litellm/tests
Darien Kindlund b9e46cbdb7 fix(adapters,vertex): pass output_config through to backends that accept it
Resolves the silent strip of Anthropic Structured Outputs across the
Vertex AI Claude transformation paths and the Anthropic-adapter
re-merge. Consolidates and supersedes four stalled community PRs
addressing overlapping aspects of the same root bug:

- #23475 (Vertex AI Claude blanket-strip removal)
- #23396 (Vertex AI Claude conditional passthrough)
- #23706 (Anthropic adapter exclude output_config from non-Anthropic
  backends)
- #22727 (Anthropic adapter strip output_config for non-Anthropic
  backends)

Closes / addresses: #23380 (Vertex AI Claude output_config drop),
related: #26423, #25079, #24549, #25971, #25957, #26163, #24856.

What was broken
---------------
* Vertex AI Claude paths called ``data.pop("output_config")`` and
  ``data.pop("output_format")`` unconditionally even when Vertex
  accepted those fields. Callers asking for Structured Outputs got a
  200 with prose and never knew the schema constraints had been
  silently dropped (often masked for months by permissive fallback
  parsers).
* The ``/v1/messages`` -> ``/chat/completions`` adapter
  (``LiteLLMMessagesToCompletionTransformationHandler``) re-merged the
  raw Anthropic-shaped ``output_config`` into ``completion_kwargs``
  AFTER the translator already mapped its meaningful parts to
  ``response_format`` / ``reasoning_effort``. Non-Anthropic backends
  (Azure OpenAI, Fireworks, Bedrock Nova, etc.) then 400'd with
  "Extra inputs are not permitted".

Approach
--------
Vertex AI Claude (chat-completion + experimental_pass_through paths):
  Replace the unconditional pop with a sanitizer
  ``_sanitize_vertex_anthropic_output_params`` that strips only the
  Vertex-unsupported keys (today: ``effort``) from ``output_config``
  while forwarding ``format`` and the legacy top-level
  ``output_format``. Defensive: non-dict ``output_config`` values are
  dropped to avoid sending malformed payloads downstream.
  Greptile P1 from PR #23396 addressed: when ``output_config`` carries
  both ``format`` and ``effort``, the prior conditional pass-through
  forwarded ``effort`` and reproduced the 400. The new helper filters
  per-key.

Anthropic ``/v1/messages`` adapter:
  Add ``output_config`` to a named module-level constant
  ``ANTHROPIC_ONLY_REQUEST_KEYS`` and wire it into ``excluded_keys`` so
  the post-translation re-merge skips re-adding the raw key. This
  fixes the 400 on non-Anthropic backends and avoids the conflicting
  duplicate (``response_format`` + raw ``output_config``) on
  Anthropic-family backends.
  Greptile P2 from PR #23706 addressed: the constant gives reviewers
  one grep target instead of an inline literal that silently grows.
  Greptile P2 from PR #22727 addressed: ``extra_kwargs or {}`` is
  replaced with explicit ``is None`` checks so empty-dict callers no
  longer skip the fallback path.

Tests
-----
* tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/
  test_vertex_ai_partner_models_anthropic_transformation.py:
  - 5 new/updated cases plus a direct unit test for
    ``_sanitize_vertex_anthropic_output_params``.
  - Updated ``test_vertex_ai_claude_sonnet_4_5_structured_output_fix``
    so its mock-injected ``output_format`` is asserted to FLOW THROUGH
    (the original test asserted the now-buggy strip behavior).
* tests/test_litellm/llms/anthropic/experimental_pass_through/
  adapters/test_handler_output_config_passthrough.py (new):
  - Constant export sanity, output_config strip with ``effort`` only,
    output_config strip with ``format`` only, regression guard that
    unrelated extras still flow, explicit-empty-dict path, and the
    ``extra_kwargs=None`` no-crash path.

Test-quality fixes incorporated from Greptile review on the
superseded PRs:
* No ``inspect.getsource`` source-text assertions (PR #24114 / #23475).
* ``sys.path`` insertion is anchored to ``__file__`` (PR #23706).
* Assertion messages are positional, not tuple (PR #24114-class bug).
* No ``or {}`` masking explicit empty dicts in helper signatures
  (PR #22727).

Verified locally: 26/26 pass with this commit. The new tests
fail (or fail to import) on ``main`` without it.

