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Revert "(fix) standard logging metadata + add unit testing " #6381

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merged 1 commit into from
Oct 22, 2024

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Reverting this just to eliminate what is causing issues on ci/cd

this PR had passed local testing

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@ishaan-jaff ishaan-jaff merged commit 400cbff into main Oct 22, 2024
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krrishdholakia added a commit that referenced this pull request Oct 23, 2024
* fix(utils.py): add 'disallowed_special' for token counting on .encode()

Fixes error when '<
endoftext
>' in string

* Revert "(fix) standard logging metadata + add unit testing  (#6366)" (#6381)

This reverts commit 8359cb6.

* add new 35 mode lcard (#6378)

* Add claude 3 5 sonnet 20241022 models for all provides (#6380)

* Add Claude 3.5 v2 on Amazon Bedrock and Vertex AI.

* added anthropic/claude-3-5-sonnet-20241022

* add new 35 mode lcard

---------

Co-authored-by: Paul Gauthier <paul@paulg.com>
Co-authored-by: lowjiansheng <15527690+lowjiansheng@users.noreply.github.com>

* test(skip-flaky-google-context-caching-test): google is not reliable. their sample code is also not working

* Fix metadata being overwritten in speech() (#6295)

* fix: adding missing redis cluster kwargs (#6318)

Co-authored-by: Ali Arian <ali.arian@breadfinancial.com>

* Add support for `max_completion_tokens` in Azure OpenAI (#6376)

Now that Azure supports `max_completion_tokens`, no need for special handling for this param and let it pass thru. More details: https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models?tabs=python-secure#api-support

* build(model_prices_and_context_window.json): add voyage-finance-2 pricing

Closes #6371

* build(model_prices_and_context_window.json): fix llama3.1 pricing model name on map

Closes #6310

* feat(realtime_streaming.py): just log specific events

Closes #6267

* fix(utils.py): more robust checking if unmapped vertex anthropic model belongs to that family of models

Fixes #6383

* Fix Ollama stream handling for tool calls with None content (#6155)

* test(test_max_completions): update test now that azure supports 'max_completion_tokens'

* fix(handler.py): fix linting error

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Low Jian Sheng <15527690+lowjiansheng@users.noreply.github.com>
Co-authored-by: David Manouchehri <david.manouchehri@ai.moda>
Co-authored-by: Paul Gauthier <paul@paulg.com>
Co-authored-by: John HU <hszqqq12@gmail.com>
Co-authored-by: Ali Arian <113945203+ali-arian@users.noreply.github.com>
Co-authored-by: Ali Arian <ali.arian@breadfinancial.com>
Co-authored-by: Anand Taralika <46954145+taralika@users.noreply.github.com>
Co-authored-by: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com>
krrishdholakia added a commit that referenced this pull request Oct 25, 2024
* fix(utils.py): add 'disallowed_special' for token counting on .encode()

Fixes error when '<
endoftext
>' in string

* Revert "(fix) standard logging metadata + add unit testing  (#6366)" (#6381)

This reverts commit 8359cb6.

* add new 35 mode lcard (#6378)

* Add claude 3 5 sonnet 20241022 models for all provides (#6380)

* Add Claude 3.5 v2 on Amazon Bedrock and Vertex AI.

* added anthropic/claude-3-5-sonnet-20241022

* add new 35 mode lcard

---------

Co-authored-by: Paul Gauthier <paul@paulg.com>
Co-authored-by: lowjiansheng <15527690+lowjiansheng@users.noreply.github.com>

* test(skip-flaky-google-context-caching-test): google is not reliable. their sample code is also not working

* Fix metadata being overwritten in speech() (#6295)

* fix: adding missing redis cluster kwargs (#6318)

Co-authored-by: Ali Arian <ali.arian@breadfinancial.com>

* Add support for `max_completion_tokens` in Azure OpenAI (#6376)

Now that Azure supports `max_completion_tokens`, no need for special handling for this param and let it pass thru. More details: https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models?tabs=python-secure#api-support

* build(model_prices_and_context_window.json): add voyage-finance-2 pricing

Closes #6371

* build(model_prices_and_context_window.json): fix llama3.1 pricing model name on map

Closes #6310

* feat(realtime_streaming.py): just log specific events

Closes #6267

* fix(utils.py): more robust checking if unmapped vertex anthropic model belongs to that family of models

Fixes #6383

* Fix Ollama stream handling for tool calls with None content (#6155)

* test(test_max_completions): update test now that azure supports 'max_completion_tokens'

* fix(handler.py): fix linting error

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Low Jian Sheng <15527690+lowjiansheng@users.noreply.github.com>
Co-authored-by: David Manouchehri <david.manouchehri@ai.moda>
Co-authored-by: Paul Gauthier <paul@paulg.com>
Co-authored-by: John HU <hszqqq12@gmail.com>
Co-authored-by: Ali Arian <113945203+ali-arian@users.noreply.github.com>
Co-authored-by: Ali Arian <ali.arian@breadfinancial.com>
Co-authored-by: Anand Taralika <46954145+taralika@users.noreply.github.com>
Co-authored-by: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com>
krrishdholakia added a commit that referenced this pull request Oct 25, 2024
#6360)

* feat(proxy_server.py): check if views exist on proxy server startup + refactor startup event logic to <50 LOC

* refactor(redis_cache.py): use a default cache value when writing to r… (#6358)

* refactor(redis_cache.py): use a default cache value when writing to redis

prevent redis from blowing up in high traffic

* refactor(redis_cache.py): refactor all cache writes to use self.get_ttl

ensures default ttl always used when writing to redis

Prevents redis db from blowing up in prod

* feat(proxy_cli.py): add new 'log_config' cli param (#6352)

* feat(proxy_cli.py): add new 'log_config' cli param

Allows passing logging.conf to uvicorn on startup

* docs(cli.md): add logging conf to uvicorn cli docs

* fix(get_llm_provider_logic.py): fix default api base for litellm_proxy

Fixes #6332

* feat(openai_like/embedding): Add support for jina ai embeddings

Closes #6337

* docs(deploy.md): update entrypoint.sh filepath post-refactor

Fixes outdated docs

* feat(prometheus.py): emit time_to_first_token metric on prometheus

Closes #6334

* fix(prometheus.py): only emit time to first token metric if stream is True

enables more accurate ttft usage

* test: handle vertex api instability

* fix(get_llm_provider_logic.py): fix import

* fix(openai.py): fix deepinfra default api base

* fix(anthropic/transformation.py): remove anthropic beta header (#6361)

* docs(sidebars.js): add jina ai embedding to docs

* docs(sidebars.js): add jina ai to left nav

* bump: version 1.50.1 → 1.50.2

* langfuse use helper for get_langfuse_logging_config

* Refactor: apply early return (#6369)

* (refactor) remove berrispendLogger - unused logging integration  (#6363)

* fix remove berrispendLogger

* remove unused clickhouse logger

* fix docs configs.md

* (fix) standard logging metadata + add unit testing  (#6366)

* fix setting StandardLoggingMetadata

* add unit testing for standard logging metadata

* fix otel logging test

* fix linting

* fix typing

* Revert "(fix) standard logging metadata + add unit testing  (#6366)" (#6381)

This reverts commit 8359cb6.

* add new 35 mode lcard (#6378)

* Add claude 3 5 sonnet 20241022 models for all provides (#6380)

* Add Claude 3.5 v2 on Amazon Bedrock and Vertex AI.

* added anthropic/claude-3-5-sonnet-20241022

* add new 35 mode lcard

---------

Co-authored-by: Paul Gauthier <paul@paulg.com>
Co-authored-by: lowjiansheng <15527690+lowjiansheng@users.noreply.github.com>

* test(skip-flaky-google-context-caching-test): google is not reliable. their sample code is also not working

* test(test_alangfuse.py): handle flaky langfuse test better

* (feat) Arize - Allow using Arize HTTP endpoint  (#6364)

* arize use helper for get_arize_opentelemetry_config

* use helper to get Arize OTEL config

* arize add helpers for arize

* docs allow using arize http endpoint

* fix importing OTEL for Arize

* use static methods for ArizeLogger

* fix ArizeLogger tests

* Litellm dev 10 22 2024 (#6384)

* fix(utils.py): add 'disallowed_special' for token counting on .encode()

Fixes error when '<
endoftext
>' in string

* Revert "(fix) standard logging metadata + add unit testing  (#6366)" (#6381)

This reverts commit 8359cb6.

* add new 35 mode lcard (#6378)

* Add claude 3 5 sonnet 20241022 models for all provides (#6380)

* Add Claude 3.5 v2 on Amazon Bedrock and Vertex AI.

