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* 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>
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.