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diff --git a/.venv/lib/python3.12/site-packages/litellm-1.63.14.dist-info/METADATA b/.venv/lib/python3.12/site-packages/litellm-1.63.14.dist-info/METADATA new file mode 100644 index 00000000..dd8ecd2e --- /dev/null +++ b/.venv/lib/python3.12/site-packages/litellm-1.63.14.dist-info/METADATA @@ -0,0 +1,470 @@ +Metadata-Version: 2.1 +Name: litellm +Version: 1.63.14 +Summary: Library to easily interface with LLM API providers +License: MIT +Author: BerriAI +Requires-Python: >=3.8, !=2.7.*, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*, !=3.7.* +Classifier: License :: OSI Approved :: MIT License +Classifier: Programming Language :: Python :: 3 +Classifier: Programming Language :: Python :: 3.9 +Classifier: Programming Language :: Python :: 3.10 +Classifier: Programming Language :: Python :: 3.11 +Classifier: Programming Language :: Python :: 3.12 +Classifier: Programming Language :: Python :: 3.13 +Provides-Extra: extra-proxy +Provides-Extra: proxy +Requires-Dist: PyJWT (>=2.8.0,<3.0.0) ; extra == "proxy" +Requires-Dist: aiohttp +Requires-Dist: apscheduler (>=3.10.4,<4.0.0) ; extra == "proxy" +Requires-Dist: azure-identity (>=1.15.0,<2.0.0) ; extra == "extra-proxy" +Requires-Dist: azure-keyvault-secrets (>=4.8.0,<5.0.0) ; extra == "extra-proxy" +Requires-Dist: backoff ; extra == "proxy" +Requires-Dist: boto3 (==1.34.34) ; extra == "proxy" +Requires-Dist: click +Requires-Dist: cryptography (>=43.0.1,<44.0.0) ; extra == "proxy" +Requires-Dist: fastapi (>=0.115.5,<0.116.0) ; extra == "proxy" +Requires-Dist: fastapi-sso (>=0.16.0,<0.17.0) ; extra == "proxy" +Requires-Dist: google-cloud-kms (>=2.21.3,<3.0.0) ; extra == "extra-proxy" +Requires-Dist: gunicorn (>=23.0.0,<24.0.0) ; extra == "proxy" +Requires-Dist: httpx (>=0.23.0) +Requires-Dist: importlib-metadata (>=6.8.0) +Requires-Dist: jinja2 (>=3.1.2,<4.0.0) +Requires-Dist: jsonschema (>=4.22.0,<5.0.0) +Requires-Dist: openai (>=1.66.1) +Requires-Dist: orjson (>=3.9.7,<4.0.0) ; extra == "proxy" +Requires-Dist: prisma (==0.11.0) ; extra == "extra-proxy" +Requires-Dist: pydantic (>=2.0.0,<3.0.0) +Requires-Dist: pynacl (>=1.5.0,<2.0.0) ; extra == "proxy" +Requires-Dist: python-dotenv (>=0.2.0) +Requires-Dist: python-multipart (>=0.0.18,<0.0.19) ; extra == "proxy" +Requires-Dist: pyyaml (>=6.0.1,<7.0.0) ; extra == "proxy" +Requires-Dist: resend (>=0.8.0,<0.9.0) ; extra == "extra-proxy" +Requires-Dist: rq ; extra == "proxy" +Requires-Dist: tiktoken (>=0.7.0) +Requires-Dist: tokenizers +Requires-Dist: uvicorn (>=0.29.0,<0.30.0) ; extra == "proxy" +Requires-Dist: uvloop (>=0.21.0,<0.22.0) ; extra == "proxy" +Requires-Dist: websockets (>=13.1.0,<14.0.0) ; extra == "proxy" +Project-URL: Documentation, https://docs.litellm.ai +Project-URL: Homepage, https://litellm.ai +Project-URL: Repository, https://github.com/BerriAI/litellm +Project-URL: documentation, https://docs.litellm.ai +Project-URL: homepage, https://litellm.ai +Project-URL: repository, https://github.com/BerriAI/litellm +Description-Content-Type: text/markdown + +<h1 align="center"> + 🚅 LiteLLM + </h1> + <p align="center"> + <p align="center"> + <a href="https://render.com/deploy?repo=https://github.com/BerriAI/litellm" target="_blank" rel="nofollow"><img src="https://render.com/images/deploy-to-render-button.svg" alt="Deploy to Render"></a> + <a href="https://railway.app/template/HLP0Ub?referralCode=jch2ME"> + <img