Krish Dholakia c96da44265 (feat) Audio transcription - cost tracking + (feat) image generation - accurate cost tracking based on output_format/quality/size ...

* feat(audio_transcriptions/): calculate duration of audio file for cost calculation

Fixes https://github.com/BerriAI/litellm/issues/11846

Closes https://github.com/BerriAI/litellm/issues/14605

* fix(cost_calculator.py): correctly use base model, when set

Fixes issue where azure base model was being ignored

* feat(cost_calculator.py): fix default cost tracking quality param for image generation

* feat(image_generations/): return output_format, quality, size

aligns response to openai spec and improves cost tracking accuracy

* fix(cost_calculator.py): refactor cost calculation for image generation to use image response instead of hidden params

* build: update build

* fix: fix cost calculation

* build: update poetry lock

* fix: fix ruff checks

* fix: fix aembedding

* fix: fix ruff errors

* fix: modify to catch errors

* fix: test

* fix: loosen test to handle openai lib out of sync

2025-11-08 15:30:46 -08:00

..

.litellm_cache

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auto_router

[Feat] Backend Router - Add Auto-Router powered by semantic-router (#12955)

2025-07-24 18:32:56 -07:00

example_config_yaml

fix tests

2025-10-25 10:19:24 -07:00

test_configs

fix tests

2025-10-25 10:19:24 -07:00

test_model_response_typing

LiteLLM Minor Fixes & Improvements (11/05/2024) (#6590)

2024-11-07 04:17:05 +05:30

adroit-crow-413218-bc47f303efc9.json

vertex testing use pathrise-convert-1606954137718

2025-01-05 14:00:17 -08:00

azure_fine_tune.jsonl

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azure_speech.mp3

[Feat] Add Azure AVA TTS integration (#15749)

2025-10-20 16:52:23 -07:00

batch_job_results_furniture.jsonl

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cache_unit_tests.py

fix: use fastuuid helper (#14903)

2025-09-25 15:47:01 -07:00

conftest.py

[Perf] Improvements for Async Success Handler (Logging Callbacks) - Approx +130 RPS (#13905)

2025-08-23 13:13:23 -07:00

create_mock_standard_logging_payload.py

[Bug Fix]: Errors in LiteLLM When Using Embeddings Model with Usage-Based Routing (#7390)

2024-12-23 17:42:24 -08:00

data_map.txt

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eagle.wav

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example.jsonl

VertexAI non-jsonl file storage support (#9781)

2025-04-09 14:01:48 -07:00

gettysburg.wav

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large_text.py

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model_cost.json

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openai_batch_completions_router.jsonl

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openai_batch_completions.jsonl

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speech_vertex.mp3

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stream_chunk_testdata.py

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test_acompletion_fallbacks.py

(core sdk fix) - fix fallbacks stuck in infinite loop (#7751)

2025-01-13 19:34:34 -08:00

test_acompletion.py

Complete o3 model support (#8183)

2025-02-02 22:36:37 -08:00

test_acooldowns_router.py

fix tests

2025-10-25 10:19:24 -07:00

test_add_function_to_prompt.py

LiteLLM Minor Fixes & Improvements (11/05/2024) (#6590)

2024-11-07 04:17:05 +05:30

test_add_update_models.py

fix: use fastuuid helper (#14903)

2025-09-25 15:47:01 -07:00

test_aim_guardrails.py

rename aim headers + tests

2025-09-11 11:19:58 +03:00

test_alangfuse.py

fix tests

2025-10-25 10:19:24 -07:00

test_amazing_vertex_completion.py

test_async_vertexai_response_basic

2025-11-01 10:58:48 -07:00

test_anthropic_prompt_caching.py

test_litellm_anthropic_prompt_caching_system

2025-11-01 10:51:15 -07:00

test_arize_ai.py

Merge branch 'main' into litellm_arize_dynamic_logging

2025-03-18 22:13:35 -07:00

test_arize_phoenix.py

fix arize config tests

2025-05-13 20:21:14 -07:00

test_assistants.py

_add_azure_related_dynamic_params

2025-10-25 11:11:36 -07:00

test_async_fn.py

test_completion_cost_databricks_embedding

2025-10-25 11:47:03 -07:00

test_auth_utils.py

User Headers X LiteLLM Users Mapping feature (#14485)

