litellm/tests/test_litellm
yucheng-berri 3a31331435
fix(proxy): run pre-call guardrails on batch input file uploads (#37519)
* fix(proxy): run pre-call guardrails on batch input file uploads

POST /v1/files with purpose=batch was the only route in files_endpoints that
never reached pre_call_hook, so guardrails did not see batch content at all and
records reached the provider unscanned.

Stream the uploaded JSONL a record at a time and run each record's body through
the existing pre_call_hook dispatch under the call type its url maps to, so
guardrail resolution, key and team config, and the per-endpoint translations are
reused rather than reimplemented. The hook gains a guardrails_only mode for this,
since the same callback loop also drives rate limiters, budget hooks, prompt
templates and hanging-request alerting, none of which should fire once per record.

A guardrail that blocks raises its own exception, which propagates untouched so
its status code survives. A record a guardrail would rewrite, a record that
cannot be parsed, and a record whose url cannot be scanned all reject the upload,
since silently skipping any of them is the bypass this is meant to close.
Per-record redaction lands separately.

The scan only runs when a guardrail that actually runs pre_call, or a guardrail
pipeline, is configured, so deployments without one are byte for byte unchanged.

* fix(proxy): compare the dict a batch guardrail returns, not the one it was given

async_pre_call_hook may return a replacement dict instead of mutating its input, and
process_pre_call_hook_response then makes that replacement the request. The scan only
inspected the dict it passed in, so a guardrail that redacts by returning a copy was
treated as a no-op and its record uploaded unchanged.

* fix(proxy): treat a missing batch body key as different from a null one

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* docs(proxy): document the guardrails_only mode on pre_call_hook

* fix(proxy): resolve a batch record's scan type from its body when the url is unfamiliar

The scanner only accepted five exact urls, but callers write that field by hand and the
provider transformers are far more permissive: bedrock treats any non-empty url as chat
and vertex strips query strings and trailing slashes. Uploads that work today would have
started failing the moment a pre-call guardrail was configured.

Normalize the url before lookup and fall back to the body shape when it is unfamiliar, so
a record we can still read is a record we still scan. Only a body with no messages, prompt
or input is now refused, and the error says so instead of listing urls that were never the
whole set.

Also pins the default side of the guardrails_only gate: the hanging-request alert and
prompt templating are asserted to still fire when the flag is absent.

* refactor(proxy): drop batch guardrail checks the upload validation already makes

check_batch_file_upload now runs first and rejects a line that does not parse, a line that
is not an object, and a line missing custom_id, method, url or body, so the guardrail scan
can rely on all four. Its own parse handling was unreachable through the endpoint and is
gone, along with the tests for it. What is left is the case that validation does not cover,
a body whose value is not an object, since it only checks that the key is present.

* fix(proxy): resolve a batch record's call type from the url path, not the whole url

A record naming its route in full, which is how callers actually write batch files, matched
no known route, so it fell through to the body shape. A Responses record carries `input`,
and that reads as an embedding, so the record was scanned as the wrong call type and any
guardrail scoped to chat or Responses skipped it while the upload was accepted. Chat records
survived only because their body shape happens to map back to the same call type. The url is
now reduced to its path before matching.

Guardrails that pick their policy from a request header, such as noma choosing an application
id, saw no headers at all during the scan and fell back to a default, so a batch record could
be evaluated under a different policy than the same content sent online. The sanitized headers
the proxy already stores in request metadata now travel with the scan.

Also drops the bare `dict` annotation, the unreachable non-dict branch on the guardrail chain's
own return, and the type alias that was missing its `TypeAlias`, which together were failing
the lint gate.

* fix(proxy): give each batch record its own copy of the scan metadata

The narrowed metadata was handed to every record as a shallow copy, so `headers` and `tags`
stayed shared with the upload request and with the other records in the same window. A guardrail
that writes into one of those in place, which several do to record their own bookkeeping, would
have its write show up in every record scanned after it and in the request itself. The narrowing
already removed the values that cannot be copied, so each record now gets a deep copy.