src="https://railway.app/button.svg" alt="Deploy on Railway"> + </a> + </p> + <p align="center">Call all LLM APIs using the OpenAI format [Bedrock, Huggingface, VertexAI, TogetherAI, Azure, OpenAI, Groq etc.] + <br> + </p> +<h4 align="center"><a href="https://docs.litellm.ai/docs/simple_proxy" target="_blank">LiteLLM Proxy Server (LLM Gateway)</a> | <a href="https://docs.litellm.ai/docs/hosted" target="_blank"> Hosted Proxy (Preview)</a> | <a href="https://docs.litellm.ai/docs/enterprise"target="_blank">Enterprise Tier</a></h4> +<h4 align="center"> + <a href="https://pypi.org/project/litellm/" target="_blank"> + <img src="https://img.shields.io/pypi/v/litellm.svg" alt="PyPI Version"> + </a> + <a href="https://dl.circleci.com/status-badge/redirect/gh/BerriAI/litellm/tree/main" target="_blank"> + <img src="https://dl.circleci.com/status-badge/img/gh/BerriAI/litellm/tree/main.svg?style=svg" alt="CircleCI"> + </a> + <a href="https://www.ycombinator.com/companies/berriai"> + <img src="https://img.shields.io/badge/Y%20Combinator-W23-orange?style=flat-square" alt="Y Combinator W23"> + </a> + <a href="https://wa.link/huol9n"> + <img src="https://img.shields.io/static/v1?label=Chat%20on&message=WhatsApp&color=success&logo=WhatsApp&style=flat-square" alt="Whatsapp"> + </a> + <a href="https://discord.gg/wuPM9dRgDw"> + <img src="https://img.shields.io/static/v1?label=Chat%20on&message=Discord&color=blue&logo=Discord&style=flat-square" alt="Discord"> + </a> +</h4> + +LiteLLM manages: + +- Translate inputs to provider's `completion`, `embedding`, and `image_generation` endpoints +- [Consistent output](https://docs.litellm.ai/docs/completion/output), text responses will always be available at `['choices'][0]['message']['content']` +- Retry/fallback logic across multiple deployments (e.g. Azure/OpenAI) - [Router](https://docs.litellm.ai/docs/routing) +- Set Budgets & Rate limits per project, api key, model [LiteLLM Proxy Server (LLM Gateway)](https://docs.litellm.ai/docs/simple_proxy) + +[**Jump to LiteLLM Proxy (LLM Gateway) Docs**](https://github.com/BerriAI/litellm?tab=readme-ov-file#openai-proxy---docs) <br> +[**Jump to Supported LLM Providers**](https://github.com/BerriAI/litellm?tab=readme-ov-file#supported-providers-docs) + +🚨 **Stable Release:** Use docker images with the `-stable` tag. These have undergone 12 hour load tests, before being published. [More information about the release cycle here](https://docs.litellm.ai/docs/proxy/release_cycle) + +Support for more providers. Missing a provider or LLM Platform, raise a [feature request](https://github.com/BerriAI/litellm/issues/new?assignees=&labels=enhancement&projects=&template=feature_request.yml&title=%5BFeature%5D%3A+). + +# Usage ([**Docs**](https://docs.litellm.ai/docs/)) + +> [!IMPORTANT] +> LiteLLM v1.0.0 now requires `openai>=1.0.0`. Migration guide [here](https://docs.litellm.ai/docs/migration) +> LiteLLM v1.40.14+ now requires `pydantic>=2.0.0`. No changes required. + +<a target="_blank" href="https://colab.research.google.com/github/BerriAI/litellm/blob/main/cookbook/liteLLM_Getting_Started.ipynb"> + <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/> +</a> + +```shell +pip install litellm +``` + +```python +from litellm import completion +import os + +## set ENV variables +os.environ["OPENAI_API_KEY"] = "your-openai-key" +os.environ["ANTHROPIC_API_KEY"] = "your-anthropic-key" + +messages = [{ "content": "Hello, how