* added anthropic/claude-3-5-sonnet-20241022

* add new 35 mode lcard

---------

Co-authored-by: Paul Gauthier <paul@paulg.com>
Co-authored-by: lowjiansheng <15527690+lowjiansheng@users.noreply.github.com>

* test(skip-flaky-google-context-caching-test): google is not reliable. their sample code is also not working

* Fix metadata being overwritten in speech() (#6295)

* fix: adding missing redis cluster kwargs (#6318)

Co-authored-by: Ali Arian <ali.arian@breadfinancial.com>

* Add support for `max_completion_tokens` in Azure OpenAI (#6376)

Now that Azure supports `max_completion_tokens`, no need for special handling for this param and let it pass thru. More details: https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models?tabs=python-secure#api-support

* build(model_prices_and_context_window.json): add voyage-finance-2 pricing

Closes #6371

* build(model_prices_and_context_window.json): fix llama3.1 pricing model name on map

Closes #6310

* feat(realtime_streaming.py): just log specific events

Closes #6267

* fix(utils.py): more robust checking if unmapped vertex anthropic model belongs to that family of models

Fixes #6383

* Fix Ollama stream handling for tool calls with None content (#6155)

* test(test_max_completions): update test now that azure supports 'max_completion_tokens'

* fix(handler.py): fix linting error

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Low Jian Sheng <15527690+lowjiansheng@users.noreply.github.com>
Co-authored-by: David Manouchehri <david.manouchehri@ai.moda>
Co-authored-by: Paul Gauthier <paul@paulg.com>
Co-authored-by: John HU <hszqqq12@gmail.com>
Co-authored-by: Ali Arian <113945203+ali-arian@users.noreply.github.com>
Co-authored-by: Ali Arian <ali.arian@breadfinancial.com>
Co-authored-by: Anand Taralika <46954145+taralika@users.noreply.github.com>
Co-authored-by: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com>

* bump: version 1.50.2 → 1.50.3

* build(deps): bump http-proxy-middleware in /docs/my-website (#6395)

Bumps [http-proxy-middleware](https://github.com/chimurai/http-proxy-middleware) from 2.0.6 to 2.0.7.
- [Release notes](https://github.com/chimurai/http-proxy-middleware/releases)
- [Changelog](https://github.com/chimurai/http-proxy-middleware/blob/v2.0.7/CHANGELOG.md)
- [Commits](chimurai/http-proxy-middleware@v2.0.6...v2.0.7)

---
updated-dependencies:
- dependency-name: http-proxy-middleware
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* (docs + testing) Correctly document the timeout value used by litellm proxy is 6000 seconds + add to best practices for prod  (#6339)

* fix docs use documented timeout

* document request timeout

* add test for litellm.request_timeout

* add test for checking value of timeout

* (refactor) move convert dict to model response to llm_response_utils/ (#6393)

* refactor move convert dict to model response

* fix imports

* fix import _handle_invalid_parallel_tool_calls

* (refactor) litellm.Router client initialization utils  (#6394)

* refactor InitalizeOpenAISDKClient

* use helper func for _should_create_openai_sdk_client_for_model

* use static methods for set client on litellm router

* reduce LOC in _get_client_initialization_params

* fix _should_create_openai_sdk_client_for_model

* code quality fix

* test test_should_create_openai_sdk_client_for_model

* test test_get_client_initialization_params_openai

* fix mypy linting errors

* fix OpenAISDKClientInitializationParams

* test_get_client_initialization_params_all_env_vars

* test_get_client_initialization_params_azure_ai_studio_mistral

* test_get_client_initialization_params_default_values

* fix _get_client_initialization_params

* (fix) Langfuse key based logging  (#6372)

* langfuse use helper for get_langfuse_logging_config

* fix get_langfuse_logger_for_request

* fix import

* fix get_langfuse_logger_for_request

* test_get_langfuse_logger_for_request_with_dynamic_params

* unit testing for test_get_langfuse_logger_for_request_with_no_dynamic_params

* parameterized langfuse testing

* fix langfuse test

* fix langfuse logging

* fix test_aaalangfuse_logging_metadata

* fix langfuse log metadata test

* fix langfuse logger

* use create_langfuse_logger_from_credentials

* fix test_get_langfuse_logger_for_request_with_no_dynamic_params

* fix correct langfuse/ folder structure

* use static methods for langfuse logger

* add commment on langfuse handler

* fix linting error

* add unit testing for langfuse logging

* fix linting

* fix failure handler langfuse

* Revert "(refactor) litellm.Router client initialization utils  (#6394)" (#6403)

This reverts commit b70147f.

* def test_text_completion_with_echo(stream): (#6401)

test

* fix linting - remove # noqa PLR0915 from fixed function

* test: cleanup codestral tests - backend api unavailable

* (refactor) prometheus async_log_success_event to be under 100 LOC  (#6416)

* unit testig for prometheus

* unit testing for success metrics

* use 1 helper for _increment_token_metrics

* use helper for _increment_remaining_budget_metrics

* use _increment_remaining_budget_metrics

* use _increment_top_level_request_and_spend_metrics

* use helper for _set_latency_metrics

* remove noqa violation

* fix test prometheus

* test prometheus

* unit testing for all prometheus helper functions

* fix prom unit tests

* fix unit tests prometheus

* fix unit test prom

* (refactor) router - use static methods for client init utils  (#6420)

* use InitalizeOpenAISDKClient

* use InitalizeOpenAISDKClient static method

* fix  # noqa: PLR0915

* (code cleanup) remove unused and undocumented logging integrations - litedebugger, berrispend  (#6406)

* code cleanup remove unused and undocumented code files

* fix unused logging integrations cleanup

* bump: version 1.50.3 → 1.50.4

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Hakan Taşköprü <Haknt@users.noreply.github.com>
Co-authored-by: Low Jian Sheng <15527690+lowjiansheng@users.noreply.github.com>
Co-authored-by: David Manouchehri <david.manouchehri@ai.moda>
Co-authored-by: Paul Gauthier <paul@paulg.com>
Co-authored-by: John HU <hszqqq12@gmail.com>
Co-authored-by: Ali Arian <113945203+ali-arian@users.noreply.github.com>
Co-authored-by: Ali Arian <ali.arian@breadfinancial.com>
Co-authored-by: Anand Taralika <46954145+taralika@users.noreply.github.com>
Co-authored-by: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
NxPKG added a commit to khulnasoft/litellm that referenced this pull request Nov 7, 2024
* (docs) add 1k rps load test doc  (#6059)

* docs 1k rps load test

* docs load testing

* docs load testing litellm

* docs load testing

* clean up load test doc

* docs prom metrics for load testing

* docs using prometheus on load testing

* doc load testing with prometheus

* (fixes) docs + qa - gcs key based logging  (#6061)

* fixes for required values for gcs bucket

* docs gcs bucket logging

* bump: version 1.48.12 → 1.48.13

* ci/cd run again

* bump: version 1.48.13 → 1.48.14

* update load test doc

* (docs) router settings - on litellm config  (#6037)

* add yaml with all router settings

* add docs for router settings

* docs router settings litellm settings

* (feat)  OpenAI prompt caching models to model cost map (#6063)

* add prompt caching for latest models

* add cache_read_input_token_cost for prompt caching models

* LiteLLM Minor Fixes & Improvements (10/04/2024)  (#6064)

* fix(litellm_logging.py): ensure cache hits are scrubbed if 'turn_off_message_logging' is enabled

* fix(sagemaker.py): fix streaming to raise error immediately

Fixes https://github.com/BerriAI/litellm/issues/6054

* (fixes)  gcs bucket key based logging  (#6044)

* fixes for gcs bucket logging

* fix StandardCallbackDynamicParams

* fix - gcs logging when payload is not serializable

* add test_add_callback_via_key_litellm_pre_call_utils_gcs_bucket

* working success callbacks

* linting fixes

* fix linting error

* add type hints to functions

* fixes for dynamic success and failure logging

* fix for test_async_chat_openai_stream

* fix handle case when key based logging vars are set as os.environ/ vars

* fix prometheus track cooldown events on custom logger (#6060)

* (docs) add 1k rps load test doc  (#6059)

* docs 1k rps load test

* docs load testing

* docs load testing litellm

* docs load testing

* clean up load test doc

* docs prom metrics for load testing

* docs using prometheus on load testing

* doc load testing with prometheus

* (fixes) docs + qa - gcs key based logging  (#6061)

* fixes for required values for gcs bucket

* docs gcs bucket logging

* bump: version 1.48.12 → 1.48.13

* ci/cd run again

* bump: version 1.48.13 → 1.48.14

* update load test doc

* (docs) router settings - on litellm config  (#6037)

* add yaml with all router settings

* add docs for router settings

* docs router settings litellm settings

* (feat)  OpenAI prompt caching models to model cost map (#6063)

* add prompt caching for latest models

* add cache_read_input_token_cost for prompt caching models

* fix(litellm_logging.py): check if param is iterable

Fixes https://github.com/BerriAI/litellm/issues/6025#issuecomment-2393929946

* fix(factory.py): support passing an 'assistant_continue_message' to prevent bedrock error

Fixes https://github.com/BerriAI/litellm/issues/6053

* fix(databricks/chat): handle streaming responses

* fix(factory.py): fix linting error

* fix(utils.py): unify anthropic + deepseek prompt caching information to openai format

Fixes https://github.com/BerriAI/litellm/issues/6069

* test: fix test

* fix(types/utils.py): support all openai roles

Fixes https://github.com/BerriAI/litellm/issues/6052

* test: fix test

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>

* bump: version 1.48.14 → 1.48.15

* fix(gcs_bucket.py): show error response text in exception (#6072)

* (feat) add /key/health endpoint to test key based logging (#6073)

* add /key/health endpoint

* add /key/health endpoint

* fix return from /key/health

* update doc string

* fix doc string for /key/health

* add test for /key/health

* fix linting

* docs /key/health

* add azure o1 models to model cost map (#6075)

* (feat) add cost tracking for OpenAI prompt caching  (#6055)

* add cache_read_input_token_cost for prompt caching models

* add prompt caching for latest models

* add openai cost calculator

* add openai prompt caching test

* fix lint check

* add not on how usage._cache_read_input_tokens is used

* fix cost calc whisper openai

* use output_cost_per_second

* add input_cost_per_second

* add o-1 to Azure docs

* docs routing config table

* (docs) reference router settings general settings etc (#6078)

* linting error fix

* (feat) add azure openai cost tracking for prompt caching (#6077)

* add azure o1 models to model cost map

* add azure o1 cost tracking

* fix azure cost calc

* add get llm provider test

* openrouter/openai's litellm_provider should be openrouter, not openai (#6079)

In model_prices_and_context_window.json, openrouter/* models all have litellm_provider set as "openrouter", except for four openrouter/openai/* models, which were set to "openai".
I suppose they must be set to "openrouter", so one can know it should use the openrouter API for this model.