---------

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-08-20 12:51:15 -07:00
..
a2a_protocol test: run the 30 test files stranded in the second mirror (#37595) 2026-08-20 10:59:43 -07:00
anthropic_interface fix(rust): route agentic-completion-hook /messages requests to Python for all stream modes (#34126) 2026-07-22 00:36:47 +00:00
batches fix(batches): skip undecodable batch output lines when costing 2026-08-19 14:35:01 -07:00
caching test(caching): annotate new semantic cache and hosted_vllm test helpers 2026-08-18 15:20:13 -07:00
completion_extras refactor(responses): drop commentary from the tool_choice fix 2026-08-17 13:04:45 -07:00
compression fix(guardrails/headroom): stop compressing the turn the model must act on (#35294) 2026-07-30 18:53:31 -07:00
containers fix(containers): record ownership for service-account keys + fix Prisma Json serialization (#28990) 2026-05-27 21:00:07 -07:00
enterprise fix(batches): persist the creating key and tags on managed batches created via /v1/batches 2026-08-15 12:45:00 -07:00
expected_fine_tuning_api
expected_responses_api_request test(responses): replace perma-skip azure shell e2e with offline coverage (#32444) 2026-07-08 10:01:41 -07:00
experimental_mcp_client fix(mcp): bound MCP client requests with a session read timeout (#36675) 2026-08-12 12:36:24 -07:00
google_genai chore: litellm oss staging 250626 (#31305) 2026-06-25 21:00:28 -07:00
images
integrations fix(otel): route Phoenix traces to per-key/team projects under otel v2 (#36706) 2026-08-20 11:37:09 -07:00
interactions test(interactions): follow Google spec drift replacing Turn with typed steps (#36730) 2026-08-12 23:32:57 -07:00
litellm_core_utils fix(cli): keep the refresh token in the OS keychain, not in token.json 2026-08-20 11:43:53 -07:00
llms test: run the 30 test files stranded in the second mirror (#37595) 2026-08-20 10:59:43 -07:00
models feat(spend-logs): add lifecycle timestamps 2026-08-18 14:16:08 -07:00
ocr fix(ocr): reject invalid req_format values as 400 on the SDK path 2026-08-17 15:49:18 -07:00
passthrough fix(passthrough): stream non-sse passthrough responses instead of buffering in memory (#32386) 2026-07-07 20:51:15 -07:00
proxy fix(proxy): run pre-call guardrails on batch input file uploads (#37519) 2026-08-20 12:51:15 -07:00
rag fix(rag): track LLM completion usage and spend for /v1/rag/query (#32438) 2026-07-17 17:45:27 +00:00
realtime_api refactor(realtime): inject the vertex access token resolver 2026-08-20 02:36:47 -07:00
repositories fix(team): sweep dangling team references and cache on team delete (#36819) 2026-08-13 18:01:38 -07:00
rerank_api fix(rerank): log optional_rerank_params at debug to stop leaking request content (#32533) 2026-07-08 18:48:03 -07:00
responses Fall back to the GPT version rule when the cost map carries no breakpoint flag 2026-08-20 05:47:19 -07:00
router_strategy feat(complexity_router): add business classification rubric preset (#37534) 2026-08-20 11:20:53 -07:00
router_utils test(router): type the acreate_file fallback test helpers 2026-08-18 19:57:24 -07:00
sandbox feat: add opensandbox sandbox provider (#31024) 2026-06-23 09:05:13 -07:00
secret_managers fix(proxy): initialize the secret manager before resolving os.environ config references (#37544) 2026-08-19 17:00:26 -07:00
test_router fix(logging): stop pinning large request payloads past request end (#33455) 2026-07-15 15:28:37 -07:00
types test: add Final annotations to LIT-5757 regression test variables 2026-08-18 23:19:38 +00:00
vector_stores
videos test(videos): add 1:1 test file scaffold for videos component paths (#30631) 2026-06-29 09:12:51 +05:30
