litellm/tests/integration
devin-ai-integration[bot] 233db9f285
feat(bedrock): serve gpt-5.6+ chat completions natively by default, with chat_completions/ opt-in for gpt-oss and grok (#44307)
* feat(bedrock): send grok chat completions through runtime openai path

Unspecified bedrock grok was rewritten to Converse. Chat completions now hit bedrock-runtime /openai/v1/chat/completions, and converse/ still uses Converse

* feat(bedrock): serve gpt-oss and gpt-5.6 chat completions on runtime's native openai path

* fix(bedrock): route gpt-oss response_format to Converse and decide the route once from the raw request

* fix(bedrock): serve region-path and GovCloud gpt-oss ids on native Chat Completions

The cost-map parity tests require every regional variant of a flagged id to carry the same supports_ flags, so the six us-gov gpt-oss entries now carry the native-route flags too. A region path in the model name (bedrock/us-gov-west-1/openai.gpt-oss-20b-1:0) is routing, not a different model: the route is looked up on the id after the path, the path's region picks the endpoint and the SigV4 scope, an explicit aws_region_name still wins, and the body carries the bare id AWS expects

* fix(bedrock): keep params AWS refuses natively off the chat completions route

Drop the params each family 400s or 503s on runtime Chat Completions from the native config's supported list (GPT-5.6 penalties, stop, and logprobs, Grok penalties, gpt-oss logit_bias) so drop_params drops them as Converse did, gate legacy functions on GPT-5.6 the same way as tools, and send an Anthropic-style thinking block to Converse, the only route that forwards it

* fix(bedrock): keep schema-less json_object on Converse for the chat completions models

* fix(bedrock): keep every json_object response_format on Converse for the chat completions models

* fix(rust): declare the bedrock runtime chat completions flags on ModelInfo

* fix(bedrock): opt into the native chat completions route through supported_endpoints

* docs(cost-map): describe the bedrock native chat completions capability flags

* revert: docs(cost-map): describe the bedrock native chat completions capability flags

This reverts commit 4101c0ceb2.

cost-map-guard runs main's schema generator under pull_request_target and compares
its output to the PR's committed schema, so a PR that changes the generator's output
cannot pass that required check until the generator change lands on main first. The
descriptions move to a follow-up that lands the generator change ahead of the schema

* test(bedrock): move the native chat completions tests under tests/unit

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(bedrock): drop reasoning_effort none for grok on the native chat completions route

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(bedrock): keep converse extension params on the converse route

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(bedrock): inline http image urls and keep stop on converse for native chat completions

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* refactor(bedrock): share the sync remote media inliner

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(image-handling): infer the image mime type when the server sends a generic content type

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(bedrock): stop sending aws_bedrock_project_id as OpenAI-Project on the runtime chat completions route

* feat(bedrock): make native chat completions an opt-in bedrock/chat_completions/ route

Bare Bedrock OpenAI and Grok model ids stay on Converse as on main. The
bedrock/chat_completions/<model> prefix opts a deployment into bedrock-runtime's
/openai/v1/chat/completions, and a request carrying a Converse-only param
still falls back to Converse. The cost map no longer decides the route.

* fix(bedrock): keep chat_completions/-prefixed deployments on the native Responses surface

* fix(bedrock): keep provider response headers on the runtime chat completions route

* feat(bedrock): serve gpt-5.6 and newer on runtime chat completions by default

Unprefixed bedrock/<gpt-5.6+> models whose cost-map row lists /v1/chat/completions
now route to the native OpenAI-compatible endpoint; converse/ pins Converse and
chat_completions/ still opts gpt-oss and Grok in. Guardrails, application inference
profile ARNs, and tools with reasoning keep falling back to Converse per request.
Hoist the remote-media url comprehension into a single-clause helper.

* fix(bedrock): refuse temperature and top_p natively on GPT 5.6 and newer like Converse does

AWS answers temperature and top_p with a 400 on the native Chat Completions endpoint for the GPT 5.6+ models, the same models whose Converse route already dropped both under drop_params via supports_sampling_params: false. The native config now honors that price-map flag, the gpt-6 and gpt-6.1 rows carry it, and the gpt-6 family joins gpt-5 in refusing frequency_penalty, presence_penalty, logprobs, and top_logprobs before the request reaches AWS.