* docs fix

* (code clean up) use a folder for gcs bucket logging + add readme in folder  (#6080)

* refactor gcs bucket

* add readme

* bump: version 1.48.15 → 1.48.16

* Add pyright to ci/cd + Fix remaining type-checking errors (#6082)

* fix: fix type-checking errors

* fix: fix additional type-checking errors

* fix: additional type-checking error fixes

* fix: fix additional type-checking errors

* fix: additional type-check fixes

* fix: fix all type-checking errors + add pyright to ci/cd

* fix: fix incorrect import

* ci(config.yml): use mypy on ci/cd

* fix: fix type-checking errors in utils.py

* fix: fix all type-checking errors on main.py

* fix: fix mypy linting errors

* fix(anthropic/cost_calculator.py): fix linting errors

* fix: fix mypy linting errors

* fix: fix linting errors

* LiteLLM Minor Fixes & Improvements (10/05/2024)  (#6083)

* docs(prompt_caching.md): add prompt caching cost calc example to docs

* docs(prompt_caching.md): add proxy examples to docs

* feat(utils.py): expose new helper `supports_prompt_caching()` to check if a model supports prompt caching

* docs(prompt_caching.md): add docs on checking model support for prompt caching

* build: fix invalid json

* Litellm expose disable schema update flag (#6085)

* fix: enable new 'disable_prisma_schema_update' flag

* build(config.yml): remove setup remote docker step

* ci(config.yml): give container time to start up

* ci(config.yml): update test

* build(config.yml): actually start docker

* build(config.yml): simplify grep check

* fix(prisma_client.py): support reading disable_schema_update via env vars

* ci(config.yml): add test to check if all general settings are documented

* build(test_General_settings.py): check available dir

* ci: check ../ repo path

* build: check ./

* build: fix test

* bump: version 1.48.16 → 1.48.17

* fix(utils.py): fix  fix pydantic obj to schema creation for vertex en… (#6071)

* fix(utils.py): fix  fix pydantic obj to schema creation for vertex endpoints

Fixes https://github.com/BerriAI/litellm/issues/6027

* test(test_completion.pyu): skip test - avoid hitting gemini rate limits

* fix(common_utils.py): fix ruff linting error

* correct use of healthy / unhealthy

* docs key logging

* Proxy: include customer budget in responses (#5977)

* ui - fix view user pagination

* (proxy ui) - fix view user pagination (#6094)

* ui - fix view user pagination

* add new internal user test

* (proxy ui sso flow) - fix invite user sso flow  (#6093)

* return if sso setup on ui_settings

* use helper to get invite link

* ui new build

* (bug fix) TTL not being set for embedding caching requests  (#6095)

* fix ttl for cache pipeline settings

* add test for caching

* add test for setting ttls on redis caching

* (feat proxy) add v2 maintained LiteLLM grafana dashboard (#6098)

* add new grafana dashboard litellm

* add v2 grafana dashboard

* Update readme.md

* Update readme.md

* bump: version 1.48.17 → 1.48.18

* fix links due to broken list (#6103)

* (docs) key based callbacks (#6107)

* (docs) add remaining litellm settings on configs.md doc  (#6108)

* docs add litellm settings configs

* docs langfuse tags on config

* (clean up) move docker files from root to `docker` folder (#6109)

* fix move docker files to docker folders

* move check file length

* fix docker hub deploy

* fix config.yml

* fix using Dockerfile

* LiteLLM Minor Fixes & Improvements (10/07/2024)  (#6101)

* fix(utils.py): support dropping temperature param for azure o1 models

* fix(main.py): handle azure o1 streaming requests

o1 doesn't support streaming, fake it to ensure code works as expected

* feat(utils.py): expose `hosted_vllm/` endpoint, with tool handling for vllm

Fixes https://github.com/BerriAI/litellm/issues/6088

* refactor(internal_user_endpoints.py): cleanup unused params + update docstring

Closes https://github.com/BerriAI/litellm/issues/6100

* fix(main.py): expose custom image generation api support

Fixes https://github.com/BerriAI/litellm/issues/6097

* fix: fix linting errors

* docs(custom_llm_server.md): add docs on custom api for image gen calls

* fix(types/utils.py): handle dict type

* fix(types/utils.py): fix linting errors

* bump: version 1.48.18 → 1.48.19

* docs(azure.md): add o1 model support to config

* (fix) clean up root repo - move entrypoint.sh and build_admin_ui to /docker  (#6110)

* fix move docker files to docker folders

* move check file length

* fix docker hub deploy

* fix clean up root

* fix circle ci config

* trigger ci/cd run

* (fix) Fix Groq pricing for llama3.1 (#6114)

* Adjust ollama models to chat instead of completions

* Fix Groq prices for llama3.1

* Fix: Literal AI llm completion logging (#6096)

* fix: log llm output

* chore: rename var

* LiteLLM Minor Fixes & Improvements (10/08/2024)  (#6119)

* refactor(cost_calculator.py): move error line to debug - https://github.com/BerriAI/litellm/issues/5683#issuecomment-2398599498

* fix(migrate-hidden-params-to-read-from-standard-logging-payload): Fixes https://github.com/BerriAI/litellm/issues/5546#issuecomment-2399994026

* fix(types/utils.py): mark weight as a litellm param

Fixes https://github.com/BerriAI/litellm/issues/5781

* feat(internal_user_endpoints.py): fix /user/info + show user max budget as default max budget

Fixes https://github.com/BerriAI/litellm/issues/6117

* feat: support returning team member budget in `/user/info`

Sets user max budget in team as max budget on ui

  Closes https://github.com/BerriAI/litellm/issues/6117

* bug fix for optional parameter passing to replicate (#6067)

Signed-off-by: Mandana Vaziri <mvaziri@us.ibm.com>

* fix(o1_transformation.py): handle o1 temperature=0

o1 doesn't support temp=0, allow admin to drop this param

* test: fix test

---------

Signed-off-by: Mandana Vaziri <mvaziri@us.ibm.com>
Co-authored-by: Mandana Vaziri <mvaziri@us.ibm.com>

* build: bump version

* (feat proxy) [beta] add support for organization role based access controls  (#6112)

* track LiteLLM_OrganizationMembership

* add add_internal_user_to_organization

* add org membership to schema

* read organization membership when reading user info in auth checks

* add check for valid organization_id

* add test for test_create_new_user_in_organization

* test test_create_new_user_in_organization

* add new ADMIN role

* add test for org admins creating teams

* add test for test_org_admin_create_user_permissions

* test_org_admin_create_user_team_wrong_org_permissions

* test_org_admin_create_user_team_wrong_org_permissions

* fix organization_role_based_access_check

* fix getting user members

* fix TeamBase

* fix types used for use role

* fix type checks

* sync prisma schema

* docs - organization admins

* fix use organization_endpoints for /organization management

* add types for org member endpoints

* fix role name for org admin

* add type for member add response

* add organization/member_add

* add error handling for adding members to an org

* add nice doc string for oranization/member_add

* fix test_create_new_user_in_organization

* linting fix

* use simple route changes

* fix types

* add organization member roles

* add org admin auth checks

* add auth checks for orgs

* test for creating teams as org admin

* simplify org id usage

* fix typo

* test test_org_admin_create_user_team_wrong_org_permissions

* fix type check issue

* code quality fix

* fix schema.prisma

* fix literal ai typing errors

* fix schema.prisma change

* doc - move rbac under auth

* remove unused file from root

* fix get_all_team_memberships

* bump: version 1.48.20 → 1.49.0

* uo fixes for default team (#6134)

* ui new build

* fix rbac doc

* docs rbac

* doc onboarding orgs

* docs(configs.md): add litellm config / s3 bucket object info in configs.md

* LiteLLM Minor Fixes & Improvements (10/09/2024)  (#6139)

* fix(utils.py): don't return 'none' response headers

Fixes https://github.com/BerriAI/litellm/issues/6123

* fix(vertex_and_google_ai_studio_gemini.py): support parsing out additional properties and strict value for tool calls

Fixes https://github.com/BerriAI/litellm/issues/6136

* fix(cost_calculator.py): set default character value to none

Fixes https://github.com/BerriAI/litellm/issues/6133#issuecomment-2403290196

* fix(google.py): fix cost per token / cost per char conversion

Fixes https://github.com/BerriAI/litellm/issues/6133#issuecomment-2403370287

* build(model_prices_and_context_window.json): update gemini pricing

Fixes https://github.com/BerriAI/litellm/issues/6133

* build(model_prices_and_context_window.json): update gemini pricing

* fix(litellm_logging.py): fix streaming caching logging when 'turn_off_message_logging' enabled

Stores unredacted response in cache

* build(model_prices_and_context_window.json): update gemini-1.5-flash pricing

* fix(cost_calculator.py): fix default prompt_character count logic

Fixes error in gemini cost calculation

* fix(cost_calculator.py): fix cost calc for tts models

* (feat) use regex pattern matching for wildcard routing  (#6150)

