* feat(prometheus): emit per-token-type detail metrics (LIT-3220) (#28372) Adds five sparse counter metrics that break out the token detail fields providers already report in `usage.prompt_tokens_details` and `usage.completion_tokens_details`: - litellm_input_cached_tokens_metric (provider prompt-cache reads) - litellm_input_cache_creation_tokens_metric (Anthropic prompt-cache writes) - litellm_input_audio_tokens_metric (audio input tokens) - litellm_output_reasoning_tokens_metric (reasoning tokens) - litellm_output_audio_tokens_metric (audio output tokens) These are additive — existing input/output/total counters are unchanged, so no dashboards break. Each new counter is only incremented when the underlying detail is populated and > 0, keeping scrape output sparse for providers that don't report a given field. Data is read from the canonical Usage dict that `get_standard_logging_object_payload` already attaches at `standard_logging_payload["metadata"]["usage_object"]`, so no new plumbing through the logging pipeline is required. Tests: 10 new unit tests covering registration, label-set parity, all-types increment, zero/None/negative skip behaviour, and the no-metadata/no-usage_object no-op paths. Closes LIT-3220 Co-authored-by: shin-berri <shin-laptop@berri.ai> Co-authored-by: yuneng-jiang <yuneng@berri.ai> Co-authored-by: Krrish Dholakia <krrishdholakia@berri.ai> Co-authored-by: Claude <noreply@anthropic.com> * chore: remove proof folder image --------- Co-authored-by: oss-agent-shin <ext-agent-shin@berri.ai> Co-authored-by: shin-berri <shin-laptop@berri.ai> Co-authored-by: yuneng-jiang <yuneng@berri.ai> Co-authored-by: Krrish Dholakia <krrishdholakia@berri.ai> Co-authored-by: Claude <noreply@anthropic.com> Co-authored-by: Ishaan Jaffer <ishaanjaffer0324@gmail.com> |
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|---|---|---|
| .. | ||
| agent_tests | ||
| audio_tests | ||
| basic_proxy_startup_tests | ||
| batches_tests | ||
| benchmarks | ||
| code_coverage_tests | ||
| documentation_tests | ||
| enterprise | ||
| guardrails_tests | ||
| image_gen_tests | ||
| integration | ||
| litellm | ||
| litellm_core_utils | ||
| litellm_utils_tests | ||
| litellm-proxy-extras | ||
| llm_responses_api_testing | ||
| llm_translation | ||
| load_tests | ||
| local_testing | ||
| logging_callback_tests | ||
| mcp_tests | ||
| multi_instance_e2e_tests | ||
| ocr_tests | ||
| old_proxy_tests/tests | ||
| openai_endpoints_tests | ||
| otel_tests | ||
| pass_through_tests | ||
| pass_through_unit_tests | ||
| proxy_admin_ui_tests | ||
| proxy_behavior | ||
| proxy_e2e_anthropic_messages_tests | ||
| proxy_security_tests | ||
| proxy_unit_tests | ||
| router_unit_tests | ||
| scim_tests | ||
| search_tests | ||
| spend_tracking_tests | ||
| store_model_in_db_tests | ||
| test_litellm | ||
| unified_google_tests | ||
| vector_store_tests | ||
| windows_tests | ||
| __init__.py | ||
| _flush_vcr_cache.py | ||
| _vcr_conftest_common.py | ||
| _vcr_redis_persister.py | ||
| eval_swe_bench.py | ||
| gettysburg.wav | ||
| large_text.py | ||
| openai_batch_completions.jsonl | ||
| README.MD | ||
| test_budget_management.py | ||
| test_callbacks_on_proxy.py | ||
| test_config.py | ||
| test_debug_warning.py | ||
| test_default_encoding_non_root.py | ||
| test_end_users.py | ||
| test_entrypoint.py | ||
| test_fallbacks.py | ||
| test_gpt5_azure_temperature_support.py | ||
| test_health.py | ||
| test_keys.py | ||
| test_litellm_proxy_responses_config.py | ||
| test_logging.conf | ||
| test_models.py | ||
| test_new_vector_store_endpoints.py | ||
| test_openai_endpoints.py | ||
| test_organizations.py | ||
| test_otel_thread_leak.py | ||
| test_passthrough_endpoints.py | ||
| test_presidio_latency.py | ||
| test_proxy_server_non_root.py | ||
| test_ratelimit.py | ||
| test_resource_cleanup.py | ||
| test_service_logger_otel.py | ||
| test_spend_logs.py | ||
| test_team_logging.py | ||
| test_team_members.py | ||
| test_team.py | ||
| test_users.py | ||
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.