* fix(bedrock): refuse GPT sampling and logprob params natively only while reasoning is on

On bedrock-runtime's native chat completions endpoint, GPT-5.x and GPT-6.x
accept temperature, top_p, frequency_penalty, presence_penalty, logprobs,
and top_logprobs once reasoning_effort is "none", and refuse them with any
other effort or when the effort is unset. The previous commit refused the
sampling params unconditionally from the cost map's supports_sampling_params
flag, which lost the reasoning-off case and never covered the penalties or
logprobs. The refusal now keys on the model being a GPT id and reasoning
being active, raises a 400 UnsupportedParamsError naming the params unless
drop_params drops them, and lets everything through under "none". Grok and
gpt-oss keep their unconditional family refusals.

* refactor(bedrock): keep the Converse route-prefix strip inside the bedrock llms module

* fix(bedrock): forward a non-string reasoning_effort on the native route instead of crashing

A list or dict reasoning_effort hit a frozenset membership test in
without_refused_reasoning_effort and raised TypeError, which the proxy
surfaced as a 500 APIConnectionError with no upstream call. The value is
now left alone unless it is a string Bedrock's native endpoint refuses,
so AWS answers the malformed value with its own 400 like it does for an int

* fix(bedrock): route overlong GPT version digits to Converse and send native chat completions to the runtime endpoint

A model id with more than 4300 version digits raised ValueError in the route check; the digits are now bounded so such ids fall back to Converse. The native chat completions URL now follows Converse's precedence: aws_bedrock_runtime_endpoint (or AWS_BEDROCK_RUNTIME_ENDPOINT) wins over api_base, so a deployment that sets both keeps sending to the same host

* fix(bedrock): route model_id overrides to Converse and never send an empty bearer natively

A deployment whose litellm_params carry model_id (an application inference profile or provisioned throughput ARN) went to the native Chat Completions route with the base model in the URL and model_id left in the body. It now takes Converse like the bedrock/arn:... model form, which encodes the override into the request URL

A blank api_key on a SigV4 deployment became an Authorization header reading Bearer with nothing after it on the native route, since the OpenAI-like header builder writes any non-None key and the signer keeps a non-AWS4 Authorization header. validate_environment now resolves the key through bedrock_bearer_token, so a blank key is signed with SigV4 the way Converse signs it

* test(bedrock): audit the native GPT chat completions route on the integration rig

Adds the /audit cells for the runtime chat completions route: the scripted Bedrock runtime peer, the happy and fallback wire tests, the sad-path and regex worst-case tests, the chaos burst tests, the Messages adapter tests, and the Responses native-route tests. Tests only, no product diff.

* test(bedrock): harden the runtime chat completions audit cells

The chaos peer's shared counter and process now come from the same spawn context, since a fork-context Value handed to a spawn-context process raises on Linux. The peer-kill test waits for the first six answers to reach the client before killing the peer instead of counting accepted requests. The Responses wire tests look the spend row up under both the ciphertext id the caller received and the issued id behind it, matching the chaos file's rule for the pre-encryption row

* fix(bedrock): refuse or drop a non-string reasoning_effort before the native chat completions call

A reasoning_effort sent as an int, a list, or an object on a GPT 5.6+ deployment the native
route serves now answers 400 from litellm before any wire request, naming the type and the
drop_params way out, and is dropped under drop_params so AWS applies its default effort, the
way Converse dropped it on main. The tip since a0cef91f0b forwarded it for AWS to refuse

* test(bedrock): pin router retries off and give the chaos bursts config deployments on an owned proxy

* test(bedrock): wait for the replacement worker before tearing down the sigkill chaos proxy

