litellm/tests
Mateo Wang a9bad2b5e0 fix(bedrock): send native structured output first on Opus 4.8 and Sonnet 5 and fall back to the json tool when Bedrock rejects it (#47100)
* fix(bedrock): send native structured output first on Opus 4.8 and Sonnet 5 and fall back to the json tool when Bedrock rejects it

* fix(bedrock): retry with the json tool when Bedrock refuses the native output schema

Count a 400 under output_config.format.schema: as a native output rejection, so a schema Bedrock cannot compile (like a pattern with a nested {n,m} group) gets the json tool retry instead of reaching the caller

* fix(bedrock): make the native output retry send what an opted-out deployment sends

The retry after a native output rejection now reruns the same optional param
mapping completion() ran, with the deployment model_info opted out of
supports_bedrock_native_structured_output, so tool_choice, effort and the json
tool schema match an opted-out deployment instead of a hand-built tool. Each
config keeps only the predicate that decides when native output came from the
opt-in key.

Bedrock batch records for Anthropic models map with the opt-in turned off,
since a batch job has no retry. Models on supports_native_structured_output
keep native output in batch

* fix(bedrock): build the messages retry from the caller's request and keep other errors unchanged

* fix(bedrock): give sync converse stream errors the upstream body as text

* fix(bedrock): let a malformed caller outputConfig reach Bedrock instead of raising

A Converse json_schema request whose caller outputConfig failed litellm's
shape check raised a pydantic error before the request was sent, so the
caller got a 500 where the merge base passed Bedrock's 400 through. The
opt-in check now treats that outputConfig as carrying no native output.

Also opts the vertex wire test's pinned Opus 4.8 json tool deployment out of
native output, and extends the Bedrock native output integration tests.

* fix(bedrock): send a refused caller outputConfig once and give opt-out advice only when native output is unsupported

A caller can send its own outputConfig on Converse. When Bedrock refused that
schema on an opt-in deployment, the retry still carried the caller's textFormat,
so Bedrock got the same request twice and the warning told the operator to turn
off an opt-in that was not the cause. The retry is now skipped when the opted-out
request would still carry a native textFormat, so Bedrock's 400 reaches the
caller after one call as on the merge base. The opt-out advice is logged only for
the account-level "Extra inputs are not permitted" rejection.

* fix(bedrock): keep the caller's continuation message on the native output retry

The Converse transform pops user_continue_message from litellm_params on the first attempt, so a retry built from those params afterwards dropped it. Both Bedrock chat routes now hand the fallback a copy taken before the first attempt.

* test(bedrock): pin additional_drop_params on the /v1/messages native output retry