__init__.py
conftest.py test(cli): model keyring's null backend in the vault test double 2026-08-20 05:28:19 -07:00
log.txt
readme.md
test__types.py Litellm OSS Staging 010626 (#29422) 2026-06-01 21:42:51 -07:00
test_a2a_registry_lookup.py
test_acompletion_session_reuse_e2e.py
test_add_deployment_no_master_key.py
test_aembedding_session_reuse_e2e.py
test_anthropic_beta_headers_filtering.py chore(oss): litellm oss staging 120626 (#30292) 2026-06-12 09:49:25 -07:00
test_anthropic_skills_transformation.py
test_anthropic_sonnet_1hr_cache_pricing.py chore: litellm oss staging160626 (#30527) 2026-06-16 18:23:13 -07:00
test_assert_ci_coverage.py feat(ci): catch files a -k expression deselects from every job (#37601) 2026-08-20 10:59:38 -07:00
test_audio_transcription_rust_bridge.py perf(bedrock): audio transcription via rust core (py->rust bridge) (#33990) 2026-07-20 14:09:41 -07:00
test_azure_ad_token_credential_resolution.py test(router): cover s3_output_bucket_name surviving the trusted credential snapshot 2026-08-17 14:51:10 -07:00
test_azure_ai_grok_4_3_model_metadata.py feat(azure-ai): add Grok 4.3 model metadata (#27932) 2026-08-13 17:25:17 -07:00
test_batch_completion_models_all_responses.py test(batches): move orphan tests into tests/test_litellm for CI coverage (#30510) 2026-06-16 10:20:59 -07:00
test_bedrock_anthropic_1hr_cache_pricing.py Litellm oss staging 030626 (#29578) 2026-06-03 11:01:51 -07:00
test_bedrock_extended_beta_models.py test: run the 30 test files stranded in the second mirror (#37595) 2026-08-20 10:59:43 -07:00
test_bedrock_nemotron_super.py test: run the 30 test files stranded in the second mirror (#37595) 2026-08-20 10:59:43 -07:00
test_bedrock_usgov_haiku_1hr_cache.py Litellm OSS Staging 010626 (#29422) 2026-06-01 21:42:51 -07:00
test_bedrock_usgov_pricing.py Litellm OSS Staging 010626 (#29422) 2026-06-01 21:42:51 -07:00
test_budget_ratchet_check.py fix(lint): let the ratchet guard recognise a graduated rule 2026-08-07 23:11:23 -07:00
test_chat_ui_responses_session.py
test_check_licenses.py fix(check_licenses): read PEP 639 license-expression metadata (#28529) 2026-05-22 11:22:38 -07:00
test_check_test_quality.py feat(ci): ratchet tests that skip themselves when a credential is absent (#37612) 2026-08-20 10:59:35 -07:00
test_check_type_discipline.py fix(scripts): unwrap PEP 604 unions in LIT002 TypedDict detection 2026-08-13 20:01:35 -07:00
test_circleci_path_filter.py perf(ci): gate the lint, MCP and dashboard jobs on the pull request's file list (#37559) 2026-08-19 18:32:21 -07:00
test_circleci_rust_toolchain.py ci(circleci): install a pinned Rust toolchain on the Linux jobs (#35519) 2026-08-03 18:39:35 -07:00
test_claude_fable_5_config.py Revert "chore(ci): sync litellm_internal_staging into daily OSS branch (#33337)" (#33339) 2026-07-14 19:32:25 -07:00
test_claude_haiku_4_5_config.py feat(anthropic): add Claude Opus 4.8 and prune reasoning-effort flags (#29238) 2026-05-28 18:50:33 -07:00
test_claude_opus_4_6_config.py fix(azure_ai): advertise 1M context window for Claude Opus 4.6+ on Foundry 2026-07-24 21:53:12 +00:00
test_claude_opus_4_8_config.py fix(azure_ai): advertise 1M context window for Claude Opus 4.6+ on Foundry 2026-07-24 21:53:12 +00:00
test_claude_opus_5_config.py feat(anthropic): add Claude Opus 5 2026-07-24 10:43:49 -07:00
test_claude_sonnet_4_6_config.py feat(anthropic): add Claude Opus 4.8 and prune reasoning-effort flags (#29238) 2026-05-28 18:50:33 -07:00
test_claude_sonnet_5_config.py fix(model_prices): apply claude-sonnet-5 introductory pricing through 2026-08-31 (#31917) 2026-07-01 17:45:57 -07:00
