structure saas with tools
This commit is contained in:
Davidson Gomes
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pip
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Portions of this software are licensed as follows:
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* All content that resides under the "enterprise/" directory of this repository, if that directory exists, is licensed under the license defined in "enterprise/LICENSE".
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* Content outside of the above mentioned directories or restrictions above is available under the MIT license as defined below.
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---
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MIT License
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Copyright (c) 2023 Berri AI
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
|
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in the Software without restriction, including without limitation the rights
|
||||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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|
||||
The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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Metadata-Version: 2.1
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Name: litellm
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Version: 1.67.2
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Summary: Library to easily interface with LLM API providers
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License: MIT
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Author: BerriAI
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Requires-Python: >=3.8, !=2.7.*, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*, !=3.7.*
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Classifier: License :: OSI Approved :: MIT License
|
||||
Classifier: Programming Language :: Python :: 3
|
||||
Classifier: Programming Language :: Python :: 3.9
|
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Classifier: Programming Language :: Python :: 3.10
|
||||
Classifier: Programming Language :: Python :: 3.11
|
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Classifier: Programming Language :: Python :: 3.12
|
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Classifier: Programming Language :: Python :: 3.13
|
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Provides-Extra: extra-proxy
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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"
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||||
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"
|
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Requires-Dist: click
|
||||
Requires-Dist: cryptography (>=43.0.1,<44.0.0) ; extra == "proxy"
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Requires-Dist: fastapi (>=0.115.5,<0.116.0) ; extra == "proxy"
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Requires-Dist: fastapi-sso (>=0.16.0,<0.17.0) ; extra == "proxy"
|
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Requires-Dist: google-cloud-kms (>=2.21.3,<3.0.0) ; extra == "extra-proxy"
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Requires-Dist: gunicorn (>=23.0.0,<24.0.0) ; extra == "proxy"
|
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Requires-Dist: httpx (>=0.23.0)
|
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Requires-Dist: importlib-metadata (>=6.8.0)
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Requires-Dist: jinja2 (>=3.1.2,<4.0.0)
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Requires-Dist: jsonschema (>=4.22.0,<5.0.0)
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Requires-Dist: litellm-proxy-extras (==0.1.11) ; extra == "proxy"
|
||||
Requires-Dist: mcp (==1.5.0) ; (python_version >= "3.10") and (extra == "proxy")
|
||||
Requires-Dist: openai (>=1.68.2)
|
||||
Requires-Dist: orjson (>=3.9.7,<4.0.0) ; extra == "proxy"
|
||||
Requires-Dist: prisma (==0.11.0) ; extra == "extra-proxy"
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||||
Requires-Dist: pydantic (>=2.0.0,<3.0.0)
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Requires-Dist: pynacl (>=1.5.0,<2.0.0) ; extra == "proxy"
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Requires-Dist: python-dotenv (>=0.2.0)
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Requires-Dist: python-multipart (>=0.0.18,<0.0.19) ; extra == "proxy"
|
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Requires-Dist: pyyaml (>=6.0.1,<7.0.0) ; extra == "proxy"
|
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Requires-Dist: redisvl (>=0.4.1,<0.5.0) ; (python_version >= "3.9" and python_version < "3.14") and (extra == "extra-proxy")
|
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Requires-Dist: resend (>=0.8.0,<0.9.0) ; extra == "extra-proxy"
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Requires-Dist: rq ; extra == "proxy"
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Requires-Dist: tiktoken (>=0.7.0)
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Requires-Dist: tokenizers
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Requires-Dist: uvicorn (>=0.29.0,<0.30.0) ; extra == "proxy"
|
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Requires-Dist: uvloop (>=0.21.0,<0.22.0) ; extra == "proxy"
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Requires-Dist: websockets (>=13.1.0,<14.0.0) ; extra == "proxy"
|
||||
Project-URL: Documentation, https://docs.litellm.ai
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Project-URL: Homepage, https://litellm.ai
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Project-URL: Repository, https://github.com/BerriAI/litellm
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Project-URL: documentation, https://docs.litellm.ai
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Project-URL: homepage, https://litellm.ai
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Project-URL: repository, https://github.com/BerriAI/litellm
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Description-Content-Type: text/markdown
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<h1 align="center">
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🚅 LiteLLM
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</h1>
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<p align="center">
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<p align="center">
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<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>
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||||
<a href="https://railway.app/template/HLP0Ub?referralCode=jch2ME">
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<img src="https://railway.app/button.svg" alt="Deploy on Railway">
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</a>
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</p>
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<p align="center">Call all LLM APIs using the OpenAI format [Bedrock, Huggingface, VertexAI, TogetherAI, Azure, OpenAI, Groq etc.]