are you?","role": "user"}] + +# openai call +response = completion(model="openai/gpt-4o", messages=messages) + +# anthropic call +response = completion(model="anthropic/claude-3-sonnet-20240229", messages=messages) +print(response) +``` + +### Response (OpenAI Format) + +```json +{ + "id": "chatcmpl-565d891b-a42e-4c39-8d14-82a1f5208885", + "created": 1734366691, + "model": "claude-3-sonnet-20240229", + "object": "chat.completion", + "system_fingerprint": null, + "choices": [ + { + "finish_reason": "stop", + "index": 0, + "message": { + "content": "Hello! As an AI language model, I don't have feelings, but I'm operating properly and ready to assist you with any questions or tasks you may have. How can I help you today?", + "role": "assistant", + "tool_calls": null, + "function_call": null + } + } + ], + "usage": { + "completion_tokens": 43, + "prompt_tokens": 13, + "total_tokens": 56, + "completion_tokens_details": null, + "prompt_tokens_details": { + "audio_tokens": null, + "cached_tokens": 0 + }, + "cache_creation_input_tokens": 0, + "cache_read_input_tokens": 0 + } +} +``` + +Call any model supported by a provider, with `model=<provider_name>/<model_name>`. There might be provider-specific details here, so refer to [provider docs for more information](https://docs.litellm.ai/docs/providers) + +## Async ([Docs](https://docs.litellm.ai/docs/completion/stream#async-completion)) + +```python +from litellm import acompletion +import asyncio + +async def test_get_response(): + user_message = "Hello, how are you?" + messages = [{"content": user_message, "role": "user"}] + response = await acompletion(model="openai/gpt-4o", messages=messages) + return response + +response = asyncio.run(test_get_response()) +print(response) +``` + +## Streaming ([Docs](https://docs.litellm.ai/docs/completion/stream)) + +liteLLM supports streaming the model response back, pass `stream=True` to get a streaming iterator in response. +Streaming is supported for all models (Bedrock, Huggingface, TogetherAI, Azure, OpenAI, etc.) + +```python +from litellm import completion +response = completion(model="openai/gpt-4o", messages=messages, stream=True) +for part in response: + print(part.choices[0].delta.content or "") + +# claude 2 +response = completion('anthropic/claude-3-sonnet-20240229', messages, stream=True) +for part in response: + print(part) +``` + +### Response chunk (OpenAI Format) + +```json +{ + "id": "chatcmpl-2be06597-eb60-4c70-9ec5-8cd2ab1b4697", + "created": 1734366925, + "model": "claude-3-sonnet-20240229", + "object": "chat.completion.chunk", + "system_fingerprint": null, + "choices": [ + { + "finish_reason": null, + "index": 0, + "delta": { + "content": "Hello", + "role": "assistant", + "function_call": null, + "tool_calls": null, + "audio": null + }, + "logprobs": null + } + ] +} +``` + +## Logging Observability ([Docs](https://docs.litellm.ai/docs/observability/callbacks)) + +LiteLLM exposes pre defined callbacks to send data to Lunary, MLflow, Langfuse, DynamoDB, s3 Buckets, Helicone, Promptlayer, Traceloop, Athina, Slack + +```python +from litellm import completion + +## set env variables for logging tools (when using MLflow, no API key set up is required) +os.environ["LUNARY_PUBLIC_KEY"] = "your-lunary-public-key" +os.environ["HELICONE_API_KEY"] = "your-helicone-auth-key" +os.environ["LANGFUSE_PUBLIC_KEY"] = "" +os.environ["LANGFUSE_SECRET_KEY"] = "" +os.environ["ATHINA_API_KEY"] = "your-athina-api-key" + +os.environ["OPENAI_API_KEY"] = "your-openai-key" + +# set