litellm/tests
Mateo Wang 857b6bdc7d 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 17:48:53 -07:00
..
agent_tests fix(a2a): keep the upstream status on card discovery failures and inject the card client in tests 2026-09-16 23:55:57 +00:00
audio_tests test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
base_sdk_tests test(mcp): add isolated SDK2 dependency compatibility gate 2026-09-17 17:16:47 -07:00
basic_proxy_startup_tests
batches_tests
benchmarks test(benchmarks): run shared logging executor inline to make CodSpeed measurements deterministic (#32435) 2026-07-09 11:14:22 +03:00
code_coverage_tests Revert "test(e2e): cover MCP OAuth SSO and cold restart persistence" 2026-09-19 16:15:43 -07:00
documentation_tests fix(docs-test): restore line-anchored table regex in router settings check 2026-09-18 20:10:20 +00:00
e2e fix(realtime): surface an upstream handshake refusal as an error event and policy close (#42388) 2026-10-20 01:06:21 -07:00
enterprise fix(projects): persist explicit budget cap clears 2026-09-12 13:43:55 -07:00
guardrails_tests Revert "Merge pull request #41220 from BerriAI/litellm_post_call_guardrail_context" 2026-09-19 17:45:15 +00:00
image_gen_tests test: remove fully commented-out test files that collect no tests 2026-09-17 20:05:27 +00:00
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 17:48:53 -07:00
litellm-proxy-extras fix(proxy-extras): keep the post-migration sanity check from building the hand-built SpendLogs indexes 2026-10-02 16:58:30 -07:00
litellm_utils_tests Merge remote-tracking branch 'origin/main' into litellm_invalid_tool_choice_400 2026-09-19 02:35:29 -07:00
llm_responses_api_testing test: fix five tests left stale by #41311, #41337, #39996 and #41310 2026-09-16 17:47:27 -07:00
llm_translation test(bedrock): expect canonical session tags in the dynamic auth params propagation test 2026-09-18 11:17:34 -07:00
load_tests
local_testing Merge remote-tracking branch 'origin/main' into litellm_max_parallel_requests_queue_size 2026-09-18 08:57:53 +00:00
logging_callback_tests test(logging): add autorouter estimate keys to the GCS pub/sub spend-log golden 2026-09-19 19:25:17 -07:00
mcp_tests test(mcp): migrate the mcp test helpers to the mcp 2.x MCPServer API 2026-09-19 19:09:46 -07:00
multi_instance_e2e_tests test: say whether a match= pattern is a regex or a literal (ruff RUF043) 2026-08-21 16:25:33 -07:00
ocr_tests test(ocr): replace per-provider OCR test classes with a declarative provider x auth x input matrix 2026-09-18 21:27:03 +00:00
openai_endpoints_tests test(responses): fix stale Anthropic smoke request 2026-09-11 13:56:27 -07:00
otel_tests feat(cli): deprecate the litellm-proxy entrypoint in favour of lite 2026-09-17 14:05:31 -07:00
pass_through_tests fix(mcp): preserve legacy behavior on SDK2 and streamline verification 2026-09-18 22:28:31 -07:00
pass_through_unit_tests test(pass_through): shorten protocol-constrained route docstring 2026-09-17 00:24:29 +00:00
proxy_admin_ui_tests
proxy_behavior fix(proxy): estimate auto-router baseline costs from durable cache history 2026-09-19 12:44:47 -07:00
proxy_e2e_anthropic_messages_tests fix(test): run the all-beta-headers bedrock cases on Claude Fable 5.1 2026-09-19 23:33:29 +00:00
proxy_migration_tests fix(proxy-extras): keep the post-migration sanity check from building the hand-built SpendLogs indexes 2026-10-02 16:58:30 -07:00
proxy_security_tests
proxy_unit_tests fix(spend): attribute CLI session spend to the per-user cli-session alias instead of the hashed session token (#40541) 2026-09-30 11:43:02 -07:00
router_unit_tests test(router): force the callback to observe the usage stamp before the pre-header increment fails 2026-09-16 20:10:22 +00:00
rust-python-harness test: drop tests that pin provider-owned cost map values 2026-09-18 03:55:51 +00:00
search_tests test: remove fully commented-out test files that collect no tests 2026-09-17 20:05:27 +00:00
spend_tracking_tests
store_model_in_db_tests test(proxy): expect the sanitized unknown-model message in the spend-log error test 2026-09-11 19:18:10 -07:00
test_gateway feat(proxy): offload spend tracking to a pod-local collector sidecar (#40545) 2026-09-10 17:14:13 -07:00
