_input,
cache={"no-store": True, "no-cache": True},
timeout=self.embedding_timeout,
num_retries=0,
)
)
try:
if router is not None:
embedding_response = await router.aembedding(
model=self.embedding_model,
input=embedding_input,
cache={"no-store": True, "no-cache": True},
metadata=build_router_embedding_metadata(metadata),
)
else:
embedding_response = await litellm.aembedding(
model=self.embedding_model,
input=embedding_input,
cache={"no-store": True, "no-cache": True},
)
embedding_response: Final = await asyncio.wait_for(embedding_call, self.embedding_timeout)
return embedding_response["data"][0]["embedding"]
except Exception as e:
print_verbose(f"Error generating async embedding: {e}")

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