litellm/tests
Mateo Wang 0441d6023f 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 17:42:23 -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 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(e2e): move live-provider legacy tests into tests/e2e (#44120) 2026-10-02 00:02:18 -07:00
base_sdk_tests fix(mcp): explain missing public client dependencies 2026-09-19 19:52:13 -07:00
basic_proxy_startup_tests build: migrate packaging, CI, and Docker from Poetry to uv (#25007) 2026-04-09 11:46:23 -07:00
batches_tests test(e2e): move live-provider legacy tests into tests/e2e (#44120) 2026-10-02 00:02:18 -07:00
benchmarks feat(tokenizer): preserve Python defaults with opt-in Rust dispatch (#42174) 2026-09-22 04:41:11 +00:00
code_coverage_tests docs(proxy): describe /v1/decisions and /v1/systemone in Swagger UI (#45838) 2026-10-11 00:47:58 +00:00
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: fix three order-dependent and timing-flaky tests (#44271) (#44281) 2026-10-02 16:35:51 -07:00
guardrails_tests test(e2e): move live-provider legacy tests into tests/e2e (#44120) 2026-10-02 00:02:18 -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 fix(logging): pass provider response headers to callbacks on every endpoint (#42824) 2026-09-24 13:01:12 -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 17:42:23 -07:00
litellm_utils_tests fix(ci): stop stale CI reds, keep unit tests off the host env, retry CyberArk policy conflicts (#43294) 2026-09-26 09:25:13 -07:00
llm_responses_api_testing test(e2e): move live-provider legacy tests into tests/e2e (#44120) 2026-10-02 00:02:18 -07:00
llm_translation test(e2e): move live-provider legacy tests into tests/e2e (#44120) 2026-10-02 00:02:18 -07:00
load_tests feat(proxy): per-worker admission control that rejects excess requests with 503 (#39352) 2026-09-03 18:19:04 -07:00
local_testing test: repair stale and polluting tests red on scheduled main CI (#44229) (#44254) 2026-10-02 15:00:07 -07:00
logging_callback_tests test(e2e): move live-provider legacy tests into tests/e2e (#44120) 2026-10-02 00:02:18 -07:00
mcp_tests chore(release): backport #44066 to rc/1.105.0 (#44215) 2026-10-02 11:22:11 -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 refactor(ocr): remove the Python OCR execution path and require the Rust route (#43081) 2026-09-24 18:18:50 -07:00
openai_endpoints_tests test(e2e): move live-provider legacy tests into tests/e2e (#44120) 2026-10-02 00:02:18 -07:00
otel_tests test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -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(e2e): move live-provider legacy tests into tests/e2e (#44120) 2026-10-02 00:02:18 -07:00
proxy_admin_ui_tests
proxy_behavior refactor(proxy): inject tracing receiver and access context (#44035) 2026-10-01 13:45:32 -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): bound the lock waits of the partitioned SpendLogs index build (#44109) 2026-10-01 18:28:50 -07:00
proxy_security_tests refactor(proxy): rename the local development override to dangerously_permit_weak_or_unset_master_key so the name says exactly what it permits 2026-09-19 18:53:14 -07:00
proxy_unit_tests ci: move tests/proxy_unit_tests to tests/unit/proxy and run the proxy-db shards from litellm-tests (#42903) 2026-09-24 22:59:11 +00:00
router_unit_tests fix(ci): stop stale CI reds, keep unit tests off the host env, retry CyberArk policy conflicts (#43294) 2026-09-26 09:25:13 -07:00
rust-python-harness refactor(ocr): remove the Python OCR execution path and require the Rust route (#43081) 2026-09-24 18:18:50 -07:00
search_tests fix(cost-map): retirement dates, chatgpt reasoning flags, bing pricing, bedrock mantle and mythos, azure gpt-5.6 alias, anthropic batch rates, new nebius, openrouter and xai rows (#42951) 2026-09-25 19:12:36 -07:00
spend_tracking_tests test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
store_model_in_db_tests test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_litellm refactor(tracing): normalize agent spans in Rust (#44071) 2026-10-01 18:01:20 -07:00
test_litellm_rust feat(tracing): add scoped SQL queries and schema-aware help (#44085) 2026-10-01 22:06:14 -07:00
unified_google_tests test(google_genai): move unified_google_tests to gemini-3.5-flash-lite (#42520) 2026-09-22 13:07:37 -07:00
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 17:42:23 -07:00
vector_store_tests
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 [Feat] Add github co-pilot as a new LLM API provider (#12325) 2025-07-04 13:12:16 -07:00
_fake_openai_endpoint_server.py
_flush_vcr_cache.py [Infra] Promote internal staging to main (#27245) 2026-05-05 16:15:03 -07:00
_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
_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 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
_ws_vcr.py test(realtime): record and replay websocket traffic in redis vcr cassettes (#32390) 2026-07-08 00:19:06 -07:00
AGENTS.md ci(tests): wire tests/unit into CircleCI and drain legacy unit shards green 2026-09-20 07:05:42 +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 Prompt Compression - add it to the proxy (#25729) 2026-04-20 15:08:00 -07:00
fake_openai_endpoint.py
gettysburg.wav
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 feat(router.py): Support Loadbalancing batch azure api endpoints (#5469) 2024-09-02 21:32:55 -07:00
pyrightconfig.json
README.MD test: finish the non-proxy half of tests/test_litellm (#43281) 2026-09-25 22:43:41 -07:00
test_anthropic_compaction_usage.py
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_debug_warning.py
test_default_encoding_non_root.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_end_users.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_fallbacks.py test(e2e): move live-provider legacy tests into tests/e2e (#44120) 2026-10-02 00:02:18 -07:00
test_gpt5_azure_temperature_support.py
test_health.py fix(tests): swap dall-e to gpt-image-1 after openai deprecation 2026-05-12 16:07:59 -07:00
test_keys.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -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 feat(proxy_cli.py): add new 'log_config' cli param (#6352) 2024-10-21 21:25:58 -07:00
test_models.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_new_vector_store_endpoints.py
test_openai_endpoints.py test(e2e): move live-provider legacy tests into tests/e2e (#44120) 2026-10-02 00:02:18 -07:00
test_otel_thread_leak.py
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(proxy): delete the legacy proxy test tree and shard tests/unit/proxy by glob (#44018) 2026-10-01 11:40:45 -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 test: fix stale and state-leaking tests red on scheduled CircleCI (#43266) 2026-09-25 19:10:20 -07:00
test_service_logger_otel.py
test_spend_logs.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_team.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -07:00
test_team_logging.py
test_team_members.py test(proxy): move management_endpoints, management_helpers and guardrails tests into tests/unit/proxy (#44003) 2026-10-01 10:52:03 -07:00
test_users.py test(integration): move legacy proxy, router and Redis tests into tests/integration (#44128) 2026-10-01 23:00:54 -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.