---------

Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: mateo <mateo@berri.ai>
2026-10-02 19:55:54 -07:00
..
_support feat(bedrock): serve gpt-5.6+ chat completions natively by default, with chat_completions/ opt-in for gpt-oss and grok (#44307) 2026-10-02 19:55:54 -07:00
authorization feat(jwt): auto_register_map_existing_key maps JWT to the user's existing virtual key (#42375) 2026-10-02 12:11:33 -07:00
compatibility fix(proxy): document request body and response schemas for the Responses API in OpenAPI (#42802) 2026-09-24 01:28:34 +00:00
configuration feat(proxy): add LITELLM_DISABLE_LAZY_ROUTES to register optional routers at startup (#43911) 2026-10-01 22:50:41 +00:00
cost_calculation test(integration): chain a proxy-issued previous_response_id in the cost suite (#42396) 2026-09-21 20:36:53 -07:00
database fix(proxy): always exit when database setup fails at boot (#44141) 2026-10-01 21:51:06 -07:00
management test: repair stale and polluting tests red on scheduled main CI (#44229) 2026-10-02 21:32:17 +00:00
mcp test: fix three order-dependent and timing-flaky tests (#44271) 2026-10-02 16:29:57 -07:00
messages_endpoint feat(bedrock): serve gpt-5.6+ chat completions natively by default, with chat_completions/ opt-in for gpt-oss and grok (#44307) 2026-10-02 19:55:54 -07:00
observability test(integration): opt the config pass-through spend-log case into auth (#44265) 2026-10-02 23:12:15 +00:00
pricing fix(router): bill service tiers at catalog rates for custom-priced deployments (#43890) 2026-09-30 16:06:37 -07:00
providers feat(bedrock): serve gpt-5.6+ chat completions natively by default, with chat_completions/ opt-in for gpt-oss and grok (#44307) 2026-10-02 19:55:54 -07:00
routing refactor(types): replace Any with proven types in 7 files (#43844) 2026-10-02 02:47:47 -07:00
sandbox test: finish the non-proxy half of tests/test_litellm (#43281) 2026-09-25 22:43:41 -07:00
sdk fix(bedrock): surface unrecognized converse-stream event frames instead of an empty turn (#44112) 2026-10-02 16:06:26 -07:00
security test(ci): repair stale tests and move retired OpenAI text-completion fixtures (#43958) 2026-09-30 19:19:59 -07:00
spend fix(proxy): share ownership permissions for spend logs and traces (#44239) 2026-10-03 01:38:54 +00:00
streaming test(integration): regression tests for July provider translation, routing and streaming bugs (#42693) 2026-09-23 09:51:06 -07:00
__init__.py test: add CircleCI integration contract foundation 2026-09-14 03:30:52 -07:00
AGENTS.md test(integration): add MCP gateway coverage wave 1 with a dedicated mcp shard and proxy coverage artifact (#42711) 2026-09-23 07:48:46 -07:00
conftest.py ci: cut CircleCI wall time without loosening test isolation (#43347) 2026-09-26 15:34:53 -07:00
coordination_redis_proxy_config.yaml fix(proxy): publish auth cache invalidations in the background so a wedged coordination Redis cannot stall user updates (#42534) 2026-09-22 23:33:32 -07:00
mcp_coverage.toml test(integration): add MCP gateway coverage wave 1 with a dedicated mcp shard and proxy coverage artifact (#42711) 2026-09-23 07:48:46 -07:00
oci_proxy_test_config.yaml CI: copy of #25177 (OCI GenAI: embeddings, streaming/reasoning fixes, model catalog) (#28223) 2026-05-23 12:15:41 -07:00
proxy_config.yaml test(integration): regression tests for August cost tracking and budgeting bugs (#42622) 2026-09-23 04:13:03 +00:00
README.md ci(circleci): test Redis behavior against local Redis and print short tracebacks (#44062) 2026-10-01 13:00:54 -07:00
run.py ci(circleci): test Redis behavior against local Redis and print short tracebacks (#44062) 2026-10-01 13:00:54 -07:00
test_oci_integration.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_oci_proxy_integration.py feat: litellm oss 110626 (#30202) 2026-06-11 22:30:26 -07:00

Integration contracts

These tests exercise a running gateway, PostgreSQL and Redis with an owned local upstream. CircleCI owns this suite. Tests are grouped by behavior, with no automatic test retries or fallback to paid provider calls