test_cloudflare_workers_ai_model_metadata.py feat(cloudflare): add current Workers AI text-generation models to the cost map (#31051) 2026-06-23 10:44:37 -07:00
test_command_r7b_pricing.py chore: litellm oss 170626 (#30637) 2026-06-17 21:11:12 -07:00
test_completion_timeout_resolution.py fix(router): honor litellm_settings.request_timeout as an independent per-attempt timeout (#31119) 2026-06-23 14:22:54 -07:00
test_component_entrypoint.py fix(docker): honor USE_DDTRACE in the componentized gateway and backend images (#35490) 2026-08-01 14:12:59 -07:00
test_compression.py
test_conftest.py test: trim the PROXY_BASE_URL fixture and regression docstrings 2026-08-19 00:56:37 -07:00
test_conftest_isolation.py test: roll back live router replay membership between tests (#36278) 2026-08-08 10:45:43 -07:00
test_constants.py
test_container_router.py
test_cost_calculation_log_level.py
test_cost_calculator.py fix(vertex_ai): price passthrough calls on the URL's serving location 2026-08-19 16:44:52 -07:00
test_count_tokens_public_api.py
test_dashscope_image_generation.py
test_deepseek_model_metadata.py
test_detect_changes.py perf(ci): gate the lint, MCP and dashboard jobs on the pull request's file list (#37559) 2026-08-19 18:32:21 -07:00
test_dockerfile_non_root.py
test_eager_tiktoken_load.py
test_env_key_doc_gate.py fix(ci): make the env-key doc gate see bare get_secret and get_secret_str reads (#35996) 2026-08-05 14:49:55 -07:00
test_exception_exports.py
test_exception_header_preservation.py
test_exception_mapping_request_attribute.py
test_filter_out_litellm_params.py
test_gate_slot_lock.py fix(make): acquire the gate slot before lint setup deps 2026-08-14 21:17:14 -07:00
test_get_blog_posts.py
test_git_hooks.py chore(hooks): enforce Conventional Commits and Conventional Branches (#30174) 2026-06-11 10:00:23 -07:00
test_github_close_low_quality_prs.py feat(agent-shin): automated PR/issue triage, low-quality auto-close, and review-gate label lifecycle (#30433) 2026-06-17 20:42:27 -07:00
test_github_review_gate.py feat(agent-shin): automated PR/issue triage, low-quality auto-close, and review-gate label lifecycle (#30433) 2026-06-17 20:42:27 -07:00
test_github_triage_with_llm.py fix(triage): track and credit feature dead-end evidence in the verdict 2026-08-11 10:57:46 -07:00
test_github_triage_workflows.py chore(ci): close the test-census blind spots and move scripts out of workflows/ (#37586) 2026-08-20 10:07:14 -07:00
test_gpt_5_4_model_metadata.py fix(pricing): correct gpt-5.4-mini and gpt-5.4-nano token limits 2026-07-30 02:43:54 +00:00
test_gpt_5_5_model_metadata.py chore: litellm oss staging160626 (#30527) 2026-06-16 18:23:13 -07:00
test_gpt_image_cost_calculator.py chore: litellm oss staging (#31185) 2026-06-26 09:17:44 -07:00
test_gpt_realtime_mode.py test(pricing): pin the realtime mode assertion to the bundled cost map (#33806) 2026-07-18 02:52:55 +00:00
test_groq_streaming_encoding.py
test_guardrail_exception_status_codes.py Litellm oss staging (#28161) 2026-05-18 16:27:44 -07:00
test_lazy_imports.py
test_litellm_params_reserved_keys.py
test_logging.py fix(logging): close three secret-leak paths in verbose logging (#37391) 2026-08-19 01:03:34 +00:00
test_lowest_latency_zero_tokens.py
test_main.py Fall back to the GPT version rule when the cost map carries no breakpoint flag 2026-08-20 05:47:19 -07:00
test_main_module_header.py Add main module header comment 2026-05-06 00:26:17 +00:00
test_mistral_medium_3_5_model_metadata.py fix(cost-map): retarget mistral-medium-latest to Medium 3.5 and add date-pinned aliases (#31373) 2026-06-25 18:27:18 -07:00