2025-09-12 11:49:37 -07:00

test_azure_content_safety.py

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test_azure_openai.py

test_aaaaazure_tenant_id_auth

2025-10-25 12:26:06 -07:00

test_azure_perf.py

fix tests

2025-10-25 10:19:24 -07:00

test_basic_python_version.py

[MCP Gateway] Litellm mcp client list fail (#13114)

2025-07-30 15:23:19 -07:00

test_batch_completion_return_exceptions.py

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test_batch_completions.py

test fix: gcp deprecated gemini-1.5-flash

2025-08-06 08:43:45 -07:00

test_blocked_user_list.py

(docs) add docstrings for all /key, /user, /team, /customer endpoints (#6804)

2024-11-18 19:44:06 -08:00

test_braintrust.py

[Performance] Improve LiteLLM Python SDK RPS by +200 RPS (#13839)

2025-08-20 21:46:33 -07:00

test_budget_manager.py

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test_caching_handler.py

fix: use fastuuid helper (#14903)

2025-09-25 15:47:01 -07:00

test_caching_ssl.py

fix tests

2025-10-25 10:19:24 -07:00

test_caching.py

fix tests

2025-10-25 10:19:24 -07:00

test_class.py

fix tests

2025-10-25 10:19:24 -07:00

test_completion_cost.py

(feat) Audio transcription - cost tracking + (feat) image generation - accurate cost tracking based on output_format/quality/size

2025-11-08 15:30:46 -08:00

test_completion_with_retries.py

fix(main.py): fix retries being multiplied when using openai sdk (#7221)

2024-12-14 11:56:55 -08:00

test_completion.py

Revert "Update perplexity cost tracking (#15743)" (#16345)

2025-11-06 19:00:45 -08:00

test_config.py

fix tests

2025-10-25 10:19:24 -07:00

test_cost_calc.py

test(test_cost_calc.py): fix test to handle llm api errors

2024-12-24 16:49:02 -08:00

test_custom_api_logger.py

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test_custom_callback_input.py

claude-sonnet-4-5-20250929 fix

2025-10-31 18:20:52 -07:00

test_custom_llm.py

Revert "Python entry-point for CustomLLM subclasses (#15881)"

2025-10-31 18:24:39 -07:00

test_custom_logger.py

fix tests

2025-10-25 10:19:24 -07:00

test_disk_cache_unit_tests.py

LiteLLM Minor Fixes & Improvements (11/12/2024) (#6705)

2024-11-12 22:50:51 +05:30

test_dual_cache.py

fix: use fastuuid helper (#14903)

2025-09-25 15:47:01 -07:00

test_dynamic_rate_limit_handler.py

fix: use fastuuid helper (#14903)

2025-09-25 15:47:01 -07:00

test_dynamodb_logs.py

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test_embedding.py

test_together_ai_embedding

2025-10-11 09:33:19 -07:00

test_exceptions.py

fix tests

2025-10-25 10:19:24 -07:00

test_file_types.py

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test_function_call_parsing.py

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test_function_calling.py

fix test claude-sonnet-4-5-20250929

2025-10-31 18:13:29 -07:00

test_function_setup.py

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test_gcs_bucket.py

fix tests

2025-10-25 10:19:24 -07:00

test_gcs_cache_unit_tests.py

Add GCS bucket caching support (#13122)

2025-08-04 16:09:33 -07:00

test_get_llm_provider.py

test_default_api_base

2025-07-04 18:26:54 -07:00

test_get_model_file.py

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test_get_model_info.py

test whitelisted models

2025-06-28 14:46:16 -07:00

test_get_optional_params_embeddings.py

fix: fix test

2025-09-18 23:37:38 -07:00

test_get_optional_params_functions_not_supported.py

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test_google_ai_studio_gemini.py

