litellm/tests
Mateo Wang 9f97111edd
feat(fireworks_ai): sync chat completions endpoint with full API surface (#30885)
* feat(fireworks_ai): sync chat completions endpoint with full API surface

Add 23 missing request parameters to get_supported_openai_params():
seed, top_logprobs, min_p, typical_p, repetition_penalty,
mirostat_target, mirostat_lr, logit_bias, echo, echo_last, ignore_eos,
prompt_cache_key, prompt_cache_isolation_key, raw_output,
perf_metrics_in_response, return_token_ids, safe_tokenization,
service_tier, metadata, speculation, prediction, stream_options,
sampling_mask. Also add reasoning_history gated on supports_reasoning.

Fix prompt_truncate_length to prompt_truncate_len to match the actual
API parameter name. The old name was never in
DEFAULT_CHAT_COMPLETION_PARAM_VALUES, so it always went to extra_body
and was rejected by Fireworks; it never actually worked.

Normalize reasoning_effort boolean values to strings: True becomes
"medium", False becomes "none". The Fireworks OpenAPI schema
documents these as accepted types, but the server rejects non-string
values with HTTP 400 in practice. Integers pass through as-is since the
server is expected to validate them.

Auto-inject stream_options.include_usage=true when stream=true and the
user has not explicitly set stream_options. Without this, Fireworks
returns null usage in all streaming chunks, which is inconsistent with
the non-streaming behavior where usage is always present. If the user
explicitly sets include_usage=false, it is preserved.

Capture Fireworks-specific response fields in transform_response():
perf_metrics, prompt_token_ids, raw_output, and token_ids are now
extracted from the response and stored in response._hidden_params
(fireworks_perf_metrics, fireworks_prompt_token_ids,
fireworks_raw_outputs, fireworks_token_ids) so they are accessible to
logging, the proxy, and downstream consumers when the corresponding
request parameters are enabled.

Remove deprecated document inlining logic. Document inlining was
deprecated on 2025-06-30
(https://docs.fireworks.ai/updates/changelog#-document-inlining-deprecation).
This removes _add_transform_inline_image_block(), the file-to-image_url
migration in _transform_messages_helper(), and the
disable_add_transform_inline_image_block lookup. Current models that
support image input do so natively as VLMs. cache_control,
provider_specific_fields, and thinking_blocks stripping is retained.

Update get_provider_info() to look up supports_vision and
supports_pdf_input from the model cost map instead of hardcoding both
to True (which was based on the now-deprecated document inlining).
supports_prompt_caching remains True.

API docs: https://docs.fireworks.ai/api-reference/post-chatcompletions
Reasoning guide: https://docs.fireworks.ai/guides/reasoning
Prompt caching: https://docs.fireworks.ai/guides/prompt-caching

* fix fireworks chat api surface gaps

* Scope Fireworks thinking param to reasoning models

* style: fix black formatting

* fix(test): update minimax-m3 expected_vision to True

* test: cover non-dict content branch in transform_messages_helper

* fix(fireworks_ai): remove metadata from supported params to prevent internal metadata disclosure

* test(fireworks_ai): replace stale document-inlining capability test

The CircleCI-only litellm_utils_tests suite still asserted the old
behavior where document inlining made every Fireworks model report
supports_pdf_input and supports_vision as True. That premise was removed
in this change, so the test now reflects cost-map-driven capabilities:
unmapped models no longer advertise vision/PDF support while mapped VLMs
like minimax-m3 still do.

* test(fireworks_ai): add end-to-end regression for native OpenAI params

The existing coverage for the newly supported OpenAI-native params asserted
list membership in get_supported_openai_params or called map_openai_params
with a hand-built dict, both of which bypass the get_optional_params gate
(DEFAULT_CHAT_COMPLETION_PARAM_VALUES). That gate is what previously raised
UnsupportedParamsError for seed, top_logprobs, logit_bias, prompt_cache_key,
service_tier and prediction when drop_params=False. Assert the full path so a
revert of the supported-params additions fails the test instead of passing a
shallow membership check.

* test(fireworks_ai): fix test isolation in vision/inlining tests

Use monkeypatch in test_fireworks_ai_vision_capability_from_cost_map so the
LITELLM_LOCAL_MODEL_COST_MAP env var and litellm.model_cost are restored after
the test instead of leaking global state into the rest of the process.