* use pattern matching for llm deployments

* code quality fix

* fix linting

* add types to PatternMatchRouter

* docs add example config for regex patterns

* [Feat] Observability integration - Opik by Comet (#6062)

* Added Opik logging and evaluation

* Updated doc examples

* Default tags should be [] in case appending

* WIP

* Work in progress

* Opik integration

* Opik integration

* Revert changes on litellm_logging.py

* Updated Opik integration for synchronous API calls

* Updated Opik documentation

---------

Co-authored-by: Douglas Blank <doug@comet.com>
Co-authored-by: Doug Blank <doug.blank@gmail.com>

* fix opik types

* fix _opik logger

* fix typing on opik.py

* drop imghdr (#5736) (#6153)

Co-authored-by: Leon Derczynski <leonderczynski@gmail.com>

* bump: version 1.49.0 → 1.49.1

* fix pattern match router

* Add literalai in the sidebar observability category (#6163)

* fix: add literalai in the sidebar

* fix: typo

* update (#6160)

* Feat: Add Langtrace integration (#5341)

* Feat: Add Langtrace integration

* add langtrace service name

* fix timestamps for traces

* add tests

* Discard Callback + use existing otel logger

* cleanup

* remove print statments

* remove callback

* add docs

* docs

* add logging docs

* format logging

* remove emoji and add litellm proxy example

* format logging

* format `logging.md`

* add langtrace docs to logging.md

* sync conflict

* docs fix

* (perf) move s3 logging to Batch logging + async [94% faster perf under 100 RPS on 1 litellm instance] (#6165)

* fix move s3 to use customLogger

* add basic s3 logging test

* add s3 to custom logger compatible

* use batch logger for s3

* s3 set flush interval and batch size

* fix s3 logging

* add notes on s3 logging

* fix s3 logging

* add basic s3 logging test

* fix s3 type errors

* add test for sync logging on s3

* Revert "(perf) move s3 logging to Batch logging + async [94% faster perf under 100 RPS on 1 litellm instance] (#6165)"

This reverts commit 2a5624af471284f174e084142504d950ede2567d.

* add azure/gpt-4o-2024-05-13 (#6174)

* LiteLLM Minor Fixes & Improvements (10/10/2024)  (#6158)

* refactor(vertex_ai_partner_models/anthropic): refactor anthropic to use partner model logic

* fix(vertex_ai/): support passing custom api base to partner models

Fixes https://github.com/BerriAI/litellm/issues/4317

* fix(proxy_server.py): Fix prometheus premium user check logic

* docs(prometheus.md): update quick start docs

* fix(custom_llm.py): support passing dynamic api key + api base

* fix(realtime_api/main.py): Add request/response logging for realtime api endpoints

Closes https://github.com/BerriAI/litellm/issues/6081

* feat(openai/realtime): add openai realtime api logging

Closes https://github.com/BerriAI/litellm/issues/6081

* fix(realtime_streaming.py): fix linting errors

* fix(realtime_streaming.py): fix linting errors

* fix: fix linting errors

* fix pattern match router

* Add literalai in the sidebar observability category (#6163)

* fix: add literalai in the sidebar

* fix: typo

* update (#6160)

* Feat: Add Langtrace integration (#5341)

* Feat: Add Langtrace integration

* add langtrace service name

* fix timestamps for traces

* add tests

* Discard Callback + use existing otel logger

* cleanup

* remove print statments

* remove callback

* add docs

* docs

* add logging docs

* format logging

* remove emoji and add litellm proxy example

* format logging

* format `logging.md`

* add langtrace docs to logging.md

* sync conflict

* docs fix

* (perf) move s3 logging to Batch logging + async [94% faster perf under 100 RPS on 1 litellm instance] (#6165)

* fix move s3 to use customLogger

* add basic s3 logging test

* add s3 to custom logger compatible

* use batch logger for s3

* s3 set flush interval and batch size

* fix s3 logging

* add notes on s3 logging

* fix s3 logging

* add basic s3 logging test

* fix s3 type errors

* add test for sync logging on s3

* fix: fix to debug log

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Willy Douhard <willy.douhard@gmail.com>
Co-authored-by: yujonglee <yujonglee.dev@gmail.com>
Co-authored-by: Ali Waleed <ali@scale3labs.com>

* (fix) batch_completion fails with bedrock due to extraneous [max_workers] key   (#6176)

* fix batch_completion

* fix import batch completion

* fix batch completion usage

* (fix) provider wildcard routing - when models specificed without provider prefix  (#6173)

* fix wildcard routing scenario

* fix pattern matching hits

* bump: version 1.49.1 → 1.49.2

* Litellm Minor Fixes & Improvements (10/12/2024)  (#6179)

* build(model_prices_and_context_window.json): add bedrock llama3.2 pricing

* build(model_prices_and_context_window.json): add bedrock cross region inference pricing

* Revert "(perf) move s3 logging to Batch logging + async [94% faster perf under 100 RPS on 1 litellm instance] (#6165)"

This reverts commit 2a5624af471284f174e084142504d950ede2567d.

* add azure/gpt-4o-2024-05-13 (#6174)

* LiteLLM Minor Fixes & Improvements (10/10/2024)  (#6158)

* refactor(vertex_ai_partner_models/anthropic): refactor anthropic to use partner model logic

* fix(vertex_ai/): support passing custom api base to partner models

Fixes https://github.com/BerriAI/litellm/issues/4317

* fix(proxy_server.py): Fix prometheus premium user check logic

* docs(prometheus.md): update quick start docs

* fix(custom_llm.py): support passing dynamic api key + api base

* fix(realtime_api/main.py): Add request/response logging for realtime api endpoints

Closes https://github.com/BerriAI/litellm/issues/6081

* feat(openai/realtime): add openai realtime api logging

Closes https://github.com/BerriAI/litellm/issues/6081

* fix(realtime_streaming.py): fix linting errors

* fix(realtime_streaming.py): fix linting errors

* fix: fix linting errors

* fix pattern match router

* Add literalai in the sidebar observability category (#6163)

* fix: add literalai in the sidebar

* fix: typo

* update (#6160)

* Feat: Add Langtrace integration (#5341)

* Feat: Add Langtrace integration

* add langtrace service name

* fix timestamps for traces

* add tests

* Discard Callback + use existing otel logger

* cleanup

* remove print statments

* remove callback

* add docs

* docs

* add logging docs

* format logging

* remove emoji and add litellm proxy example

* format logging

* format `logging.md`

* add langtrace docs to logging.md

* sync conflict

* docs fix

* (perf) move s3 logging to Batch logging + async [94% faster perf under 100 RPS on 1 litellm instance] (#6165)

* fix move s3 to use customLogger

* add basic s3 logging test

* add s3 to custom logger compatible

* use batch logger for s3

* s3 set flush interval and batch size

* fix s3 logging

* add notes on s3 logging

* fix s3 logging

* add basic s3 logging test

* fix s3 type errors

* add test for sync logging on s3

* fix: fix to debug log

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Willy Douhard <willy.douhard@gmail.com>
Co-authored-by: yujonglee <yujonglee.dev@gmail.com>
Co-authored-by: Ali Waleed <ali@scale3labs.com>

* docs(custom_llm_server.md): update doc on passing custom params

* fix(pass_through_endpoints.py): don't require headers

Fixes https://github.com/BerriAI/litellm/issues/6128

* feat(utils.py): add support for caching rerank endpoints

Closes https://github.com/BerriAI/litellm/issues/6144

* feat(litellm_logging.py'): add response headers for failed requests

Closes https://github.com/BerriAI/litellm/issues/6159

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Willy Douhard <willy.douhard@gmail.com>
Co-authored-by: yujonglee <yujonglee.dev@gmail.com>
Co-authored-by: Ali Waleed <ali@scale3labs.com>

* build(config.yml): add codecov to repo (#6172)

* build(config.yml): add codecov to repo

ensures all commits have testing coverage

* build(config.yml): fix ci config

* build: fix .yml

* build(config.yml): fix ci/cd

* ci(config.yml): specify module to measure code coverage for

* ci(config.yml): update config.yml version

* ci: trigger new run

* ci(config.yml): store combine

* build(config.yml): check files before combine

* ci(config.yml): fix check

* ci(config.yml): add codecov coverage to ci/cd

* ci(config.yml): add codecov to router tests

* ci(config.yml): wait for router testing to complete before running codecov upload

* ci(config.yml): handle multiple coverage.xml's

* fix(router.py): cleanup print stack

* ci(config.yml): fix config

* ci(config.yml): fix config

* ci(config.yml): run all router tests

* ci(config.yml): add local_testing tests to codecov coverage check (#6183)

* ci(config.yml): add local_testing tests to codecov coverage check

* fix(config.yml): wait for local_testing to complete before uploading coverage

* ci(config.yml): add further testing coverage to codecov (#6184)

Improve visibility into current testing

* docs(configs.md): document all environment variables (#6185)

* docs: make it easier to find anthropic/openai prompt caching doc

* aded codecov yml (#6207)

* fix codecov.yaml

* run ci/cd again

* (refactor) caching use LLMCachingHandler for async_get_cache and set_cache  (#6208)

* use folder for caching

* fix importing caching

* fix clickhouse pyright

* fix linting

* fix correctly pass kwargs and args

* fix test case for embedding

* fix linting

* fix embedding caching logic

* fix refactor handle utils.py

* fix test_embedding_caching_azure_individual_items_reordered

* (feat) prometheus have well defined latency buckets (#6211)