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test_guardrails_ai.py

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test_helicone_integration.py

fix tests

2025-10-25 10:19:24 -07:00

test_http_parsing_utils.py

test_http_parsing_utils.py

2025-07-10 18:20:41 -07:00

test_img_resize.py

fix: Support WebP image format and avoid token calculation error (#7182)

2024-12-12 14:32:39 -08:00

test_lakera_ai_prompt_injection.py

Merge pull request #9222 from BerriAI/litellm_snowflake_pr_mar_13

2025-03-13 21:35:39 -07:00

test_langchain_ChatLiteLLM.py

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test_langsmith.py

fix: use fastuuid helper (#14903)

2025-09-25 15:47:01 -07:00

test_least_busy_routing.py

test: fixes because azure deactivated our account

2025-10-25 15:10:45 -07:00

test_litellm_max_budget.py

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test_literalai.py

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test_llm_guard.py

[Refactor] Move LLM Guard, Secret Detection to Enterprise Pip packagea (#10782)

2025-05-13 09:42:22 -07:00

test_load_test_router_s3.py

fix tests

2025-10-25 10:19:24 -07:00

test_loadtest_router.py

fix tests

2025-10-25 10:19:24 -07:00

test_logfire.py

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test_logging.py

LiteLLM Minor Fixes & Improvements (11/05/2024) (#6590)

2024-11-07 04:17:05 +05:30

test_longer_context_fallback.py

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test_lowest_cost_routing.py

fix tests

2025-10-25 10:19:24 -07:00

test_lowest_latency_routing.py

fix tests

2025-10-25 10:19:24 -07:00

test_lunary.py

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test_max_tpm_rpm_limiter.py

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test_mem_leak.py

LiteLLM Minor Fixes & Improvements (10/30/2024) (#6519)

2024-11-02 00:44:32 +05:30

test_mem_usage.py

fix tests

2025-10-25 10:19:24 -07:00

test_mock_request.py

test_router_mock_request_with_mock_timeout_with_fallbacks

2025-09-27 13:57:43 -07:00

test_model_alias_map.py

test_model_alias_map

2025-09-01 17:59:40 -07:00

test_model_max_token_adjust.py

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test_multiple_deployments.py

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test_ollama_local_chat.py

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test_ollama_local.py

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test_ollama.py

Ensure consistent 'created' across all chunks + set tool call id for ollama streaming calls (#11528)

2025-06-07 20:50:07 -07:00

test_openai_moderations_hook.py

test_streaming_response

2025-10-31 19:10:38 -07:00

test_opik.py

OpikLogger: fix the bug with not incorrect attachment to existing trace & refactor (#15529)

2025-11-05 16:29:50 -08:00

test_pass_through_endpoints.py

Merge pull request #14764 from daily-kim/litellm_fix_bearer_capitalization

2025-10-03 22:02:46 -07:00

test_profiling_router.py

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test_prometheus_service.py

test_router_with_caching

2025-09-27 11:38:08 -07:00

test_prompt_caching.py

claude-sonnet-4-5-20250929 fix

2025-10-31 18:20:52 -07:00

test_prompt_injection_detection.py

fix tests

2025-10-25 10:19:24 -07:00

test_promptlayer_integration.py

LiteLLM Minor Fixes & Improvements (11/05/2024) (#6590)

2024-11-07 04:17:05 +05:30

test_provider_specific_config.py

fix tests

2025-10-25 10:19:24 -07:00

test_pydantic_namespaces.py

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test_pydantic.py

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test_redis_batch_optimizations.py

[Perf] Alexsander fixes round 2 - Oct 18th (#15695)