test_mistral_zai_glm_5_2_model_metadata.py fix(mistral): correct zai-glm-5-2 limits, add cached-input price and glm-5-2 alias 2026-08-20 10:45:24 -07:00
test_model_block_unblock.py fix(proxy): serialize model reconciles so concurrent model writes stop evicting each other (#36687) 2026-08-12 13:42:26 -07:00
test_model_cost_aliases.py
test_model_param_helper.py
test_model_prices_schema.py fix(cost): support cache_creation_input_token_cost in tiered pricing and make tier selection all-or-nothing 2026-08-13 02:18:10 +00:00
test_model_response_normalization.py
test_muse_spark_1_1_model_metadata.py Revert "chore(ci): sync litellm_internal_staging into daily OSS branch (#33337)" (#33339) 2026-07-14 19:32:25 -07:00
test_muse_spark_1_2_model_metadata.py fix(model_prices): bill muse spark web search grounding per query 2026-08-12 19:44:20 -07:00
test_nested_drop_params.py
test_openai_embedding_encoding_format_default.py fix(embeddings): allow omitting encoding_format via env sentinel none 2026-05-01 23:03:13 +05:30
test_pre_commit_lint.py feat(scripts): queue heavy gates behind a machine-wide slot lock 2026-08-14 17:22:32 -07:00
test_prisma_generate_if_needed.py fix(lint): generate the prisma client into the gate-owned venv 2026-08-06 01:54:26 -07:00
test_project_alias_tracking.py
test_project_tags_pydantic.py
test_proxy_auth.py test: run the 30 test files stranded in the second mirror (#37595) 2026-08-20 10:59:43 -07:00
test_rag_openai_ingestion.py chore: litellm oss staging (#30745) 2026-06-18 13:55:35 -07:00
test_rate_limit_error_unification.py test(rate-limits): drop the removed data kwarg from the v3 dynamic limiter raise-branch test 2026-07-30 15:20:44 -07:00
test_redact_string_in_error_paths.py fix(router): redact fallback tracebacks at the call site and cover the sync deferred stream (#35843) 2026-08-05 10:06:52 -07:00
test_redis.py fix(redis): unwrap decorated __init__s when deriving the from_url kwargs allowlist (#36654) 2026-08-15 11:52:08 -07:00
test_register_model_custom_pricing.py fix(utils): resolve bedrock regional inference profiles to regional pricing in get_model_info (LIT-4056) (#32389) 2026-07-07 20:49:03 -07:00
test_register_model_zero_cost_persistence.py chore(oss): litellm oss staging 150626 (#30463) 2026-06-16 12:06:41 -07:00
test_replicate_model_key_format.py fix(model-prices): correct replicate model key typo (#34800) 2026-08-05 16:37:44 -07:00
test_responses_api_bridge_non_stream.py fix(usage): keep responses usage SDK-parseable and complete streamed reasoning splits 2026-08-19 14:57:19 -07:00
test_responses_id_security.py fix(responses_id_security): decrypt response ids for input_items follow-ups (#32269) 2026-07-06 14:03:15 -07:00
test_responses_streaming_container_ownership.py chore(oss): litellm oss staging 150626 (#30463) 2026-06-16 12:06:41 -07:00
test_retrieve_batch_bedrock_dispatch.py feat(batch-job): bedrock batch model invocation job retrieval (#26834) 2026-05-11 13:22:26 -07:00
test_router.py test: drop unused imports in the direct restore test 2026-08-19 00:54:46 -07:00
test_router_block_helpers.py feat: litellm oss 110626 (#30202) 2026-06-11 22:30:26 -07:00
test_router_exception_redaction.py fix(router): mask provider credentials embedded in fallback error messages (#32083) 2026-07-03 18:48:06 -07:00
test_router_google_genai.py
test_router_model_cost_isolation.py feat(ptu): accrue flat cost for PTU deployments declared in config.yaml (#37556) 2026-08-19 19:08:14 -07:00
test_router_order_fallback.py chore: litellm oss staging160626 (#30527) 2026-06-16 18:23:13 -07:00