* fix prometheus have well defined latency buckets

* use a well define latency bucket

* use types file for prometheus logging

* add test for LATENCY_BUCKETS

* fix prom testing

* fix config.yml

* (refactor caching) use LLMCachingHandler for caching streaming responses  (#6210)

* use folder for caching

* fix importing caching

* fix clickhouse pyright

* fix linting

* fix correctly pass kwargs and args

* fix test case for embedding

* fix linting

* fix embedding caching logic

* fix refactor handle utils.py

* refactor async set stream cache

* fix linting

* bump (#6187)

* update code cov yaml

* fix config.yml

* add caching component to code cov

* fix config.yml ci/cd

* add coverage for proxy auth

* (refactor caching) use common `_retrieve_from_cache` helper  (#6212)

* use folder for caching

* fix importing caching

* fix clickhouse pyright

* fix linting

* fix correctly pass kwargs and args

* fix test case for embedding

* fix linting

* fix embedding caching logic

* fix refactor handle utils.py

* refactor async set stream cache

* fix linting

* refactor - use _retrieve_from_cache

* refactor use _convert_cached_result_to_model_response

* fix linting errors

* bump: version 1.49.2 → 1.49.3

* fix code cov components

* (refactor router.py ) - PR 3 - Ensure all functions under 100 lines (#6181)

* add flake 8 check

* split up litellm _acompletion

* fix get model client

* refactor use commong func to add metadata to kwargs

* use common func to get timeout

* re-use helper to _get_async_model_client

* use _handle_mock_testing_rate_limit_error

* fix docstring for _handle_mock_testing_rate_limit_error

* fix function_with_retries

* use helper for mock testing fallbacks

* router - use 1 func for simple_shuffle

* add doc string for simple_shuffle

* use 1 function for filtering cooldown deployments

* fix use common helper to _get_fallback_model_group_from_fallbacks

* fix importing Cache from litellm (#6219)

* Litellm dev 10 14 2024 (#6221)

* fix(__init__.py): expose DualCache, RedisCache, InMemoryCache on root

abstract internal file refactors from impacting users

* feat(utils.py): handle invalid openai parallel tool calling response

Fixes https://community.openai.com/t/model-tries-to-call-unknown-function-multi-tool-use-parallel/490653

* docs(bedrock.md): clarify all bedrock models are supported

Closes https://github.com/BerriAI/litellm/issues/6168#issuecomment-2412082236

* test(router_code_coverage.py): check if all router functions are dire… (#6186)

* test(router_code_coverage.py): check if all router functions are directly tested

prevent regressions

* docs(configs.md): document all environment variables (#6185)

* docs: make it easier to find anthropic/openai prompt caching doc

* aded codecov yml (#6207)

* fix codecov.yaml

* run ci/cd again

* (refactor) caching use LLMCachingHandler for async_get_cache and set_cache  (#6208)

* use folder for caching

* fix importing caching

* fix clickhouse pyright

* fix linting

* fix correctly pass kwargs and args

* fix test case for embedding

* fix linting

* fix embedding caching logic

* fix refactor handle utils.py

* fix test_embedding_caching_azure_individual_items_reordered

* (feat) prometheus have well defined latency buckets (#6211)

* fix prometheus have well defined latency buckets

* use a well define latency bucket

* use types file for prometheus logging

* add test for LATENCY_BUCKETS

* fix prom testing

* fix config.yml

* (refactor caching) use LLMCachingHandler for caching streaming responses  (#6210)

* use folder for caching

* fix importing caching

* fix clickhouse pyright

* fix linting

* fix correctly pass kwargs and args

* fix test case for embedding

* fix linting

* fix embedding caching logic

* fix refactor handle utils.py

* refactor async set stream cache

* fix linting

* bump (#6187)

* update code cov yaml

* fix config.yml

* add caching component to code cov

* fix config.yml ci/cd

* add coverage for proxy auth

* (refactor caching) use common `_retrieve_from_cache` helper  (#6212)

* use folder for caching

* fix importing caching

* fix clickhouse pyright

* fix linting

* fix correctly pass kwargs and args

* fix test case for embedding

* fix linting

* fix embedding caching logic

* fix refactor handle utils.py

* refactor async set stream cache

* fix linting

* refactor - use _retrieve_from_cache

* refactor use _convert_cached_result_to_model_response

* fix linting errors

* bump: version 1.49.2 → 1.49.3

* fix code cov components

* test(test_router_helpers.py): add router component unit tests

* test: add additional router tests

* test: add more router testing

* test: add more router testing + more mock functions

* ci(router_code_coverage.py): fix check

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: yujonglee <yujonglee.dev@gmail.com>

* bump: version 1.49.3 → 1.49.4

* (refactor) use helper function `_assemble_complete_response_from_streaming_chunks` to assemble complete responses in caching and logging callbacks (#6220)

* (refactor) use _assemble_complete_response_from_streaming_chunks

* add unit test for test_assemble_complete_response_from_streaming_chunks_1

* fix assemble complete_streaming_response

* config add logging_testing

* add logging_coverage in codecov

* test test_assemble_complete_response_from_streaming_chunks_3

* add unit tests for _assemble_complete_response_from_streaming_chunks

* fix remove unused / junk function

* add test for streaming_chunks when error assembling

* (refactor) OTEL - use safe_set_attribute for setting attributes (#6226)

* otel - use safe_set_attribute for setting attributes

* fix OTEL only use safe_set_attribute

* (fix) prompt caching cost calculation OpenAI, Azure OpenAI  (#6231)

* fix prompt caching cost calculation

* fix testing for prompt cache cost calc

* fix arize handle optional params (#6243)

* Bump hono from 4.5.8 to 4.6.5 in /litellm-js/spend-logs (#6245)

Bumps [hono](https://github.com/honojs/hono) from 4.5.8 to 4.6.5.
- [Release notes](https://github.com/honojs/hono/releases)
- [Commits](https://github.com/honojs/hono/compare/v4.5.8...v4.6.5)

---
updated-dependencies:
- dependency-name: hono
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* (refactor) caching - use _sync_set_cache  (#6224)

* caching - use _sync_set_cache

* add sync _sync_add_streaming_response_to_cache

* use caching class for cache storage

* bump: version 1.49.4 → 1.49.5

* fix RerankResponse make meta optional (#6248)

* (testing - litellm.Router ) add unit test coverage for pattern matching / wildcard routing  (#6250)

* add testing coverage for pattern match router

* fix add_pattern

* fix typo on router_cooldown_event_callback

* add testing for pattern match router

* fix add explanation for pattern match router

* (refactor) sync caching - use `LLMCachingHandler` class for get_cache (#6249)

* caching - use _sync_set_cache

* add sync _sync_add_streaming_response_to_cache

* use caching class for cache storage

* fix use _sync_get_cache

* fix circular import

* use _update_litellm_logging_obj_environment

* use one helper for _process_async_embedding_cached_response

* fix _is_call_type_supported_by_cache

* fix checking cache

* fix sync get cache

* fix use _combine_cached_embedding_response_with_api_result

* fix _update_litellm_logging_obj_environment

* adjust test_redis_cache_acompletion_stream_bedrock

* (refactor) - caching use separate files for each cache class (#6251)

* fix remove qdrant semantic caching to it's own folder

* refactor use 1 file for s3 caching

* fix use sep files for in mem and redis caching

* fix refactor caching

* add readme.md for caching folder

* (router testing) Add testing coverage for `run_async_fallback` and `run_sync_fallback`  (#6256)

* add type hints for run_async_fallback

* fix async fallback doc string

* test run_async_fallback

* LiteLLM Minor Fixes & Improvements (10/15/2024)  (#6242)

* feat(litellm_pre_call_utils.py): support forwarding request headers to backend llm api

* fix(litellm_pre_call_utils.py): handle custom litellm key header

* test(router_code_coverage.py): check if all router functions are dire… (#6186)

* test(router_code_coverage.py): check if all router functions are directly tested

prevent regressions

* docs(configs.md): document all environment variables (#6185)

* docs: make it easier to find anthropic/openai prompt caching doc

* aded codecov yml (#6207)

* fix codecov.yaml

* run ci/cd again

* (refactor) caching use LLMCachingHandler for async_get_cache and set_cache  (#6208)

* use folder for caching

* fix importing caching

* fix clickhouse pyright

* fix linting

* fix correctly pass kwargs and args

* fix test case for embedding

* fix linting

* fix embedding caching logic

* fix refactor handle utils.py

* fix test_embedding_caching_azure_individual_items_reordered

* (feat) prometheus have well defined latency buckets (#6211)

* fix prometheus have well defined latency buckets

* use a well define latency bucket

* use types file for prometheus logging

* add test for LATENCY_BUCKETS

* fix prom testing

* fix config.yml

* (refactor caching) use LLMCachingHandler for caching streaming responses  (#6210)

* use folder for caching

* fix importing caching

* fix clickhouse pyright

* fix linting

* fix correctly pass kwargs and args

* fix test case for embedding

* fix linting

* fix embedding caching logic

* fix refactor handle utils.py

* refactor async set stream cache

* fix linting

* bump (#6187)

* update code cov yaml

* fix config.yml

* add caching component to code cov

* fix config.yml ci/cd

* add coverage for proxy auth

* (refactor caching) use common `_retrieve_from_cache` helper  (#6212)

