litellm/tests/test_litellm
Mateo Wang f028a622e2
fix(prometheus): emit litellm_remaining_tokens_metric for Bedrock and Vertex (#27705)
* fix(prometheus): emit remaining_tokens/requests gauges for bedrock + vertex (LIT-2719)

Bedrock and Vertex AI never return x-ratelimit-remaining-* response headers,
so litellm_remaining_tokens_metric / litellm_remaining_requests_metric only
fired for OpenAI / Azure / Anthropic deployments even when tpm/rpm was
configured on the router.

Add a provider-agnostic fallback in PrometheusLogger.async_log_success_event
that asks Router.get_remaining_model_group_usage() for the same model_group
and emits the gauges with configured_limit - current_usage when the upstream
provider didn't populate the headers itself. Existing OpenAI / Azure /
Anthropic flows are unchanged because the fallback short-circuits when both
header values are already present.

Tests: 8 new tests covering bedrock + vertex emission, header short-circuit,
partial-header fill, llm_router=None, missing model_group, empty router
result, and router exception swallowing.

Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>

* fix(prometheus): narrow except to ImportError, log router lookup failures via verbose_logger.exception

Address greptile review:
- The optional 'from litellm.proxy.proxy_server import llm_router' should
  guard against ImportError specifically, not all exceptions, so that
  unexpected errors (e.g. AttributeError from partially-initialized state)
  stay visible.
- get_remaining_model_group_usage failures are now logged via
  verbose_logger.exception (with traceback) instead of debug, matching the
  PR description's intent and avoiding silent loss of router-cache errors
  in production.

Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>

* fix(prometheus): subtract in-flight delta in router-remaining fallback

The router's TPM/RPM counter is incremented by
Router.deployment_callback_on_success, which fires alongside this
prometheus callback in the success-log fan-out. Prometheus wins the
race, so get_remaining_model_group_usage returns the pre-decrement
counter for the current request — while vendor headers
(OpenAI/Anthropic/Azure) are already post-decrement.

That broke parity between providers on the same gauge: dashboards
plotting litellm_remaining_requests_metric showed Bedrock/Vertex
perpetually one request behind Anthropic for the same throughput.

Replay the in-flight increment before emit: subtract total_tokens
from remaining_tokens and 1 from remaining_requests.

* Revert "fix(prometheus): subtract in-flight delta in router-remaining fallback"

This reverts commit 001ce95ecdd952b4b5a23dd2b1e62c4562c932bc.

* fix(router): post-decrement router-derived ratelimit headers

Router.set_response_headers injects x-ratelimit-remaining-{tokens,
requests} for providers that don't return them natively (Bedrock,
Vertex). The values come from get_remaining_model_group_usage, which
reads the router's TPM/RPM counter — incremented post-response by
deployment_callback_on_success. So the headers reflected the counter
state before the current request was counted: pre-decrement.

Vendor headers from OpenAI/Anthropic/Azure are post-decrement (the
vendor counted the request before responding). Same metric name, two
semantics — dashboards plotting litellm_remaining_requests_metric
showed Bedrock/Vertex perpetually one request behind for the same
throughput, and the HTTP response headers exposed the same skew to
clients.

Subtract the in-flight delta before writing: 1 from
remaining-requests, response.usage.total_tokens from remaining-tokens.
Fixes both the response headers and (transitively) the prometheus
gauges that read from standard_logging_payload.additional_headers.