* fix(bedrock): give the Converse native output retry the fake stream timeout
2026-10-20 17:37:58 -07:00
..
_support fix(params): validate stream_chunk_size once, before any provider call (#43222) 2026-09-26 23:01:20 +00:00
agent_tests/local_only_agent_tests test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
audio_tests test: move 81 legacy live tests in pass-through, spend, batches, audio, search, guardrails, image and ocr dirs offline (#45288) 2026-10-08 02:38:12 -07:00
base_sdk_tests refactor(sdk): separate core AWS and tokenizer dependencies (#44447) 2026-10-08 19:07:57 -07:00
basic_proxy_startup_tests fix(security): remove the publicly known master key from the repo (#44718) 2026-10-06 10:55:24 -07:00
batches_tests test: move 81 legacy live tests in pass-through, spend, batches, audio, search, guardrails, image and ocr dirs offline (#45288) 2026-10-08 02:38:12 -07:00
benchmarks refactor: expose core private helpers under public names (#44871) 2026-10-07 00:05:27 +00:00
code_coverage_tests docs(proxy): describe /v1/decisions and /v1/systemone in Swagger UI (#45838) 2026-10-10 16:30:24 -07:00
documentation_tests fix(s3_v2): upload fresh events first, drop terminal failures and hour-old retries by default, opt-in adaptive concurrency (#43022) 2026-09-26 14:58:28 -07:00
e2e test(e2e): backport three stale e2e test fixes from main to rc/1.106.0 (#47229) 2026-10-17 20:22:41 -07:00
e2e_harness ci: render lint, unit and smoke checks as <tier> / <job> with one collector per tier (#45480) 2026-10-09 04:28:41 +00:00
guardrails_tests test: move 81 legacy live tests in pass-through, spend, batches, audio, search, guardrails, image and ocr dirs offline (#45288) 2026-10-08 02:38:12 -07:00
harness_e2e feat: add litellm.agent() to run claude code, codex, opencode and deep agents through the ai gateway (#43885) 2026-10-01 22:27:49 +00:00
image_gen_tests test: move 81 legacy live tests in pass-through, spend, batches, audio, search, guardrails, image and ocr dirs offline (#45288) 2026-10-08 02:38:12 -07:00
integration fix(bedrock): send native structured output first on Opus 4.8 and Sonnet 5 and fall back to the json tool when Bedrock rejects it (#47100) 2026-10-20 17:37:58 -07:00
litellm_utils_tests test: delete 34 legacy tests already covered by e2e (#45340) 2026-10-08 09:43:56 -07:00
llm_translation test: make 38 legacy live base-class translation tests offline (#45351) 2026-10-08 23:18:25 +00:00
load_tests fix(security): remove the publicly known master key from the repo (#44718) 2026-10-06 10:55:24 -07:00
local_testing test: delete 34 legacy tests already covered by e2e (#45340) 2026-10-08 09:43:56 -07:00
logging_callback_tests test: replace 61 live logging and otel tests with offline unit and integration coverage (#45362) 2026-10-08 15:55:57 -07:00
mcp_tests feat(mcp): add portable catalog pagination (#44446) 2026-10-06 18:54:50 -07:00
multi_instance_e2e_tests fix(security): remove the publicly known master key from the repo (#44718) 2026-10-06 10:55:24 -07:00
ocr_tests test: move 81 legacy live tests in pass-through, spend, batches, audio, search, guardrails, image and ocr dirs offline (#45288) 2026-10-08 02:38:12 -07:00
openai_endpoints_tests test: move 81 legacy live tests in pass-through, spend, batches, audio, search, guardrails, image and ocr dirs offline (#45288) 2026-10-08 02:38:12 -07:00
otel_tests test: replace 61 live logging and otel tests with offline unit and integration coverage (#45362) 2026-10-08 15:55:57 -07:00
pass_through_tests test: delete 34 legacy tests already covered by e2e (#45340) 2026-10-08 09:43:56 -07:00
pass_through_unit_tests test: delete 34 legacy tests already covered by e2e (#45340) 2026-10-08 09:43:56 -07:00
proxy_admin_ui_tests test: move the unit half of 126 mixed legacy files into tests/unit (#45090) 2026-10-07 14:07:43 -07:00
proxy_behavior test: realign stale decisions and lens tests with merged behaviour (#45346) 2026-10-08 09:44:18 -07:00
proxy_e2e_anthropic_messages_tests fix(security): remove the publicly known master key from the repo (#44718) 2026-10-06 10:55:24 -07:00
proxy_migration_tests fix(security): remove the publicly known master key from the repo (#44718) 2026-10-06 10:55:24 -07:00
proxy_security_tests fix(security): remove the publicly known master key from the repo (#44718) 2026-10-06 10:55:24 -07:00