callbacks +litellm.success_callback = ["lunary", "mlflow", "langfuse", "athina", "helicone"] # log input/output to lunary, langfuse, supabase, athina, helicone etc + +#openai call +response = completion(model="openai/gpt-4o", messages=[{"role": "user", "content": "Hi 👋 - i'm openai"}]) +``` + +# LiteLLM Proxy Server (LLM Gateway) - ([Docs](https://docs.litellm.ai/docs/simple_proxy)) + +Track spend + Load Balance across multiple projects + +[Hosted Proxy (Preview)](https://docs.litellm.ai/docs/hosted) + +The proxy provides: + +1. [Hooks for auth](https://docs.litellm.ai/docs/proxy/virtual_keys#custom-auth) +2. [Hooks for logging](https://docs.litellm.ai/docs/proxy/logging#step-1---create-your-custom-litellm-callback-class) +3. [Cost tracking](https://docs.litellm.ai/docs/proxy/virtual_keys#tracking-spend) +4. [Rate Limiting](https://docs.litellm.ai/docs/proxy/users#set-rate-limits) + +## 📖 Proxy Endpoints - [Swagger Docs](https://litellm-api.up.railway.app/) + + +## Quick Start Proxy - CLI + +```shell +pip install 'litellm[proxy]' +``` + +### Step 1: Start litellm proxy + +```shell +$ litellm --model huggingface/bigcode/starcoder + +#INFO: Proxy running on http://0.0.0.0:4000 +``` + +### Step 2: Make ChatCompletions Request to Proxy + + +> [!IMPORTANT] +> 💡 [Use LiteLLM Proxy with Langchain (Python, JS), OpenAI SDK (Python, JS) Anthropic SDK, Mistral SDK, LlamaIndex, Instructor, Curl](https://docs.litellm.ai/docs/proxy/user_keys) + +```python +import openai # openai v1.0.0+ +client = openai.OpenAI(api_key="anything",base_url="http://0.0.0.0:4000") # 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) +``` + +## Proxy Key Management ([Docs](https://docs.litellm.ai/docs/proxy/virtual_keys)) + +Connect the proxy with a Postgres DB to create proxy keys + +```bash +# Get the code +git clone https://github.com/BerriAI/litellm + +# Go to folder +cd litellm + +# Add the master key - you can change this after setup +echo 'LITELLM_MASTER_KEY="sk-1234"' > .env + +# Add the litellm salt key - you cannot change this after adding a model +# It is used to encrypt / decrypt your LLM API Key credentials +# We recommend - https://1password.com/password-generator/ +# password generator to get a random hash for litellm salt key +echo 'LITELLM_SALT_KEY="sk-1234"' > .env + +source .env + +# Start +docker-compose up +``` + + +UI on `/ui` on your proxy server + + +Set budgets and rate limits across multiple projects +`POST /key/generate` + +### Request + +```shell +curl 'http://0.0.0.0:4000/key/generate' \ +--header 'Authorization: Bearer sk-1234' \ +--header 'Content-Type: application/json' \ +--data-raw '{"models": ["gpt-3.5-turbo", "gpt-4", "claude-2"], "duration": "20m","metadata": {"user": "ishaan@berri.ai", "team": "core-infra"}}' +``` + +### Expected Response + +```shell +{ + "key": "sk-kdEXbIqZRwEeEiHwdg7sFA", # Bearer token + "expires": "2023-11-19T01:38:25.838000+00:00" # datetime object +} +``` + +## Supported Providers ([Docs](https://docs.litellm.ai/docs/providers)) + +| Provider | [Completion](https://docs.litellm.ai/docs/#basic-usage) | [Streaming](https://docs.litellm.ai/docs/completion/stream#streaming-responses) | [Async Completion](https://docs.litellm.ai/docs/completion/stream#async-completion) | [Async Streaming](https://docs.litellm.ai/docs/completion/stream#async-streaming) | [Async