---------

Co-authored-by: cursor <cursor@example.com>
Co-authored-by: Mateo Wang <mateo-berri@users.noreply.github.com>
2026-05-13 17:40:59 -07:00
..
a2a_protocol style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
anthropic_interface/exceptions style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
caching chore(caching): remove allow_legacy_unscoped_cache_hits opt-in 2026-05-04 22:16:30 +00:00
completion_extras fix(responses): normalize chat tool_choice for completions→responses bridge (#27634) 2026-05-11 10:24:34 -07:00
containers chore(container): use delete_cache, json-encode scope key, clean test 2026-05-05 00:43:47 +00:00
enterprise fix(tests): use canonical litellm_enterprise import path (#27699) 2026-05-12 12:32:57 -07:00
expected_fine_tuning_api refactor: refactor testing 2026-03-28 18:39:32 -07:00
expected_responses_api_request
experimental_mcp_client style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
google_genai fix(gemini): normalize response_schema on native generateContent (#27775) 2026-05-12 23:26:34 -07:00
images fix(image_edit): read vertex_project/location from litellm_params in Imagen get_complete_url 2026-04-21 15:03:40 +05:30
integrations fix(prometheus): emit litellm_remaining_tokens_metric for Bedrock and Vertex (#27705) 2026-05-13 17:40:59 -07:00
interactions test(interactions): align openapi compliance with upstream rename outputs->steps 2026-05-07 17:09:25 -07:00
litellm_core_utils fix(bedrock-converse): drop blank-text fallback for empty thinking blocks (#27850) 2026-05-13 10:04:59 -07:00
llms fix(fireworks_ai): strip thinking_blocks from chat messages before Fireworks API call (#27881) 2026-05-13 16:43:36 -07:00
ocr chore: reject bare str at file-input sinks to prevent local-file read (#27762) 2026-05-12 16:40:07 -07:00
passthrough refactor: trim explanatory comments from streaming-flush fix 2026-04-30 02:39:28 +00:00
proxy Litellm agent oss staging 05 11 2026 (#27733) 2026-05-13 14:09:12 -07:00
responses fix(responses): preserve cache_control in Responses API -> Chat Completion transformation (#27727) 2026-05-13 12:17:06 -07:00
router_strategy feat: selectively apply routing strategy according to model name 2026-05-04 13:27:32 -07:00
router_utils fix(responses): register cooldowns on failure + fail fast on stale encrypted_content (#27820) 2026-05-13 09:03:13 -07:00
secret_managers Implement normalize_nonempty_secret_str function to trim whitespace from secrets and treat empty values as unset. Update proxy_server to use this function for Grafana credentials. Enhance tests to validate the new normalization behavior. 2026-05-04 18:17:31 +00:00
test_router
types Merge pull request #25256 from BerriAI/litellm_ishaan_april6 2026-04-17 16:26:45 -07:00
vector_stores style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
__init__.py
conftest.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
log.txt
readme.md
test_a2a_registry_lookup.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_acompletion_session_reuse_e2e.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_add_deployment_no_master_key.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_aembedding_session_reuse_e2e.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_anthropic_beta_headers_filtering.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_anthropic_skills_transformation.py fix: encode upstream URL path identifiers 2026-04-29 22:02:39 -07:00
test_azure_video_router.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_bedrock_anthropic_1hr_cache_pricing.py fix(bedrock): add 1-hour cache write tier for Claude 4.5/4.6/4.7 (Global, US) 2026-04-29 19:21:57 +00:00
test_chat_ui_responses_session.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_claude_haiku_4_5_config.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_claude_opus_4_6_config.py Revert "Merge pull request #24164 from dongyu-turo/feat/update-bedrock-claude-price-above-200k" 2026-04-25 15:04:05 -03:00
test_completion_timeout_resolution.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_compression.py Prompt Compression - add it to the proxy (#25729) 2026-04-20 15:08:00 -07:00
test_constants.py Fix test 2026-03-27 21:21:43 +05:30
test_container_router.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_cost_calculation_log_level.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_cost_calculator.py Add OpenRouter Qwen 3.6 Plus metadata (#27486) 2026-05-08 16:25:45 -07:00
test_count_tokens_public_api.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_dashscope_image_generation.py fix(dashscope): fail fast on image generation API errors 2026-04-23 18:41:01 +05:30
test_deepseek_model_metadata.py Revert "Merge pull request #16590 from Chesars/refactor/remove-backup-file-dry-principle" 2026-04-25 17:10:41 -03:00
test_dockerfile_non_root.py fix(docker.non_root): use numeric UID 65534 for K8s runAsNonRoot (#26268) 2026-04-22 18:00:04 -07:00
test_eager_tiktoken_load.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_exception_exports.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_exception_header_preservation.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_exception_mapping_request_attribute.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_filter_out_litellm_params.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_get_blog_posts.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_gpt_image_cost_calculator.py Add gpt-image-2 support (#26644) (#26705) 2026-04-28 20:10:42 -07:00
test_groq_streaming_encoding.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_lazy_imports.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_litellm_params_reserved_keys.py
test_logging.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_lowest_latency_zero_tokens.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_main_module_header.py Add main module header comment 2026-05-06 00:26:17 +00:00
test_main.py Match litellm.completion supported model parameters with proxy model info (#27720) 2026-05-12 08:25:01 -07:00
test_model_cost_aliases.py
test_model_param_helper.py style: black format test_model_param_helper.py 2026-04-15 18:18:52 -07:00
test_model_response_normalization.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_nested_drop_params.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
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_project_alias_tracking.py feat(proxy): add project_alias tracking through callback metadata pipeline 2026-03-23 10:44:17 -07:00
test_project_tags_pydantic.py
test_redact_string_in_error_paths.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_redis.py fix: Fix Redis Sentinel client handling to solve authentication error… (#26302) 2026-05-13 14:06:58 -07:00
test_register_model_custom_pricing.py
test_responses_api_bridge_non_stream.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_responses_id_security.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -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_google_genai.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_router_model_cost_isolation.py fix(router): register model info under responses/-stripped variant (#27531) 2026-05-09 20:30:18 +00:00
test_router_order_fallback.py fix(router): enable order fallback for wildcard model groups 2026-04-15 17:48:25 +05:30
test_router_per_deployment_num_retries.py
test_router_redis_init.py
test_router_retry_non_retryable_errors.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_router_silent_experiment.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_router.py test(router): cover _try_early_resolve_deployments_for_model_not_in_names 2026-05-02 00:18:45 +00:00
test_secret_redaction.py Unify secret redaction patterns 2026-05-01 17:24:21 +00:00
test_service_logger.py
test_setup_wizard.py test: test 2026-03-28 19:17:38 -07:00
test_shared_session_integration.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_ssl_verify_unit.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_stream_chunk_builder_annotations.py
test_streaming_connection_cleanup.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_system_message_format_bug.py style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00
test_utils_module_docstring.py Add utils module docstring 2026-05-06 00:42:49 +00:00
test_utils.py fix(cost): align vertex_ai/gemini-embedding-2-preview with Vertex multimodal pricing (#27848) 2026-05-13 19:05:53 +00:00
test_uuid_helper.py
test_vcr_safe_body_matcher.py test: add 24hr Redis-backed VCR cache to additional test suites (#27159) 2026-05-05 15:13:31 -07:00
test_video_generation.py feat(gemini): Veo Lite pricing, size→resolution, usage video_resolution for cost tiers 2026-04-08 19:50:50 +05:30
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 style: run black formatter on files from main merge 2026-04-17 13:02:59 -07:00

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