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Krish Dholakia b72a47d092 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>
2024-10-16 07:32:06 -07:00
..
AI21 Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
anthropic Add pyright to ci/cd + Fix remaining type-checking errors (#6082) 2024-10-05 17:04:00 -04:00
azure_ai Add pyright to ci/cd + Fix remaining type-checking errors (#6082) 2024-10-05 17:04:00 -04:00
AzureOpenAI LiteLLM Minor Fixes & Improvements (10/15/2024) (#6242) 2024-10-16 07:32:06 -07:00
bedrock LiteLLM Minor Fixes & Improvements (10/15/2024) (#6242) 2024-10-16 07:32:06 -07:00
cerebras [Feat] Add max_completion_tokens param (#5691) 2024-09-14 14:57:01 -07:00
cohere Add pyright to ci/cd + Fix remaining type-checking errors (#6082) 2024-10-05 17:04:00 -04:00
custom_httpx Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
databricks LiteLLM Minor Fixes & Improvements (10/04/2024) (#6064) 2024-10-04 21:28:53 -04:00
files_apis Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
fine_tuning_apis Add pyright to ci/cd + Fix remaining type-checking errors (#6082) 2024-10-05 17:04:00 -04:00
fireworks_ai LiteLLM Minor Fixes & Improvements (09/23/2024) (#5842) (#5858) 2024-09-24 15:01:31 -07:00
groq LiteLLM Minor Fixes & Improvements (09/27/2024) (#5938) 2024-09-27 22:52:57 -07:00
hosted_vllm/chat LiteLLM Minor Fixes & Improvements (10/07/2024) (#6101) 2024-10-07 22:17:22 -07:00
huggingface_llms_metadata add hf tgi and conversational models 2023-09-27 15:56:45 -07:00
mistral LiteLLM Minor Fixes and Improvements (09/13/2024) (#5689) 2024-09-14 10:02:55 -07:00
nvidia_nim (feat) add nvidia nim embeddings (#6032) 2024-10-03 17:12:14 +05:30
OpenAI (fix) prompt caching cost calculation OpenAI, Azure OpenAI (#6231) 2024-10-15 18:55:31 +05:30
prompt_templates LiteLLM Minor Fixes & Improvements (10/15/2024) (#6242) 2024-10-16 07:32:06 -07:00
sagemaker LiteLLM Minor Fixes & Improvements (10/04/2024) (#6064) 2024-10-04 21:28:53 -04:00
sambanova sambanova support (#5547) (#5703) 2024-09-14 17:23:04 -07:00
together_ai Add pyright to ci/cd + Fix remaining type-checking errors (#6082) 2024-10-05 17:04:00 -04:00
tokenizers feat(utils.py): bump tiktoken dependency to 0.7.0 2024-06-10 21:21:23 -07:00
vertex_ai_and_google_ai_studio LiteLLM Minor Fixes & Improvements (10/15/2024) (#6242) 2024-10-16 07:32:06 -07:00
__init__.py add linting 2023-08-18 11:05:05 -07:00
aleph_alpha.py Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
azure_text.py Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
base.py LiteLLM Minor Fixes and Improvements (09/13/2024) (#5689) 2024-09-14 10:02:55 -07:00
base_aws_llm.py (refactor) caching use LLMCachingHandler for async_get_cache and set_cache (#6208) 2024-10-14 16:34:01 +05:30
baseten.py Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
clarifai.py Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
cloudflare.py Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
custom_llm.py LiteLLM Minor Fixes & Improvements (10/10/2024) (#6158) 2024-10-11 23:04:36 -07:00
gemini.py Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
huggingface_restapi.py Add pyright to ci/cd + Fix remaining type-checking errors (#6082) 2024-10-05 17:04:00 -04:00
maritalk.py Add pyright to ci/cd + Fix remaining type-checking errors (#6082) 2024-10-05 17:04:00 -04:00
nlp_cloud.py Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
ollama.py (feat) openai prompt caching (non streaming) - add prompt_tokens_details in usage response (#6039) 2024-10-03 23:31:10 +05:30
ollama_chat.py Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
oobabooga.py Add pyright to ci/cd + Fix remaining type-checking errors (#6082) 2024-10-05 17:04:00 -04:00
openrouter.py refactor: add black formatting 2023-12-25 14:11:20 +05:30
palm.py Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
petals.py Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
predibase.py Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
README.md LiteLLM Minor Fixes and Improvements (09/13/2024) (#5689) 2024-09-14 10:02:55 -07:00
replicate.py Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
text_completion_codestral.py Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
triton.py Add pyright to ci/cd + Fix remaining type-checking errors (#6082) 2024-10-05 17:04:00 -04:00
vllm.py Litellm ruff linting enforcement (#5992) 2024-10-01 19:44:20 -04:00
volcengine.py [Feat] Add max_completion_tokens param (#5691) 2024-09-14 14:57:01 -07:00
watsonx.py LiteLLM Minor Fixes & Improvements (10/15/2024) (#6242) 2024-10-16 07:32:06 -07:00

README.md

File Structure

August 27th, 2024

To make it easy to see how calls are transformed for each model/provider:

we are working on moving all supported litellm providers to a folder structure, where folder name is the supported litellm provider name.

Each folder will contain a *_transformation.py file, which has all the request/response transformation logic, making it easy to see how calls are modified.

E.g. cohere/, bedrock/.