The cost group is driven by cost_tracking_cases.json, which contains the cost map, literal requests, literal provider responses and expected accounting values. Each case has a name, contract ID, cost-map model, optional deployment overrides, request body, tagged response and exact or recount expectations. Request bodies use $MODEL for the registered proxy model, while responses use $REQUEST_ID for the per-run scenario ID. To add a case, add a cost-map entry when the model is new, add the request body and exact provider response data, and add hand-computed expected values. The upstream serves each stored response for any path under /<scenario_id>, while the test-owned cost map is served over loopback through LITELLM_MODEL_COST_MAP_URL

Use tests/integration/run.py management, accounting, database, providers, extensions, mcp, sdk or cost to run a selected group. The group to directory mapping is the GROUPS literal at the top of run.py; a new directory needs a GROUPS entry and an OWNED_DIRECTORIES entry in _support/manifest.py. Set INTEGRATION_WORKERS above 1 to run a group under pytest-xdist; the mcp job does this in CI, so MCP tests must own their resources per scenario. Set INTEGRATION_PROXY_URL, INTEGRATION_UPSTREAM_URL, INTEGRATION_MASTER_KEY and DATABASE_URL to an isolated test deployment. The runner selects the new domain directories explicitly; the legacy OCI and sandbox selections remain separate

Management also requires INTEGRATION_PEER_URL, REDIS_HOST and REDIS_PORT. CircleCI starts two directly addressed proxy processes sharing only that job's stores. The test-only CLI wrapper supplies enterprise route entitlement, following the existing behavior suite's convention. It does not qualify license validation; run it with one worker and no reload

The generated lifecycle models use 20 examples, eight steps, generation and shrinking, with isolated resources per example. HTTP operation caps include generation and shrinking and exempt cleanup. Local qualification defaults to seed 4106601 and canonical order; CircleCI derives exploration and ordering seeds from the checked-out revision and workflow ID. The ordering seed shuffles the file order and the test order inside each file but keeps each file's tests together, so module fixtures are built once per file. Use --seed and --order-seed to reproduce a run. Actual installed Hypothesis version, settings, seeds and collected order are written beside the execution manifest

Reuse the existing canned provider handlers through _support/upstream.py. It rejects internal request fields and exposes actual received requests for independent assertions. Register every created resource for cleanup immediately, keep expected values independent of production calculations, and assert readback plus the runtime effect of a change

The CircleCI workflow starts its own database and Redis, restricts test-phase egress to its owned services and writes JUnit plus an executed-node manifest. Missing setup, failed cleanup or a selected test with neither a passed call nor a skip fail qualification. Skipped nodes are listed under skipped in execution.json, so the skip reasons double as the open bug list. Existing GitHub Actions jobs do not own these tests

There is no per-node manifest. The runner fails only when pytest fails, when collection errors, or when a selected file collects zero tests. Older tests still carry @pytest.mark.covers(...) decorators; the marker stays registered so they collect, but the IDs are not checked against anything and new tests should not use it. The GitHub Actions coverage census reads the GROUPS literal in run.py and treats every tests/integration/<directory>/test_*.py file in a scheduled group as owned by CircleCI

Provider sentinels currently use the controlled server, not live recordings. The provider shard also runs the existing strict replay controls for changed requests, exhausted interactions, leftover interactions and no provider connection. Future recorded scenarios must use that replay-only implementation; missing recordings cannot fall back to a real provider. The observation endpoint is destructive and the current selection runs serially against one owned upstream

Fixtures must contain synthetic data only. Keep private incident records and source documents out of code, fixtures, logs and PR descriptions

Database cases own their temporary schemas, roles, constraints and proxy processes. They prove reader-versus-writer execution with PostgreSQL lock observations, exercise real transaction wait limits and verify rollback after a reached database failure

Accounting cases compare persisted input and output cost components against literal rates, including zero and default prices. Cache state models assert actual upstream calls, response identity and every persisted charge. Generated accounting tests have a 180-second test limit to accommodate the asynchronous spend writer

Provider contracts exercise actual TCP requests with synthetic credentials and local protocol peers. The S3 verifier uses independently implemented equations, a published known-answer vector, a fixed signing clock and deliberately invalid signed requests. Bedrock cases clear ambient AWS credential sources and check the literal model path, loaded role references, STS requests and bearer-only behavior