* use folder for caching

* fix importing caching

* fix clickhouse pyright

* fix linting

* fix correctly pass kwargs and args

* fix test case for embedding

* fix linting

* fix embedding caching logic

* fix refactor handle utils.py

* refactor async set stream cache

* fix linting

* refactor - use _retrieve_from_cache

* refactor use _convert_cached_result_to_model_response

* fix linting errors

* bump: version 1.49.2 → 1.49.3

* fix code cov components

* test(test_router_helpers.py): add router component unit tests

* test: add additional router tests

* test: add more router testing

* test: add more router testing + more mock functions

* ci(router_code_coverage.py): fix check

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: yujonglee <yujonglee.dev@gmail.com>

* bump: version 1.49.3 → 1.49.4

* (refactor) use helper function `_assemble_complete_response_from_streaming_chunks` to assemble complete responses in caching and logging callbacks (#6220)

* (refactor) use _assemble_complete_response_from_streaming_chunks

* add unit test for test_assemble_complete_response_from_streaming_chunks_1

* fix assemble complete_streaming_response

* config add logging_testing

* add logging_coverage in codecov

* test test_assemble_complete_response_from_streaming_chunks_3

* add unit tests for _assemble_complete_response_from_streaming_chunks

* fix remove unused / junk function

* add test for streaming_chunks when error assembling

* (refactor) OTEL - use safe_set_attribute for setting attributes (#6226)

* otel - use safe_set_attribute for setting attributes

* fix OTEL only use safe_set_attribute

* (fix) prompt caching cost calculation OpenAI, Azure OpenAI  (#6231)

* fix prompt caching cost calculation

* fix testing for prompt cache cost calc

* fix(allowed_model_region): allow us as allowed region (#6234)

* test(router_code_coverage.py): check if all router functions are dire… (#6186)

* test(router_code_coverage.py): check if all router functions are directly tested

prevent regressions

* docs(configs.md): document all environment variables (#6185)

* docs: make it easier to find anthropic/openai prompt caching doc

* aded codecov yml (#6207)

* fix codecov.yaml

* run ci/cd again

* (refactor) caching use LLMCachingHandler for async_get_cache and set_cache  (#6208)

* use folder for caching

* fix importing caching

* fix clickhouse pyright

* fix linting

* fix correctly pass kwargs and args

* fix test case for embedding

* fix linting

* fix embedding caching logic

* fix refactor handle utils.py

* fix test_embedding_caching_azure_individual_items_reordered

* (feat) prometheus have well defined latency buckets (#6211)

* fix prometheus have well defined latency buckets

* use a well define latency bucket

* use types file for prometheus logging

* add test for LATENCY_BUCKETS

* fix prom testing

* fix config.yml

* (refactor caching) use LLMCachingHandler for caching streaming responses  (#6210)

* use folder for caching

* fix importing caching

* fix clickhouse pyright

* fix linting

* fix correctly pass kwargs and args

* fix test case for embedding

* fix linting

* fix embedding caching logic

* fix refactor handle utils.py

* refactor async set stream cache

* fix linting

* bump (#6187)

* update code cov yaml

* fix config.yml

* add caching component to code cov

* fix config.yml ci/cd

* add coverage for proxy auth

* (refactor caching) use common `_retrieve_from_cache` helper  (#6212)

* use folder for caching

* fix importing caching

* fix clickhouse pyright

* fix linting

* fix correctly pass kwargs and args

* fix test case for embedding

* fix linting

* fix embedding caching logic

* fix refactor handle utils.py

* refactor async set stream cache

* fix linting

* refactor - use _retrieve_from_cache

* refactor use _convert_cached_result_to_model_response

* fix linting errors

* bump: version 1.49.2 → 1.49.3

* fix code cov components

* test(test_router_helpers.py): add router component unit tests

* test: add additional router tests

* test: add more router testing

* test: add more router testing + more mock functions

* ci(router_code_coverage.py): fix check

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: yujonglee <yujonglee.dev@gmail.com>

* bump: version 1.49.3 → 1.49.4

* (refactor) use helper function `_assemble_complete_response_from_streaming_chunks` to assemble complete responses in caching and logging callbacks (#6220)

* (refactor) use _assemble_complete_response_from_streaming_chunks

* add unit test for test_assemble_complete_response_from_streaming_chunks_1

* fix assemble complete_streaming_response

* config add logging_testing

* add logging_coverage in codecov

* test test_assemble_complete_response_from_streaming_chunks_3

* add unit tests for _assemble_complete_response_from_streaming_chunks

* fix remove unused / junk function

* add test for streaming_chunks when error assembling

* (refactor) OTEL - use safe_set_attribute for setting attributes (#6226)

* otel - use safe_set_attribute for setting attributes

* fix OTEL only use safe_set_attribute

* fix(allowed_model_region): allow us as allowed region

---------

Co-authored-by: Krish Dholakia <krrishdholakia@gmail.com>
Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: yujonglee <yujonglee.dev@gmail.com>

* fix(litellm_pre_call_utils.py): support 'us' region routing + fix header forwarding to filter on `x-` headers

* docs(customer_routing.md): fix region-based routing example

* feat(azure.py): handle empty arguments function call - azure

Closes https://github.com/BerriAI/litellm/issues/6241

* feat(guardrails_ai.py): support guardrails ai integration

Adds support for on-prem guardrails via guardrails ai

* fix(proxy/utils.py): prevent sql injection attack

Fixes https://huntr.com/bounties/a4f6d357-5b44-4e00-9cac-f1cc351211d2

* fix: fix linting errors

* fix(litellm_pre_call_utils.py): don't log litellm api key in proxy server request headers

* fix(litellm_pre_call_utils.py): don't forward stainless headers

* docs(guardrails_ai.md): add guardrails ai quick start to docs

* test: handle flaky test

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: yujonglee <yujonglee.dev@gmail.com>
Co-authored-by: Marcus Elwin <marcus@elwin.com>

* (testing) Router add testing coverage (#6253)

* test: add more router code coverage

* test: additional router testing coverage

* fix: fix linting error

* test: fix tests for ci/cd

* test: fix test

* test: handle flaky tests

---------

Co-authored-by: Krrish Dholakia <krrishdholakia@gmail.com>

* (testing) add router unit testing for `send_llm_exception_alert` , `router_cooldown_event_callback` , cooldown utils (#6258)

* add router unit testing for send_llm_exception_alert

* test router_cooldown_event_callback

* test test_router_cooldown_event_callback_no_prometheus

* test_router_cooldown_event_callback_no_deployment

* test_router_cooldown_event_callback_no_deployment

* add testing for test_should_run_cooldown_logic

* test_increment_deployment_successes_for_current_minute_does_not_write_to_redis

* test test_should_cooldown_deployment_allowed_fails_set_on_router

* use helper for _is_allowed_fails_set_on_router

* add complete testing for cooldown utils

* move router unit tests

* move router handle error

* fix test_send_llm_exception_alert_no_logger

* Litellm router code coverage 3 (#6274)

* refactor(router.py): move assistants api endpoints to using 1 pass-through factory function

Reduces code, increases testing coverage

* refactor(router.py): reduce _common_check_available_deployment function size

make code more maintainable - reduce possible errors

* test(router_code_coverage.py): include batch_utils + pattern matching in enforced 100% code coverage

Improves reliability

* fix(router.py): fix model id match model dump

* remove ask mode (#6271)

* LiteLLM Minor Fixes & Improvements (10/16/2024)  (#6265)

* fix(caching_handler.py): handle positional arguments in add cache logic

Fixes https://github.com/BerriAI/litellm/issues/6264

* feat(litellm_pre_call_utils.py): allow forwarding openai org id to backend client

https://github.com/BerriAI/litellm/issues/6237

* docs(configs.md): add 'forward_openai_org_id' to docs

* fix(proxy_server.py): return model info if user_model is set

Fixes https://github.com/BerriAI/litellm/issues/6233

* fix(hosted_vllm/chat/transformation.py): don't set tools unless non-none

* fix(openai.py): improve debug log for openai 'str' error

Addresses https://github.com/BerriAI/litellm/issues/6272

* fix(proxy_server.py): fix linting error

* fix(proxy_server.py): fix linting errors

* test: skip WIP test

* docs(openai.md): add docs on passing openai org id from client to openai

* bump: version 1.49.5 → 1.49.6

* Revert "(perf) move s3 logging to Batch logging + async [94% faster p… (#6275)

* Revert "(perf) move s3 logging to Batch logging + async [94% faster perf under 100 RPS on 1 litellm instance] (#6165)"

This reverts commit 2a5624af471284f174e084142504d950ede2567d.

* fix test s3

* add test_basic_s3_logging

* fix otel tests

* (testing) add test coverage for LLM OTEL logging (#6227)

* add test coverage for OTEL logging

* test_async_otel_callback

* test test_awesome_otel_with_message_logging_off

* fix otel testing

* add otel testing

* otel testing

* otel testing

* otel testing coverage

* otel add testing

* test_awesome_otel_with_message_logging_off

* (testing) add unit tests for LLMCachingHandler Class (#6279)

* add unit testing for test_async_set_cache

* test test_async_log_cache_hit_on_callbacks

* assert the correct response type is returned

* test_convert_cached_result_to_model_response

* unit testing for caching handler

* fix(ui_sso.py): fix faulty admin check

fix check to make sure admin can log into ui in 'admin_only' ui access mode

Fixes https://github.com/BerriAI/litellm/issues/6286

* Revert "fix(ui_sso.py): fix faulty admin check"

This reverts commit 22d95c99b56cbea0dde5ca29b36439ff58daeef6.