test_router_per_deployment_num_retries.py fix(router): honor request-level num_retries over a deployment's litellm_params value (#35483) 2026-08-01 13:51:29 -07:00
test_router_redis_init.py
test_router_retry_backoff_headers.py test: run the 30 test files stranded in the second mirror (#37595) 2026-08-20 10:59:43 -07:00
test_router_retry_non_retryable_errors.py
test_router_retry_policy_update.py fix(proxy): tighten role gating on /get/config/callbacks response (#31745) 2026-07-01 17:58:31 -07:00
test_router_silent_experiment.py
test_router_streaming_fallback_metadata.py chore: litellm oss staging (#30968) 2026-06-23 07:31:44 -07:00
test_router_weighted_failover.py fix(router): cool down failed fallback deployments and correct cooldown TTL after Redis backfill (#35104) 2026-08-10 16:51:55 -07:00
test_ruff_strict_gate.py refactor(lint): graduate the 35 zero-violation strict rules into ruff.toml 2026-08-07 23:10:33 -07:00
test_sambanova_model_metadata.py test: run the 30 test files stranded in the second mirror (#37595) 2026-08-20 10:59:43 -07:00
test_secret_redaction.py fix(logging): close three secret-leak paths in verbose logging (#37391) 2026-08-19 01:03:34 +00:00
test_select_ui_test_scope.py fix(ci): run the full dashboard suite when a change reaches outside src/ (#37563) 2026-08-19 23:09:03 -07:00
test_service_logger.py fix: missing span for guardrail passthrough (#29552) 2026-06-03 01:25:15 +00:00
test_setup_wizard.py
test_shared_session_integration.py
test_ssl_verify_unit.py refactor(bedrock): remove the dead BedrockLLM invoke code path 2026-07-29 20:25:36 -07:00
test_stream_chunk_builder_annotations.py
test_stream_chunk_builder_images.py test: run the 30 test files stranded in the second mirror (#37595) 2026-08-20 10:59:43 -07:00
test_streaming_connection_cleanup.py
test_system_message_format_bug.py
test_test_quality_gate.py feat(ci): ratchet tests that skip themselves when a credential is absent (#37612) 2026-08-20 10:59:35 -07:00
test_thinking_enabled.py test: drop restating comment and wrap long call in thinking tests 2026-08-18 19:55:22 -07:00
test_type_check_gate.py fix(lint): retire the single-slot base-counts cache 2026-08-06 02:23:52 -07:00
test_type_discipline_gate.py fix(lint): pick the merge-aware base so in-progress merges are not blamed for base drift 2026-08-04 17:58:41 -07:00
test_utils.py Gate OpenAI prompt cache breakpoints on the real target and carry them through /v1/responses 2026-08-20 05:17:13 -07:00
test_utils_module_docstring.py Add utils module docstring 2026-05-06 00:42:49 +00:00
test_uuid_helper.py
test_vcr_safe_body_matcher.py test: stabilize batch VCR coverage and stop live upload/network leaks (#29477) 2026-06-02 16:11:52 -07:00
test_video_generation.py fix(vertex-ai): use DB credentials in video handlers + implement Veo video edit (#29098) 2026-05-28 11:45:41 -07:00
test_with_dashboard_node.py fix(bootstrap): fail fast when nvm cannot activate the pinned node 2026-08-04 21:18:58 -07:00
test_xai_grok_4_3_model_metadata.py feat(xai): add grok-4.3 and grok-4.3-latest to model_prices_and_conte… (#27154) 2026-05-07 09:06:56 -07:00
test_xai_responses_auto_routing.py

Testing for litellm/

This directory 1:1 maps the the litellm/ directory, and can only contain mocked tests.

The point of this is to:

  1. Increase test coverage of litellm/
  2. Make it easy for contributors to add tests for the litellm/ package and easily run tests without needing LLM API keys.

File name conventions

  • litellm/proxy/test_caching_routes.py maps to litellm/proxy/caching_routes.py
  • test_<filename>.py maps to litellm/<filename>.py