test_litellm 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 17:48:53 -07:00
test_litellm_rust test(rust): pin child interpreters to the parent's litellm and lint for it 2026-09-19 18:17:54 +00:00
unified_google_tests test(unified_google_tests): import ReadOnly from typing_extensions and cover the Vertex global endpoint 2026-09-19 12:15:34 -07:00
vector_store_tests
windows_tests test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
__init__.py
_fake_openai_endpoint_server.py
_flush_vcr_cache.py
_live_test_helpers.py refactor(test): validate cost-map entries into a typed model 2026-09-16 14:32:08 -07:00
_openai_record_replay_proxy.py Extend the record/replay proxy to chat, embeddings, moderations, rerank, and Anthropic (#29847) 2026-06-06 14:33:42 -07:00
_vcr_conftest_common.py
_vcr_redis_persister.py test(vcr): stop refreshing cassette TTL on read so cassettes lapse after 24h (#29784) 2026-06-05 10:22:41 -07:00
_wait_helpers.py test: replace blind sleeps with deadline waits in callback and caching tests (#37660) 2026-08-20 18:48:43 +00:00
_ws_vcr.py test(realtime): record and replay websocket traffic in redis vcr cassettes (#32390) 2026-07-08 00:19:06 -07:00
eval_swe_bench.py Prompt Compression - add it to the proxy (#25729) 2026-04-20 15:08:00 -07:00
fake_openai_endpoint.py test: point router/completion/triton tests at the local fake OpenAI endpoint (#30900) 2026-06-20 16:20:35 -07:00
gettysburg.wav feat(main.py): support openai transcription endpoints 2024-03-08 10:25:19 -08:00
large_text.py fix(router.py): check for context window error when handling 400 status code errors 2024-03-26 08:08:15 -07:00
openai_batch_completions.jsonl
pyrightconfig.json test: add e2e tests for spend, budgets and llms (#30869) 2026-06-24 15:01:57 -07:00
README.MD
test_anthropic_compaction_usage.py chore(oss): litellm oss staging 150626 (#30463) 2026-06-16 12:06:41 -07:00
test_budget_management.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_callbacks_on_proxy.py test: enforce F811 so a duplicate definition cannot silently replace the first 2026-08-21 12:06:19 -07:00
test_debug_warning.py
test_default_encoding_non_root.py
test_end_users.py ci: lint the test tree for undefined names and fix all 30 (#37671) 2026-08-20 13:30:34 -07:00
test_fallbacks.py
test_gpt5_azure_temperature_support.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_health.py
test_keys.py test: fix staging CI regressions from #38182, #38144, #38265, #37962, and #37969 2026-08-25 23:01:20 -07:00
test_litellm_proxy_responses_config.py chore(ci): modernize model references in tests and configs (#27856) 2026-05-15 15:44:28 -07:00
test_logging.conf
test_models.py test: address review notes on the chronic-test repairs 2026-09-04 10:18:15 -07:00
test_new_vector_store_endpoints.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_openai_endpoints.py test: fix five tests left stale by #41311, #41337, #39996 and #41310 2026-09-16 17:47:27 -07:00
test_organizations.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_otel_thread_leak.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_presidio_latency.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_proxy_server_non_root.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_ratelimit.py test: drop the cwd-relative sys.path.insert calls from the test suite (#37802) 2026-08-22 09:25:58 -07:00
test_resource_cleanup.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_rust_python_harness.py refactor(rust): remove gateway, config, router, realtime, and trace-parity infrastructure 2026-09-16 16:00:07 +00:00
test_service_logger_otel.py
test_spend_logs.py Litellm oss staging 04 21 2026 2 (#26569) 2026-05-20 21:25:19 -07:00
test_team.py test: add six ruff rules that catch tests which cannot fail (#37709) 2026-08-20 14:21:26 -07:00
test_team_logging.py
test_team_members.py test: reject assertions on a caught error inside except (ruff PT017) 2026-08-21 13:35:08 -07:00
test_users.py test: enforce F811 so a duplicate definition cannot silently replace the first 2026-08-21 12:06:19 -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/test_litellm

This folder can only run mock tests.