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<br>
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</p>
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<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>
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<h4 align="center">
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||||
<a href="https://pypi.org/project/litellm/" target="_blank">
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<img src="https://img.shields.io/pypi/v/litellm.svg" alt="PyPI Version">
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||||
</a>
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||||
<a href="https://www.ycombinator.com/companies/berriai">
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<img src="https://img.shields.io/badge/Y%20Combinator-W23-orange?style=flat-square" alt="Y Combinator W23">
|
||||
</a>
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||||
<a href="https://wa.link/huol9n">
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||||
<img src="https://img.shields.io/static/v1?label=Chat%20on&message=WhatsApp&color=success&logo=WhatsApp&style=flat-square" alt="Whatsapp">
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||||
</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">
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||||
</a>
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||||
</h4>
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||||
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LiteLLM manages:
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- Translate inputs to provider's `completion`, `embedding`, and `image_generation` endpoints
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- [Consistent output](https://docs.litellm.ai/docs/completion/output), text responses will always be available at `['choices'][0]['message']['content']`
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- 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>
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[**Jump to Supported LLM Providers**](https://github.com/BerriAI/litellm?tab=readme-ov-file#supported-providers-docs)
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||||
🚨 **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)
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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+).
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# Usage ([**Docs**](https://docs.litellm.ai/docs/))
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> [!IMPORTANT]
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> LiteLLM v1.0.0 now requires `openai>=1.0.0`. Migration guide [here](https://docs.litellm.ai/docs/migration)
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> LiteLLM v1.40.14+ now requires `pydantic>=2.0.0`. No changes required.
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||||
|
||||
<a target="_blank" href="https://colab.research.google.com/github/BerriAI/litellm/blob/main/cookbook/liteLLM_Getting_Started.ipynb">
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||||
<img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
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</a>
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||||
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```shell
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pip install litellm
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```
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```python
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from litellm import completion
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import os
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## set ENV variables
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os.environ["OPENAI_API_KEY"] = "your-openai-key"
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os.environ["ANTHROPIC_API_KEY"] = "your-anthropic-key"
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messages = [{ "content": "Hello, how are you?","role": "user"}]
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# openai call
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response = completion(model="openai/gpt-4o", messages=messages)
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# anthropic call
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response = completion(model="anthropic/claude-3-sonnet-20240229", messages=messages)
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print(response)
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```
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### Response (OpenAI Format)
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||||
|
||||
```json
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||||
{
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||||
"id": "chatcmpl-565d891b-a42e-4c39-8d14-82a1f5208885",
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||||
"created": 1734366691,
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||||
"model": "claude-3-sonnet-20240229",
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||||
"object": "chat.completion",
|
||||
"system_fingerprint": null,
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||||
"choices": [
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||||
{
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||||
"finish_reason": "stop",
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||||
"index": 0,
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"message": {
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||||
"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?",
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||||
"role": "assistant",
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||||
"tool_calls": null,
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||||
"function_call": null
|
||||
}
|
||||
}
|
||||
],
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||||
"usage": {
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||||
"completion_tokens": 43,
|
||||
"prompt_tokens": 13,
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||||
"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)
|
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||||
## Async ([Docs](https://docs.litellm.ai/docs/completion/stream#async-completion))
|
||||
|
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```python
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from litellm import acompletion
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import asyncio
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|
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async def test_get_response():
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user_message = "Hello, how are you?"