Streaming checks send real HTTP transfer chunks, including one-byte partitions, fragmented tools, incomplete transfers and a cancellation barrier. They assert meaningful text, tool arguments, final usage and persisted cost. The Redis recovery case owns a separate database and Redis process, uses the supported one-second circuit-breaker recovery setting, waits for the real subscriber and verifies response data in Redis after restart. CircleCI reuses its existing Redis image for that extra process; it never pulls an image during tests

The messages_endpoint/ directory holds /v1/messages endpoint contracts: native-provider backends under providers/ (anthropic, bedrock, gemini) and the translation bridges (responses_bridge, chat_bridge) at the top level. It runs in the providers shard; run.py selects test files recursively under each scheduled directory

The sdk shard exercises the SDK's own HTTP clients against local protocol peers with no gateway in the path, so a case here fails only when the client library or its wire behavior changes. The HTTP/2 case runs a hypercorn TLS peer offering h2 and http/1.1 over ALPN, drives the sync and async httpx handlers at it with LITELLM_HTTP2 off and on, and asserts the version both the client and the peer observed on the wire. Put a test here only when it needs no proxy or database. CircleCI starts a local Redis for this shard like the others, so SDK-side caching cases that need a real Redis server belong here too; a case that reaches the gateway belongs in one of the other shards

The extensions shard uses the built-in generic callback and guardrail transports. It checks callback correlation and credential exclusion, guardrail rewriting and denial, retained OpenAI consumers and A2A wire versions. CircleCI runs it on parallel nodes, and each node starts its own database, Redis, upstream and proxy and runs its share of the group's files serially, split by recorded timings with circleci tests split. Tests keep the isolation of a serial run; they still must not assume a particular set of sibling files. run.py <group> --list prints a group's files and run.py <group> <file>... runs a subset of them

The mcp shard runs the MCP gateway against SDK peers owned by each test (_support/mcp.py): streamable HTTP, SSE and stdio peers, an OpenAPI-spec app, and an OAuth 2.1 authorization-server double. Every peer records the requests it receives so a test can assert what reached the peer, not only what the proxy answered. The shard runs with INTEGRATION_WORKERS set and with INTEGRATION_COVERAGE=1, which starts the proxy under coverage run --parallel-mode limited to the MCP modules and stores coverage.txt plus an HTML report with the job artifacts. A test that fails because the product is wrong is skipped with pytest.skip("BUG: <symptom>") so the skip list in execution.json is the open MCP bug list

Browser contracts live in tests/e2e/ui/tests/integrationCritical and run only through tests/e2e/ui/integration.config.ts. The expected browser results are listed in expected.json in that directory and checked by .circleci/scripts/verify_integration_browser.py. The CircleCI browser shard builds the checked-out dashboard, starts the owned proxy with that build, and verifies one exact browser result without retries or skips. The default Playwright selection excludes this directory. The focused project flow asserts the submitted create and clear values, fresh SQL state and actual blocked/restored serving while preserving model restrictions

Two always-on -replica CircleCI jobs (management, database) run their groups in replica mode, where every proxy connects through a real litellm_writer role and a real read-only litellm_reader role against the same PostgreSQL. Nothing is captured there: the job passes when the tests pass, and a write routed to the read-only reader fails the test that issued it. A deeper check runs on demand as the routing_parity workflow, triggered through the CircleCI API v2 pipeline endpoint on the PR branch with {"parameters": {"routing_parity_base": "<40-hex merge-base sha>"}}. The workflow fans out over the seven groups, and each routing-parity-<group> job runs its own group twice against the same test harness, once with litellm/, enterprise/, and litellm-proxy-extras/ checked out from the base revision and once from the head, with a pytest plugin snapshotting pg_stat_statements into routing-observed.json per side. The check step then compares the two observations and writes routing-diff.txt: a statement seen on both sides fails when its role set changed, globally or for the same test (per-test capture is skipped under xdist), unless it is listed in tests/integration/routing/either_role.json, where each entry names the statement and a one-line reason it legitimately runs on whichever role asks for it, printed under == either role ==. Queries seen on only one side are listed, never failed, pg_stat_statements evictions and a role that never ran a statement are failures