Out of scope
------------
* The ``max_tokens`` capping logic from PR #22727 — independent
  concern, deserves its own PR with a focused test plan.
* Architectural rework of the ``excluded_keys`` mechanism (Greptile
  P2 on PR #23706 noted point-fix growth). The named constant gives
  maintainers a clear place to extend; a registry-based approach
  would be a follow-up.

Co-Authored-By: netbrah <netbrah>
Co-Authored-By: s-zx <s-zx>
Co-Authored-By: invoicepulse <invoicepulse>
Co-Authored-By: cfdude <cfdude>
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-04-24 11:48:39 -04:00
..
agent_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
audio_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -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 style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
benchmarks Add CodSpeed performance benchmarks (#23676) 2026-03-14 18:44:36 -07:00
code_coverage_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
documentation_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
enterprise fixing backwards compatibility for tests 2026-04-17 18:08:48 +00:00
guardrails_tests fix(proxy): guardrail header dedupe, mypy during_call, test mock kwargs 2026-04-22 23:22:35 +03:00
image_gen_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
litellm style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
litellm-proxy-extras style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
litellm_core_utils style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
litellm_utils_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
llm_responses_api_testing style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
llm_translation feat(bedrock): add support for bedrock-mantle endpoint (Claude Mythos Preview) (#26196) 2026-04-21 15:41:58 -07:00
load_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
local_testing fix: drain logging worker in test_router_caching_ttl to remove flake 2026-04-23 14:48:02 -07:00
logging_callback_tests fix(logging): add litellm_call_id to StandardLoggingPayload and OTel span (#26133) 2026-04-21 15:24:32 -07:00
mcp_tests Merge remote-tracking branch 'origin/litellm_internal_staging' into litellm_yj_apr17 2026-04-17 17:36:40 -07:00
multi_instance_e2e_tests
ocr_tests Merge branch 'litellm_internal_staging' into litellm_pages_support_for_ocr 2026-04-17 19:29:45 -07:00
old_proxy_tests/tests fix: cleanup tests 2026-03-30 16:24:35 -07:00
openai_endpoints_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
otel_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
pass_through_tests [Infra] CCI: pin Ruby and Node.js installs in proxy_pass_through_endpoint_tests 2026-04-22 21:28:42 -07:00
pass_through_unit_tests replace retired claude-3-haiku-20240307 with claude-haiku-4-5-20251001 in anthropic messages passthrough test 2026-04-20 15:44:11 -07:00
proxy_admin_ui_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
proxy_e2e_anthropic_messages_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
proxy_security_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
proxy_unit_tests [Fix] conftest: flush cache instances and warn on silent skips 2026-04-20 22:19:36 -07:00
router_unit_tests Merge branch 'litellm_internal_staging' into litellm_adaptive_routing 2026-04-20 15:28:08 -07:00
scim_tests
search_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
spend_tracking_tests [Fix] Harden spend accuracy test against transient aiohttp connection errors 2026-04-22 17:40:42 -07:00
store_model_in_db_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_litellm fix(adapters,vertex): pass output_config through to backends that accept it 2026-04-24 11:48:39 -04:00
unified_google_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
vector_store_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
windows_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
__init__.py
eval_swe_bench.py Prompt Compression - add it to the proxy (#25729) 2026-04-20 15:08:00 -07:00
gettysburg.wav
large_text.py
openai_batch_completions.jsonl
README.MD
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 style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_config.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_entrypoint.py
test_fallbacks.py Revert "fix: prevent error when max_fallbacks exceeds available models (#20071)" 2026-02-03 15:15:30 +05:30
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 style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_litellm_proxy_responses_config.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_logging.conf
test_models.py test: replace test_add_and_delete_models integration test with mock 2026-03-30 21:30:57 -07:00
test_new_vector_store_endpoints.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_openai_endpoints.py
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_passthrough_endpoints.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 [Fix] test_ratelimit: skip over-limit cases that race with background RPM tracking 2026-04-11 13:08:59 -07:00
test_resource_cleanup.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_service_logger_otel.py fix(langfuse_otel): prevent empty proxy request spans from being sent to Langfuse 2026-01-28 15:35:35 +01:00
test_spend_logs.py Fix CI: Revert security scan changes and add GitGuardian ignore rules (#18358) 2025-12-22 17:03:53 -08:00
test_team.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_team_logging.py test: cleanup dead tests 2026-03-28 20:49:02 -07:00
test_team_members.py
test_users.py Litellm fix update bedrock models (#24947) 2026-04-01 19:22:54 -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.