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messages = [{"content": user_message, "role": "user"}]
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response = await acompletion(model="openai/gpt-4o", messages=messages)
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return response
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response = asyncio.run(test_get_response())
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print(response)
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```
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## Streaming ([Docs](https://docs.litellm.ai/docs/completion/stream))
|
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liteLLM supports streaming the model response back, pass `stream=True` to get a streaming iterator in response.
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||||
Streaming is supported for all models (Bedrock, Huggingface, TogetherAI, Azure, OpenAI, etc.)
|
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|
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```python
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from litellm import completion
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response = completion(model="openai/gpt-4o", messages=messages, stream=True)
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for part in response:
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print(part.choices[0].delta.content or "")
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# claude 2
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response = completion('anthropic/claude-3-sonnet-20240229', messages, stream=True)
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for part in response:
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print(part)
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```
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### Response chunk (OpenAI Format)
|
||||
|
||||
```json
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{
|
||||
"id": "chatcmpl-2be06597-eb60-4c70-9ec5-8cd2ab1b4697",
|
||||
"created": 1734366925,
|
||||
"model": "claude-3-sonnet-20240229",
|
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"object": "chat.completion.chunk",
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"system_fingerprint": null,
|
||||
"choices": [
|
||||
{
|
||||
"finish_reason": null,
|
||||
"index": 0,
|
||||
"delta": {
|
||||
"content": "Hello",
|
||||
"role": "assistant",
|
||||
"function_call": null,
|
||||
"tool_calls": null,
|
||||
"audio": null
|
||||
},
|
||||
"logprobs": null
|
||||
}
|
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]
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}
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```
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## Logging Observability ([Docs](https://docs.litellm.ai/docs/observability/callbacks))
|
||||
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LiteLLM exposes pre defined callbacks to send data to Lunary, MLflow, Langfuse, DynamoDB, s3 Buckets, Helicone, Promptlayer, Traceloop, Athina, Slack
|
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|
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```python
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from litellm import completion
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|
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## set env variables for logging tools (when using MLflow, no API key set up is required)
|
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os.environ["LUNARY_PUBLIC_KEY"] = "your-lunary-public-key"
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os.environ["HELICONE_API_KEY"] = "your-helicone-auth-key"
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os.environ["LANGFUSE_PUBLIC_KEY"] = ""
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os.environ["LANGFUSE_SECRET_KEY"] = ""
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os.environ["ATHINA_API_KEY"] = "your-athina-api-key"
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os.environ["OPENAI_API_KEY"] = "your-openai-key"
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# set callbacks
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litellm.success_callback = ["lunary", "mlflow", "langfuse", "athina", "helicone"] # log input/output to lunary, langfuse, supabase, athina, helicone etc
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#openai call
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response = completion(model="openai/gpt-4o", messages=[{"role": "user", "content": "Hi 👋 - i'm openai"}])
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```
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# LiteLLM Proxy Server (LLM Gateway) - ([Docs](https://docs.litellm.ai/docs/simple_proxy))
|
||||
|
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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
|
||||
|
||||
1403
.venv/lib/python3.10/site-packages/litellm-1.67.2.dist-info/RECORD
Normal file
1403
.venv/lib/python3.10/site-packages/litellm-1.67.2.dist-info/RECORD
Normal file
File diff suppressed because it is too large
Load Diff
@@ -0,0 +1,4 @@
|
||||
Wheel-Version: 1.0
|
||||
Generator: poetry-core 1.9.1
|
||||
Root-Is-Purelib: true
|
||||
Tag: py3-none-any
|
||||
@@ -0,0 +1,3 @@
|
||||
[console_scripts]
|
||||
litellm=litellm:run_server
|
||||
|
||||
Reference in New Issue
Block a user