Switch the document-inlining integration tests off deepseek-v3p1, whose
supports_vision is null in the cost map, onto minimax-m3 which is explicitly
supports_vision:true. The pass-through assertions no longer depend on a model
incidentally not being marked non-vision.

* fix(fireworks_ai): gate image rejection on exact vision capability

The image_url rejection read supports_vision via _get_model_cost_capability,
which falls back to hyphen-boundary substring matching when no exact cost-map
entry exists. A custom or fine-tuned model id that merely contains a known
non-vision model's short name (e.g. an id ending in -glm-5p2) inherited that
entry's supports_vision:false and hard-failed valid image_url blocks on a
vision-capable deployment.

Split the exact candidate-key lookup into _get_model_cost_capability_exact and
use it for the hard rejection so a fuzzy match can never block images; the
substring fallback stays a soft signal for capability reporting. Also rewrites
the fallback as a comprehension + max instead of an accumulating loop.

* feat(fireworks_ai): surface response fields on streaming responses

The Fireworks-specific response fields (perf_metrics, prompt_token_ids,
per-choice raw_output and token_ids) were only captured into _hidden_params in
transform_response, which runs for non-streaming completions; streaming chat
went through the default OpenAI chunk handler and dropped them.

Add a FireworksAIChatCompletionStreamingHandler that the provider now returns
from get_model_response_iterator. It reuses one extraction helper with
transform_response and attaches the fields to each streamed chunk's
provider_specific_fields, which is the channel litellm preserves when it
rebuilds streamed chunks (per-chunk _hidden_params is not carried through).
Per-choice token_ids/raw_output ride the content chunks; response-level
perf_metrics/prompt_token_ids ride the final usage chunk. Covered by an
end-to-end streaming test through litellm.completion(stream=True).

