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816f0ef8d2
* fix(cost_calculator.py): move to using `.get_model_info()` for cost per token calculations ensures cost tracking is reliable - handles edge cases of parsing model cost map * build(model_prices_and_context_window.json): add 'supports_response_schema' for select tgai models Fixes https://github.com/BerriAI/litellm/pull/7037#discussion_r1872157329 * build(model_prices_and_context_window.json): remove 'pdf input' and 'vision' support from nova micro in model map Bedrock docs indicate no support for micro - https://docs.aws.amazon.com/bedrock/latest/userguide/conversation-inference-supported-models-features.html * fix(converse_transformation.py): support amazon nova tool use * fix(opentelemetry): Add missing LLM request type attribute to spans (#7041) * feat(opentelemetry): add LLM request type attribute to spans * lint * fix: curl usage (#7038) curl -d, --data <data> is lowercase d curl -D, --dump-header <filename> is uppercase D references: https://curl.se/docs/manpage.html#-d https://curl.se/docs/manpage.html#-D * fix(spend_tracking.py): handle empty 'id' in model response - when creating spend log Fixes https://github.com/BerriAI/litellm/issues/7023 * fix(streaming_chunk_builder.py): handle initial id being empty string Fixes https://github.com/BerriAI/litellm/issues/7023 * fix(anthropic_passthrough_logging_handler.py): add end user cost tracking for anthropic pass through endpoint * docs(pass_through/): refactor docs location + add table on supported features for pass through endpoints * feat(anthropic_passthrough_logging_handler.py): support end user cost tracking via anthropic sdk * docs(anthropic_completion.md): add docs on passing end user param for cost tracking on anthropic sdk * fix(litellm_logging.py): use standard logging payload if present in kwargs prevent datadog logging error for pass through endpoints * docs(bedrock.md): add rerank api usage example to docs * bugfix/change dummy tool name format (#7053) * fix viewing keys (#7042) * ui new build * build(model_prices_and_context_window.json): add bedrock region models to model cost map (#7044) * bye (#6982) * (fix) litellm router.aspeech (#6962) * doc Migrating Databases * fix aspeech on router * test_audio_speech_router * test_audio_speech_router * docs show supported providers on batches api doc * change dummy tool name format --------- Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com> Co-authored-by: Krish Dholakia <krrishdholakia@gmail.com> Co-authored-by: yujonglee <yujonglee.dev@gmail.com> * fix: fix linting errors * test: update test * fix(litellm_logging.py): fix pass through check * fix(test_otel_logging.py): fix test * fix(cost_calculator.py): update handling for cost per second * fix(cost_calculator.py): fix cost check * test: fix test * (fix) adding public routes when using custom header (#7045) * get_api_key_from_custom_header * add test_get_api_key_from_custom_header * fix testing use 1 file for test user api key auth * fix test user api key auth * test_custom_api_key_header_name * build: update ui build --------- Co-authored-by: Doron Kopit <83537683+doronkopit5@users.noreply.github.com> Co-authored-by: lloydchang <lloydchang@gmail.com> Co-authored-by: hgulersen <haymigulersen@gmail.com> Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com> Co-authored-by: yujonglee <yujonglee.dev@gmail.com> |
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|---|---|---|
| .. | ||
| _experimental | ||
| analytics_endpoints | ||
| auth | ||
| common_utils | ||
| config_management_endpoints | ||
| db | ||
| example_config_yaml | ||
| fine_tuning_endpoints | ||
| guardrails | ||
| health_endpoints | ||
| hooks | ||
| management_endpoints | ||
| management_helpers | ||
| openai_files_endpoints | ||
| pass_through_endpoints | ||
| proxy_load_test | ||
| rerank_endpoints | ||
| spend_tracking | ||
| ui_crud_endpoints | ||
| vertex_ai_endpoints | ||
| .gitignore | ||
| __init__.py | ||
| _logging.py | ||
| _new_secret_config.yaml | ||
| _super_secret_config.yaml | ||
| _types.py | ||
| cached_logo.jpg | ||
| caching_routes.py | ||
| custom_sso.py | ||
| enterprise | ||
| health_check.py | ||
| lambda.py | ||
| litellm_pre_call_utils.py | ||
| llamaguard_prompt.txt | ||
| logo.jpg | ||
| model_config.yaml | ||
| openapi.json | ||
| post_call_rules.py | ||
| prisma_migration.py | ||
| proxy_cli.py | ||
| proxy_config.yaml | ||
| proxy_server.py | ||
| README.md | ||
| route_llm_request.py | ||
| schema.prisma | ||
| start.sh | ||
| utils.py | ||
litellm-proxy
A local, fast, and lightweight OpenAI-compatible server to call 100+ LLM APIs.
usage
$ pip install litellm
$ litellm --model ollama/codellama
#INFO: Ollama running on http://0.0.0.0:8000
replace openai base
import openai # openai v1.0.0+
client = openai.OpenAI(api_key="anything",base_url="http://0.0.0.0:8000") # set proxy to base_url
# request sent to model set on litellm proxy, `litellm --model`
response = client.chat.completions.create(model="gpt-3.5-turbo", messages = [
{
"role": "user",
"content": "this is a test request, write a short poem"
}
])
print(response)
See how to call Huggingface,Bedrock,TogetherAI,Anthropic, etc.
Folder Structure
Routes
proxy_server.py- all openai-compatible routes -/v1/chat/completion,/v1/embedding+ model info routes -/v1/models,/v1/model/info,/v1/model_group_inforoutes.health_endpoints/-/health,/health/liveliness,/health/readinessmanagement_endpoints/key_management_endpoints.py- all/key/*routesmanagement_endpoints/team_endpoints.py- all/team/*routesmanagement_endpoints/internal_user_endpoints.py- all/user/*routesmanagement_endpoints/ui_sso.py- all/sso/*routes