2025-10-18 11:12:00 -07:00

test_register_model.py

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test_router_auto_router.py

test fix claude-sonnet-4-5-20250929

2025-10-28 19:05:13 -07:00

test_router_batch_completion.py

test fix

2025-09-01 17:04:47 -07:00

test_router_budget_limiter.py

claude-sonnet-4-5-20250929 fix

2025-10-31 18:20:52 -07:00

test_router_caching.py

fix tests

2025-10-25 10:19:24 -07:00

test_router_client_init.py

test fix

2025-10-25 16:46:29 -07:00

test_router_cooldown_handlers.py

fix tests

2025-10-25 10:19:24 -07:00

test_router_custom_routing.py

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test_router_debug_logs.py

fix tests

2025-10-25 10:19:24 -07:00

test_router_fallback_handlers.py

(Feat) - return x-litellm-attempted-fallbacks in responses from litellm proxy (#8558)

2025-02-15 14:54:23 -08:00

test_router_fallbacks.py

test_router_fallbacks_with_custom_model_costs

2025-10-31 19:23:08 -07:00

test_router_get_deployments.py

fix tests

2025-10-25 10:19:24 -07:00

test_router_init.py

fix tests

2025-10-25 10:19:24 -07:00

test_router_max_parallel_requests.py

fix(lowest_tpm_rpm_routing.py): fix parallel rate limit check (#6577)

2024-11-05 22:03:44 +05:30

test_router_pattern_matching.py

(code quality) run ruff rule to ban unused imports (#7313)

2024-12-19 12:33:42 -08:00

test_router_retries.py

claude-sonnet-4-5-20250929 fix

2025-10-31 18:20:52 -07:00

test_router_timeout.py

fix tests

2025-10-25 10:19:24 -07:00

test_router_utils.py

fix tests

2025-10-25 10:19:24 -07:00

test_router_with_fallbacks.py

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test_router.py

test fix claude-sonnet-4-5-20250929

2025-10-28 19:05:13 -07:00

test_rules.py

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test_sagemaker.py

test: mock sagemaker tests

2025-03-21 16:21:18 -07:00

test_scheduler.py

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test_secret_detect_hook.py

[Refactor] Move LLM Guard, Secret Detection to Enterprise Pip packagea (#10782)

2025-05-13 09:42:22 -07:00

test_simple_shuffle.py

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test_spend_calculate_endpoint.py

test fix

2025-09-01 17:04:47 -07:00

test_stream_chunk_builder.py

test_stream_chunk_builder_litellm_usage_chunks

2025-08-07 15:22:52 -07:00

test_streaming.py

test_aastreaming_tool_calls_valid_json_str

2025-10-31 19:05:31 -07:00

test_supabase_integration.py

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test_team_config.py

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test_text_completion.py

[LLM Translation] Fix Realtime API endpoint for no intent (#13476)

2025-08-14 16:24:14 -07:00

test_timeout.py

fix tests

2025-10-25 10:19:24 -07:00

test_together_ai.py

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test_tpm_rpm_routing_v2.py

fix tests

2025-10-25 10:19:24 -07:00

test_traceloop.py

test: skip redundant test

2025-02-10 22:13:58 -08:00

test_ui_sso_helper_utils.py

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test_unit_test_caching.py

fix: use fastuuid helper (#14903)

2025-09-25 15:47:01 -07:00

test_update_spend.py

test_batch_update_spend

2025-04-01 07:12:29 -07:00

test_validate_environment.py

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test_wandb.py

LiteLLM Minor Fixes & Improvements (11/05/2024) (#6590)

2024-11-07 04:17:05 +05:30

user_cost.json

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vertex_ai.jsonl

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vertex_batch_completions.jsonl

(feat) add Vertex Batches API support in OpenAI format (#7032)

2024-12-04 19:40:28 -08:00

vertex_key.json

ci/cd update vertex acct

2025-01-05 13:43:32 -08:00

whitelisted_bedrock_models.txt

Add supports_pdf_input: true to Claude 3.7 bedrock models (#9917)

2025-05-01 14:56:54 -07:00