---------

Co-authored-by: Ahmad Shahzad <ahmad@shahzad.dev>
Co-authored-by: Graham Neubig <398875+neubig@users.noreply.github.com>
2026-06-20 19:49:07 -07:00
..
agent_tests Revert "chore(tests): migrate Bedrock CI to AWS account 941277531214 (#28728)" (#29326) 2026-05-30 11:26:24 -07:00
audio_tests fix(tests): stabilize image-edit VCR cassettes to stop live gpt-image-1 spend (#28110) 2026-05-18 09:15:39 -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: stabilize batch VCR coverage and stop live upload/network leaks (#29477) 2026-06-02 16:11:52 -07:00
benchmarks Add CodSpeed performance benchmarks (#23676) 2026-03-14 18:44:36 -07:00
code_coverage_tests feat(search): add TinyFish as search provider (#30634) 2026-06-18 09:17:53 -07:00
documentation_tests feat: litellm oss 110626 (#30202) 2026-06-11 22:30:26 -07:00
enterprise feat(auth): resolve caller identity once into a Principal at the auth seam (#30887) 2026-06-20 18:49:41 -07:00
guardrails_tests feat: litellm oss 110626 (#30202) 2026-06-11 22:30:26 -07:00
image_gen_tests feat(fal_ai): add Nano Banana / Gemini 2.5 Flash Image generation support (#29798) 2026-06-06 11:16:44 -07:00
integration feat(sandbox): e2b code execution primitive (#30898) 2026-06-20 16:30:01 -07:00
litellm chore: litellm oss staging (#30745) 2026-06-18 13:55:35 -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 Merge branch 'litellm_internal_staging' into litellm_staging_03_22_2026 2026-04-20 19:56:00 +05:30
litellm_utils_tests feat(fireworks_ai): sync chat completions endpoint with full API surface (#30885) 2026-06-20 19:49:07 -07:00
llm_responses_api_testing test(responses): bump deprecated gemini-3-pro-preview to gemini-3.1-pro-preview (#29433) 2026-06-01 09:54:30 -07:00
llm_translation feat(fireworks_ai): sync chat completions endpoint with full API surface (#30885) 2026-06-20 19:49:07 -07:00
load_tests style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
local_testing test: point router/completion/triton tests at the local fake OpenAI endpoint (#30900) 2026-06-20 16:20:35 -07:00
logging_callback_tests test(vcr): close out the remaining VCR live-call leaks (#29603) 2026-06-03 13:46:43 -07:00
mcp_tests [internal copy of #28008] Support MCP OAuth passthrough and issuer-scoped JWT auth (#28356) 2026-06-02 12:22:04 -07:00
multi_instance_e2e_tests
ocr_tests test(vcr): close out the remaining VCR live-call leaks (#29603) 2026-06-03 13:46:43 -07:00
old_proxy_tests/tests fix: cleanup tests 2026-03-30 16:24:35 -07:00
openai_endpoints_tests chore(ci): modernize model references in tests and configs (#27856) 2026-05-15 15:44:28 -07:00
otel_tests feat(prometheus): add user_email and user_alias to user budget metrics (#28155) 2026-05-18 16:28:14 -07:00
pass_through_tests test(pass_through): harden vertex spendlog poll against transient empty reads (#30683) 2026-06-17 15:11:44 -07:00
pass_through_unit_tests test(vcr): close out the remaining VCR live-call leaks (#29603) 2026-06-03 13:46:43 -07:00
proxy_admin_ui_tests fix(guardrails): persist disable_global_guardrails on keys (#29233) 2026-05-28 21:19:04 -07:00
proxy_behavior chore: litellm oss staging (#30745) 2026-06-18 13:55:35 -07:00
proxy_e2e_anthropic_messages_tests Extend the record/replay proxy to chat, embeddings, moderations, rerank, and Anthropic (#29847) 2026-06-06 14:33:42 -07:00
proxy_migration_tests test(proxy): stop running real-DB tests in GitHub Actions unit jobs (#29700) 2026-06-04 14:56:02 -07:00
proxy_security_tests test(proxy): stop running real-DB tests in GitHub Actions unit jobs (#29700) 2026-06-04 14:56:02 -07:00
proxy_unit_tests feat(auth): resolve caller identity once into a Principal at the auth seam (#30887) 2026-06-20 18:49:41 -07:00
router_unit_tests chore(oss): litellm oss staging 120626 (#30292) 2026-06-12 09:49:25 -07:00
scim_tests
search_tests feat(search): add TinyFish as search provider (#30634) 2026-06-18 09:17:53 -07:00
spend_tracking_tests chore(ci): modernize model references in tests and configs (#27856) 2026-05-15 15:44:28 -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 feat(fireworks_ai): sync chat completions endpoint with full API surface (#30885) 2026-06-20 19:49:07 -07:00
unified_google_tests fix(google_genai): preserve complete SSE events in Vertex/Gemini image streaming (#30270) 2026-06-12 07:49:30 -07:00
vector_store_tests Revert "chore(tests): migrate Bedrock CI to AWS account 941277531214 (#28728)" (#29326) 2026-05-30 11:26:24 -07:00
windows_tests ci: reproduce default-Windows wheel install to guard MAX_PATH (#29597) 2026-06-03 11:28:08 -07:00
__init__.py
_fake_openai_endpoint_server.py test: point router/completion/triton tests at the local fake OpenAI endpoint (#30900) 2026-06-20 16:20:35 -07:00
_flush_vcr_cache.py tests(vcr): isolate cassette redis to CASSETTE_REDIS_URL 2026-05-01 12:32:59 -07:00
_live_test_helpers.py test(vcr): close out the remaining VCR live-call leaks (#29603) 2026-06-03 13:46:43 -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 test(vcr): close out the remaining VCR live-call leaks (#29603) 2026-06-03 13:46:43 -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
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
large_text.py
openai_batch_completions.jsonl
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(callbacks): harden flaky proxy callback-leak detector (#28195) 2026-05-18 16:39:02 -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 chore(ci): modernize model references in tests and configs (#27856) 2026-05-15 15:44:28 -07:00
test_entrypoint.py
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 fix(tests): swap dall-e to gpt-image-1 after openai deprecation 2026-05-12 16:55:18 -07:00
test_keys.py test: harden remaining pass-through CI flakes (image-gen spend poll, ruby assistants timeout) (#30685) 2026-06-17 14:35:47 -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: 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 Extend the record/replay proxy to chat, embeddings, moderations, rerank, and Anthropic (#29847) 2026-06-06 14:33:42 -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_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 chore(ci): modernize model references in tests and configs (#27856) 2026-05-15 15:44:28 -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
test_spend_logs.py Litellm oss staging 04 21 2026 2 (#26569) 2026-05-20 21:25:19 -07:00
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 Litellm oss staging 04 21 2026 2 (#26569) 2026-05-20 21:25:19 -07:00
test_users.py Fix: tag budget reset must drop stale management-cache entry (#27568) 2026-05-10 00:18:55 +00:00

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.