proxy_unit_tests fix(security): remove the publicly known master key from the repo (#44718) 2026-10-06 10:55:24 -07:00
router_unit_tests test: make 77 legacy live tests offline in litellm_utils, router_unit and responses dirs (#45298) 2026-10-08 02:37:55 -07:00
rust-python-harness test: move 76 live top-level tests to offline unit and integration coverage (#45352) 2026-10-08 10:33:35 -07:00
search_tests test: move 81 legacy live tests in pass-through, spend, batches, audio, search, guardrails, image and ocr dirs offline (#45288) 2026-10-08 02:38:12 -07:00
store_model_in_db_tests fix(security): remove the publicly known master key from the repo (#44718) 2026-10-06 10:55:24 -07:00
test_litellm refactor(llms): expose public names for private provider helpers (#45037) 2026-10-07 08:49:25 -07:00
test_litellm_rust fix(ci): import seed_tracing_fixtures from the pytest scripts path in rust trace tests (#45485) 2026-10-08 19:41:22 -07:00
unified_google_tests test: move whole-unit legacy test files into tests/unit and delete dead skips (#44807) 2026-10-07 05:02:28 +00:00
unit fix(bedrock): send native structured output first on Opus 4.8 and Sonnet 5 and fall back to the json tool when Bedrock rejects it (#47100) 2026-10-20 17:37:58 -07:00
vector_store_tests refactor: expose core private helpers under public names (#44871) 2026-10-07 00:05:27 +00:00
windows_tests fix(packaging): keep wheel paths under Windows MAX_PATH for Store Python (#43903) 2026-09-30 22:20:36 +00:00
__init__.py refactor: expose core private helpers under public names (#44871) 2026-10-07 00:05:27 +00:00
_fake_openai_endpoint_server.py
_flush_vcr_cache.py
_live_test_helpers.py
_master_key.py fix(security): remove the publicly known master key from the repo (#44718) 2026-10-06 10:55:24 -07:00
_openai_record_replay_proxy.py
_process_helpers.py test: count a zombie grandchild as gone in the migrate deploy timeout test (#42570) 2026-09-22 14:59:26 -07:00
_vcr_conftest_common.py fix(tests): stop VCR recording and replaying a test's own localhost upstream (#43346) 2026-09-26 15:49:39 -07:00
_vcr_redis_persister.py
_wait_helpers.py
_ws_vcr.py
AGENTS.md test(e2e): move the harness self-tests out of tests/e2e (#45172) 2026-10-07 22:20:02 +00:00
capturing_transport.py test(vcr): guard leaked cassette patches and make injected-transport embedding tests immune (#42542) 2026-09-22 14:20:18 -07:00
eval_swe_bench.py
fake_openai_endpoint.py
gettysburg.wav
large_text.py
openai_batch_completions.jsonl
pyrightconfig.json
README.MD test: finish the non-proxy half of tests/test_litellm (#43281) 2026-09-25 22:43:41 -07:00
test_debug_warning.py
test_keys.py test: move 76 live top-level tests to offline unit and integration coverage (#45352) 2026-10-08 10:33:35 -07:00
test_litellm_proxy_responses_config.py test: move 76 live top-level tests to offline unit and integration coverage (#45352) 2026-10-08 10:33:35 -07:00
test_logging.conf
test_models.py test: move 76 live top-level tests to offline unit and integration coverage (#45352) 2026-10-08 10:33:35 -07:00
test_new_vector_store_endpoints.py test: move 76 live top-level tests to offline unit and integration coverage (#45352) 2026-10-08 10:33:35 -07:00
test_openai_endpoints.py test: move 76 live top-level tests to offline unit and integration coverage (#45352) 2026-10-08 10:33:35 -07:00
test_proxy_server_non_root.py
test_rust_python_harness.py test: move 76 live top-level tests to offline unit and integration coverage (#45352) 2026-10-08 10:33:35 -07:00
test_service_logger_otel.py test: move 76 live top-level tests to offline unit and integration coverage (#45352) 2026-10-08 10:33:35 -07:00
test_spend_logs.py test: move 76 live top-level tests to offline unit and integration coverage (#45352) 2026-10-08 10:33:35 -07:00
test_team_logging.py fix(security): remove the publicly known master key from the repo (#44718) 2026-10-06 10:55:24 -07:00
test_users.py test: move 76 live top-level tests to offline unit and integration coverage (#45352) 2026-10-08 10:33:35 -07:00
white_100x100.png test: stop CI tests from downloading tokenizer files and images (#43257) 2026-09-25 19:27:48 -07:00

In total litellm runs 1000+ tests

[02/20/2025] Update:

To make it easier to contribute and map what behavior is tested,

we've started mapping the litellm directory in tests/unit

This folder can only run mock tests.