* LiteLLM Minor Fixes & Improvements (10/17/2024)  (#6293)

* fix(ui_sso.py): fix faulty admin only check

Fixes https://github.com/BerriAI/litellm/issues/6286

* refactor(sso_helper_utils.py): refactor /sso/callback to use helper utils, covered by unit testing

Prevent future regressions

* feat(prompt_factory): support 'ensure_alternating_roles' param

Closes https://github.com/BerriAI/litellm/issues/6257

* fix(proxy/utils.py): add dailytagspend to expected views

* feat(auth_utils.py): support setting regex for clientside auth credentials

Fixes https://github.com/BerriAI/litellm/issues/6203

* build(cookbook): add tutorial for mlflow + langchain + litellm proxy tracing

* feat(argilla.py): add argilla logging integration

Closes https://github.com/BerriAI/litellm/issues/6201

* fix: fix linting errors

* fix: fix ruff error

* test: fix test

* fix: update vertex ai assumption - parts not always guaranteed (#6296)

* docs(configs.md): add argila env var to docs

* docs(user_keys.md): add regex doc for clientside auth params

* docs(argilla.md): add doc on argilla logging

* docs(argilla.md): add sampling rate to argilla calls

* bump: version 1.49.6 → 1.49.7

* add gpt-4o-audio models to model cost map (#6306)

* (code quality) add ruff check PLR0915 for `too-many-statements`  (#6309)

* ruff add PLR0915

* add noqa for PLR0915

* fix noqa

* add # noqa: PLR0915

* # noqa: PLR0915

* # noqa: PLR0915

* # noqa: PLR0915

* add # noqa: PLR0915

* # noqa: PLR0915

* # noqa: PLR0915

* # noqa: PLR0915

* # noqa: PLR0915

* doc fix Turn on / off caching per Key. (#6297)

* (feat) Support `audio`,  `modalities` params (#6304)

* add audio, modalities param

* add test for gpt audio models

* add get_supported_openai_params for GPT audio models

* add supported params for audio

* test_audio_output_from_model

* bump openai to openai==1.52.0

* bump openai on pyproject

* fix audio test

* fix test mock_chat_response

* handle audio for Message

* fix handling audio for OAI compatible API endpoints

* fix linting

* fix mock dbrx test

* (feat) Support audio param in responses streaming (#6312)

* add audio, modalities param

* add test for gpt audio models

* add get_supported_openai_params for GPT audio models

* add supported params for audio

* test_audio_output_from_model

* bump openai to openai==1.52.0

* bump openai on pyproject

* fix audio test

* fix test mock_chat_response

* handle audio for Message

* fix handling audio for OAI compatible API endpoints

* fix linting

* fix mock dbrx test

* add audio to Delta

* handle model_response.choices.delta.audio

* fix linting

* (feat) - allow using os.environ/ vars for any value on config.yaml  (#6276)

* add check for os.environ vars when readin config.yaml

* use base class for reading from config.yaml

* fix import

* fix linting

* add unit tests for base config class

* fix order of reading elements from config.yaml

* unit tests for reading configs from files

* fix user_config_file_path

* use simpler implementation

* use helper to get_config

* working unit tests for reading configs

* bump: version 1.49.7 → 1.50.0

* doc - using gpt-4o-audio-preview (#6326)

* doc on audio models

* doc supports vision

* doc audio input / output

* (refactor) `get_cache_key` to be under 100 LOC function (#6327)

* refactor - use helpers for name space and hashing

* use openai to get the relevant supported params

* use helpers for getting cache key

* fix test caching

* use get/set helpers for preset cache keys

* make get_cache_key under 100 LOC

* fix _get_model_param_value

* fix _get_caching_group

* fix linting error

* add unit testing for get cache key

* test_generate_streaming_content

* Litellm openai audio streaming (#6325)

* refactor(main.py): streaming_chunk_builder

use <100 lines of code

refactor each component into a separate function - easier to maintain + test

* fix(utils.py): handle choices being None

openai pydantic schema updated

* fix(main.py): fix linting error

* feat(streaming_chunk_builder_utils.py): update stream chunk builder to support rebuilding audio chunks from openai

* test(test_custom_callback_input.py): test message redaction works for audio output

* fix(streaming_chunk_builder_utils.py): return anthropic token usage info directly

* fix(stream_chunk_builder_utils.py): run validation check before entering chunk processor

* fix(main.py): fix import

* LiteLLM Minor Fixes & Improvements (10/18/2024) (#6320)

* fix(converse_transformation.py): handle cross region model name when getting openai param support

Fixes https://github.com/BerriAI/litellm/issues/6291

* LiteLLM Minor Fixes & Improvements (10/17/2024)  (#6293)

* fix(ui_sso.py): fix faulty admin only check

Fixes https://github.com/BerriAI/litellm/issues/6286

* refactor(sso_helper_utils.py): refactor /sso/callback to use helper utils, covered by unit testing

Prevent future regressions

* feat(prompt_factory): support 'ensure_alternating_roles' param

Closes https://github.com/BerriAI/litellm/issues/6257

* fix(proxy/utils.py): add dailytagspend to expected views

* feat(auth_utils.py): support setting regex for clientside auth credentials

Fixes https://github.com/BerriAI/litellm/issues/6203

* build(cookbook): add tutorial for mlflow + langchain + litellm proxy tracing

* feat(argilla.py): add argilla logging integration

Closes https://github.com/BerriAI/litellm/issues/6201

* fix: fix linting errors

* fix: fix ruff error

* test: fix test

* fix: update vertex ai assumption - parts not always guaranteed (#6296)

* docs(configs.md): add argila env var to docs

* docs(user_keys.md): add regex doc for clientside auth params

* docs(argilla.md): add doc on argilla logging

* docs(argilla.md): add sampling rate to argilla calls

* bump: version 1.49.6 → 1.49.7

* add gpt-4o-audio models to model cost map (#6306)

* (code quality) add ruff check PLR0915 for `too-many-statements`  (#6309)

* ruff add PLR0915

* add noqa for PLR0915

* fix noqa

* add # noqa: PLR0915

* # noqa: PLR0915

* # noqa: PLR0915

* # noqa: PLR0915

* add # noqa: PLR0915

* # noqa: PLR0915

* # noqa: PLR0915

* # noqa: PLR0915

* # noqa: PLR0915

* doc fix Turn on / off caching per Key. (#6297)

* (feat) Support `audio`,  `modalities` params (#6304)

* add audio, modalities param

* add test for gpt audio models

* add get_supported_openai_params for GPT audio models

* add supported params for audio

* test_audio_output_from_model

* bump openai to openai==1.52.0

* bump openai on pyproject

* fix audio test

* fix test mock_chat_response

* handle audio for Message

* fix handling audio for OAI compatible API endpoints

* fix linting

* fix mock dbrx test

* (feat) Support audio param in responses streaming (#6312)

* add audio, modalities param

* add test for gpt audio models

* add get_supported_openai_params for GPT audio models

* add supported params for audio

* test_audio_output_from_model

* bump openai to openai==1.52.0

* bump openai on pyproject

* fix audio test

* fix test mock_chat_response

* handle audio for Message

* fix handling audio for OAI compatible API endpoints

* fix linting

* fix mock dbrx test

* add audio to Delta

* handle model_response.choices.delta.audio

* fix linting

* build(model_prices_and_context_window.json): add gpt-4o-audio audio token cost tracking

* refactor(model_prices_and_context_window.json): refactor 'supports_audio' to be 'supports_audio_input' and 'supports_audio_output'

Allows for flag to be used for openai + gemini models (both support audio input)

* feat(cost_calculation.py): support cost calc for audio model

Closes https://github.com/BerriAI/litellm/issues/6302

* feat(utils.py): expose new `supports_audio_input` and `supports_audio_output` functions

Closes https://github.com/BerriAI/litellm/issues/6303

* feat(handle_jwt.py): support single dict list

* fix(cost_calculator.py): fix linting errors

* fix: fix linting error

* fix(cost_calculator): move to using standard openai usage cached tokens value

* test: fix test

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>

* feat(custom_logger.py): expose new `async_dataset_hook` for modifying… (#6331)

* feat(custom_logger.py): expose new `async_dataset_hook` for modifying/rejecting argilla items before logging

Allows user more control on what gets logged to argilla for annotations

* feat(google_ai_studio_endpoints.py): add new `/azure/*` pass through route

enables pass-through for azure provider

* feat(utils.py): support checking ollama `/api/show` endpoint for retrieving ollama model info

Fixes https://github.com/BerriAI/litellm/issues/6322

* fix(user_api_key_auth.py): add `/key/delete` to an allowed_ui_routes

Fixes https://github.com/BerriAI/litellm/issues/6236

* fix(user_api_key_auth.py): remove type ignore

* fix(user_api_key_auth.py): route ui vs. api token checks differently

Fixes https://github.com/BerriAI/litellm/issues/6238

* feat(internal_user_endpoints.py): support setting models as a default internal user param

Closes https://github.com/BerriAI/litellm/issues/6239

* fix(user_api_key_auth.py): fix exception string

* fix(user_api_key_auth.py): fix error string

* fix: fix test

* fix - unhandled jsonDecodeError in `convert_to_model_response_object`  (#6338)

* fix unhandled jsonDecodeError

* add unit testing for convert dict to chat completion

* add unit tests for init callbacks

* fix init logger tests

* working test for init custom logger

* (testing) add test coverage for init custom logger class  (#6341)