Embedding](https://docs.litellm.ai/docs/embedding/supported_embedding) | [Async Image Generation](https://docs.litellm.ai/docs/image_generation) | +|-------------------------------------------------------------------------------------|---------------------------------------------------------|---------------------------------------------------------------------------------|-------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------|-------------------------------------------------------------------------------|-------------------------------------------------------------------------| +| [openai](https://docs.litellm.ai/docs/providers/openai) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | +| [azure](https://docs.litellm.ai/docs/providers/azure) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | +| [AI/ML API](https://docs.litellm.ai/docs/providers/aiml) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | +| [aws - sagemaker](https://docs.litellm.ai/docs/providers/aws_sagemaker) | ✅ | ✅ | ✅ | ✅ | ✅ | | +| [aws - bedrock](https://docs.litellm.ai/docs/providers/bedrock) | ✅ | ✅ | ✅ | ✅ | ✅ | | +| [google - vertex_ai](https://docs.litellm.ai/docs/providers/vertex) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | +| [google - palm](https://docs.litellm.ai/docs/providers/palm) | ✅ | ✅ | ✅ | ✅ | | | +| [google AI Studio - gemini](https://docs.litellm.ai/docs/providers/gemini) | ✅ | ✅ | ✅ | ✅ | | | +| [mistral ai api](https://docs.litellm.ai/docs/providers/mistral) | ✅ | ✅ | ✅ | ✅ | ✅ | | +| [cloudflare AI Workers](https://docs.litellm.ai/docs/providers/cloudflare_workers) | ✅ | ✅ | ✅ | ✅ | | | +| [cohere](https://docs.litellm.ai/docs/providers/cohere) | ✅ | ✅ | ✅ | ✅ | ✅ | | +| [anthropic](https://docs.litellm.ai/docs/providers/anthropic) | ✅ | ✅ | ✅ | ✅ | | | +| [empower](https://docs.litellm.ai/docs/providers/empower) | ✅ | ✅ | ✅ | ✅ | +| [huggingface](https://docs.litellm.ai/docs/providers/huggingface) | ✅ | ✅ | ✅ | ✅ | ✅ | | +| [replicate](https://docs.litellm.ai/docs/providers/replicate) | ✅ | ✅ | ✅ | ✅ | | | +| [together_ai](https://docs.litellm.ai/docs/providers/togetherai) | ✅ | ✅ | ✅ | ✅ | | | +| [openrouter](https://docs.litellm.ai/docs/providers/openrouter) | ✅ | ✅ | ✅ | ✅ | | | +| [ai21](https://docs.litellm.ai/docs/providers/ai21) | ✅ | ✅ | ✅ | ✅ | | | +| [baseten](https://docs.litellm.ai/docs/providers/baseten) | ✅ | ✅ | ✅ | ✅ | | | +| [vllm](https://docs.litellm.ai/docs/providers/vllm) | ✅ | ✅ | ✅ | ✅ | | | +| [nlp_cloud](https://docs.litellm.ai/docs/providers/nlp_cloud) | ✅ | ✅ | ✅ | ✅ | | | +| [aleph alpha](https://docs.litellm.ai/docs/providers/aleph_alpha) | ✅ | ✅ | ✅ | ✅ | | | +| [petals](https://docs.litellm.ai/docs/providers/petals) | ✅ | ✅ | ✅ | ✅ | | | +| [ollama](https://docs.litellm.ai/docs/providers/ollama) | ✅ | ✅ | ✅ | ✅ | ✅ | | +| [deepinfra](https://docs.litellm.ai/docs/providers/deepinfra) | ✅ | ✅ | ✅ | ✅ | | | +| [perplexity-ai](https://docs.litellm.ai/docs/providers/perplexity) | ✅ | ✅ | ✅ | ✅ | | | +| [Groq AI](https://docs.litellm.ai/docs/providers/groq) | ✅ | ✅ | ✅ | ✅ | | | +| [Deepseek](https://docs.litellm.ai/docs/providers/deepseek) | ✅ | ✅ | ✅ | ✅ | | | +| [anyscale](https://docs.litellm.ai/docs/providers/anyscale) | ✅ | ✅ | ✅ | ✅ | | | +| [IBM - watsonx.ai](https://docs.litellm.ai/docs/providers/watsonx) | ✅ | ✅ | ✅ | ✅ | ✅ | | +| [voyage ai](https://docs.litellm.ai/docs/providers/voyage) | | | | | ✅ | | +| [xinference [Xorbits Inference]](https://docs.litellm.ai/docs/providers/xinference) | | | | | ✅ | | +| [FriendliAI](https://docs.litellm.ai/docs/providers/friendliai) | ✅ | ✅ | ✅ | ✅ | | | +| [Galadriel](https://docs.litellm.ai/docs/providers/galadriel) | ✅ | ✅ | ✅ | ✅ | | | + +[**Read the Docs**](https://docs.litellm.ai/docs/) + +## Contributing + +Interested in contributing? Contributions to LiteLLM Python SDK, Proxy Server, and contributing LLM integrations are both accepted and highly encouraged! [See our Contribution Guide for more details](https://docs.litellm.ai/docs/extras/contributing_code) + +# Enterprise +For companies that need better security, user management and professional support + +[Talk to founders](https://calendly.com/d/4mp-gd3-k5k/litellm-1-1-onboarding-chat) + +This covers: +- ✅ **Features under the [LiteLLM Commercial License](https://docs.litellm.ai/docs/proxy/enterprise):** +- ✅ **Feature Prioritization** +- ✅ **Custom Integrations** +- ✅ **Professional Support - Dedicated discord + slack** +- ✅ **Custom SLAs** +- ✅ **Secure access with Single Sign-On** + +# Code Quality / Linting + +LiteLLM follows the [Google Python Style Guide](https://google.github.io/styleguide/pyguide.html). + +We run: +- Ruff for [formatting and linting checks](https://github.com/BerriAI/litellm/blob/e19bb55e3b4c6a858b6e364302ebbf6633a51de5/.circleci/config.yml#L320) +- Mypy + Pyright for typing [1](https://github.com/BerriAI/litellm/blob/e19bb55e3b4c6a858b6e364302ebbf6633a51de5/.circleci/config.yml#L90), [2](https://github.com/BerriAI/litellm/blob/e19bb55e3b4c6a858b6e364302ebbf6633a51de5/.pre-commit-config.yaml#L4) +- Black for [formatting](https://github.com/BerriAI/litellm/blob/e19bb55e3b4c6a858b6e364302ebbf6633a51de5/.circleci/config.yml#L79) +- isort for [import sorting](https://github.com/BerriAI/litellm/blob/e19bb55e3b4c6a858b6e364302ebbf6633a51de5/.pre-commit-config.yaml#L10) + + +If you have suggestions on how to improve the code quality feel free to open an issue or a PR. + + +# Support / talk with founders + +- [Schedule Demo 👋](https://calendly.com/d/4mp-gd3-k5k/berriai-1-1-onboarding-litellm-hosted-version) +- [Community Discord 💭](https://discord.gg/wuPM9dRgDw) +- Our numbers 📞 +1 (770) 8783-106 / +1 (412) 618-6238 +- Our emails ✉️ ishaan@berri.ai / krrish@berri.ai + +# Why did we build this + +- **Need for simplicity**: Our code started to get extremely complicated managing & translating calls between Azure, OpenAI and Cohere. + +# Contributors + +<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section --> +<!-- prettier-ignore-start --> +<!-- markdownlint-disable --> + +<!-- markdownlint-restore --> +<!-- prettier-ignore-end --> + +<!-- ALL-CONTRIBUTORS-LIST:END --> + +<a href="https://github.com/BerriAI/litellm/graphs/contributors"> + <img src="https://contrib.rocks/image?repo=BerriAI/litellm" /> +</a> + + +## Run in Developer mode +### Services +1. Setup .env file in root +2. Run dependant services `docker-compose up db prometheus` + +### Backend +1. (In root) create virtual environment `python -m venv .venv` +2. Activate virtual environment `source .venv/bin/activate` +3. Install dependencies `pip install -e ".[all]"` +4. Start proxy backend `uvicorn litellm.proxy.proxy_server:app --host localhost --port 4000 --reload` + +### Frontend +1. Navigate to `ui/litellm-dashboard` +2. Install dependencies `npm install` +3. Run `npm run dev` to start the dashboard + |