* working test for init custom logger

* add test coverage for custom_logger_compatible_class_as_callback

* bump: version 1.50.0 → 1.50.1

* (fix) get_response_headers for Azure OpenAI  (#6344)

* fix get_response_headers

* unit testing for get headers

* unit testing for anthropic / azure openai headers

* increase test coverage for test_completion_response_ratelimit_headers

* fix test rate limit headers

* fix(litellm-helm): correctly use dbReadyImage and dbReadyTag values (#6336)

* fix(proxy_server.py): add 'admin' user to db (#6223)

* fix(proxy_server.py): add 'admin' user to db

Fixes noisy error https://github.com/BerriAI/litellm/issues/6206

* fix(proxy_server.py): return correct 'userID' for `/login` endpoint

Fixes https://github.com/BerriAI/litellm/issues/6206

* refactor(redis_cache.py): use a default cache value when writing to r… (#6358)

* refactor(redis_cache.py): use a default cache value when writing to redis

prevent redis from blowing up in high traffic

* refactor(redis_cache.py): refactor all cache writes to use self.get_ttl

ensures default ttl always used when writing to redis

Prevents redis db from blowing up in prod

* feat(proxy_cli.py): add new 'log_config' cli param (#6352)

* feat(proxy_cli.py): add new 'log_config' cli param

Allows passing logging.conf to uvicorn on startup

* docs(cli.md): add logging conf to uvicorn cli docs

* fix(get_llm_provider_logic.py): fix default api base for litellm_proxy

Fixes https://github.com/BerriAI/litellm/issues/6332

* feat(openai_like/embedding): Add support for jina ai embeddings

Closes https://github.com/BerriAI/litellm/issues/6337

* docs(deploy.md): update entrypoint.sh filepath post-refactor

Fixes outdated docs

* feat(prometheus.py): emit time_to_first_token metric on prometheus

Closes https://github.com/BerriAI/litellm/issues/6334

* fix(prometheus.py): only emit time to first token metric if stream is True

enables more accurate ttft usage

* test: handle vertex api instability

* fix(get_llm_provider_logic.py): fix import

* fix(openai.py): fix deepinfra default api base

* fix(anthropic/transformation.py): remove anthropic beta header (#6361)

* docs(sidebars.js): add jina ai embedding to docs

* docs(sidebars.js): add jina ai to left nav

* bump: version 1.50.1 → 1.50.2

* langfuse use helper for get_langfuse_logging_config

* Refactor: apply early return (#6369)

* (refactor) remove berrispendLogger - unused logging integration  (#6363)

* fix remove berrispendLogger

* remove unused clickhouse logger

* fix docs configs.md

* (fix) standard logging metadata + add unit testing  (#6366)

* fix setting StandardLoggingMetadata

* add unit testing for standard logging metadata

* fix otel logging test

* fix linting

* fix typing

* Revert "(fix) standard logging metadata + add unit testing  (#6366)" (#6381)

This reverts commit 8359cb6fa9bf7b0bf4f3df630cf8666adffa2813.

* add new 35 mode lcard (#6378)

* Add claude 3 5 sonnet 20241022 models for all provides (#6380)

* Add Claude 3.5 v2 on Amazon Bedrock and Vertex AI.

* added anthropic/claude-3-5-sonnet-20241022

* add new 35 mode lcard

---------

Co-authored-by: Paul Gauthier <paul@paulg.com>
Co-authored-by: lowjiansheng <15527690+lowjiansheng@users.noreply.github.com>

* test(skip-flaky-google-context-caching-test): google is not reliable. their sample code is also not working

* test(test_alangfuse.py): handle flaky langfuse test better

* (feat) Arize - Allow using Arize HTTP endpoint  (#6364)

* arize use helper for get_arize_opentelemetry_config

* use helper to get Arize OTEL config

* arize add helpers for arize

* docs allow using arize http endpoint

* fix importing OTEL for Arize

* use static methods for ArizeLogger

* fix ArizeLogger tests

* Litellm dev 10 22 2024 (#6384)

* fix(utils.py): add 'disallowed_special' for token counting on .encode()

Fixes error when '<
endoftext
>' in string

* Revert "(fix) standard logging metadata + add unit testing  (#6366)" (#6381)

This reverts commit 8359cb6fa9bf7b0bf4f3df630cf8666adffa2813.

* add new 35 mode lcard (#6378)

* Add claude 3 5 sonnet 20241022 models for all provides (#6380)

* Add Claude 3.5 v2 on Amazon Bedrock and Vertex AI.

* added anthropic/claude-3-5-sonnet-20241022

* add new 35 mode lcard

---------

Co-authored-by: Paul Gauthier <paul@paulg.com>
Co-authored-by: lowjiansheng <15527690+lowjiansheng@users.noreply.github.com>

* test(skip-flaky-google-context-caching-test): google is not reliable. their sample code is also not working

* Fix metadata being overwritten in speech() (#6295)

* fix: adding missing redis cluster kwargs (#6318)

Co-authored-by: Ali Arian <ali.arian@breadfinancial.com>

* Add support for `max_completion_tokens` in Azure OpenAI (#6376)

Now that Azure supports `max_completion_tokens`, no need for special handling for this param and let it pass thru. More details: https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models?tabs=python-secure#api-support

* build(model_prices_and_context_window.json): add voyage-finance-2 pricing

Closes https://github.com/BerriAI/litellm/issues/6371

* build(model_prices_and_context_window.json): fix llama3.1 pricing model name on map

Closes https://github.com/BerriAI/litellm/issues/6310

* feat(realtime_streaming.py): just log specific events

Closes https://github.com/BerriAI/litellm/issues/6267

* fix(utils.py): more robust checking if unmapped vertex anthropic model belongs to that family of models

Fixes https://github.com/BerriAI/litellm/issues/6383

* Fix Ollama stream handling for tool calls with None content (#6155)

* test(test_max_completions): update test now that azure supports 'max_completion_tokens'

* fix(handler.py): fix linting error

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Low Jian Sheng <15527690+lowjiansheng@users.noreply.github.com>
Co-authored-by: David Manouchehri <david.manouchehri@ai.moda>
Co-authored-by: Paul Gauthier <paul@paulg.com>
Co-authored-by: John HU <hszqqq12@gmail.com>
Co-authored-by: Ali Arian <113945203+ali-arian@users.noreply.github.com>
Co-authored-by: Ali Arian <ali.arian@breadfinancial.com>
Co-authored-by: Anand Taralika <46954145+taralika@users.noreply.github.com>
Co-authored-by: Nolan Tremelling <34580718+NolanTrem@users.noreply.github.com>

* bump: version 1.50.2 → 1.50.3

* build(deps): bump http-proxy-middleware in /docs/my-website (#6395)

Bumps [http-proxy-middleware](https://github.com/chimurai/http-proxy-middleware) from 2.0.6 to 2.0.7.
- [Release notes](https://github.com/chimurai/http-proxy-middleware/releases)
- [Changelog](https://github.com/chimurai/http-proxy-middleware/blob/v2.0.7/CHANGELOG.md)
- [Commits](https://github.com/chimurai/http-proxy-middleware/compare/v2.0.6...v2.0.7)

---
updated-dependencies:
- dependency-name: http-proxy-middleware
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* (docs + testing) Correctly document the timeout value used by litellm proxy is 6000 seconds + add to best practices for prod  (#6339)

* fix docs use documented timeout

* document request timeout

* add test for litellm.request_timeout

* add test for checking value of timeout

* add code cov checks

* fix comment

* (refactor) move convert dict to model response to llm_response_utils/ (#6393)

* refactor move convert dict to model response

* fix imports

* fix import _handle_invalid_parallel_tool_calls

* (refactor) litellm.Router client initialization utils  (#6394)

* refactor InitalizeOpenAISDKClient

* use helper func for _should_create_openai_sdk_client_for_model

* use static methods for set client on litellm router

* reduce LOC in _get_client_initialization_params

* fix _should_create_openai_sdk_client_for_model

* code quality fix

* test test_should_create_openai_sdk_client_for_model

* test test_get_client_initialization_params_openai

* fix mypy linting errors

* fix OpenAISDKClientInitializationParams

* test_get_client_initialization_params_all_env_vars

* test_get_client_initialization_params_azure_ai_studio_mistral

* test_get_client_initialization_params_default_values

* fix _get_client_initialization_params

* (fix) Langfuse key based logging  (#6372)

* langfuse use helper for get_langfuse_logging_config

* fix get_langfuse_logger_for_request

* fix import

* fix get_langfuse_logger_for_request

* test_get_langfuse_logger_for_request_with_dynamic_params

* unit testing for test_get_langfuse_logger_for_request_with_no_dynamic_params

* parameterized langfuse testing

* fix langfuse test

* fix langfuse logging

* fix test_aaalangfuse_logging_metadata

* fix langfuse log metadata test

* fix langfuse logger

* use create_langfuse_logger_from_credentials

* fix test_get_langfuse_logger_for_request_with_no_dynamic_params

* fix correct langfuse/ folder structure

* use static methods for langfuse logger

* add commment on langfuse handler

* fix linting error

* add unit testing for langfuse logging

* fix linting

* fix failure handler langfuse

* Revert "(refactor) litellm.Router client initialization utils  (#6394)" (#6403)

This reverts commit b70147f63b5ad95d90be371a50c6248fe21b20e8.

* def test_text_completion_with_echo(stream): (#6401)

test

* fix linting - remove # noqa PLR0915 from fixed function

* test: cleanup codestral tests - backend api unavailable

* (refactor) prometheus async_log_success_event to be u…
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