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Ship production-ready LLM projects with FastAPI

Project description

lanarky-logo

Lanarky

stars License: MIT PyPI version Python 3.9 Code Coverage Documentation

Lanarky is an open-source framework to deploy LLM applications in production. It is built on top of FastAPI and comes with batteries included.

🚀 Features

  • supports LangChain
  • simple gradio chatbot UI for fast prototyping

See Roadmap for upcoming features.

❓ Why?

There are great low-code/no-code solutions in the open source to deploy your LLM projects. However, most of them are opinionated in terms of cloud or deployment code. This project aims to provide users with a cloud-agnostic and deployment-agnostic solution which can be easily integrated into existing backend infrastructures.

💾 Installation

The library is available on PyPI and can be installed via pip.

pip install lanarky

You can find the full documentation at https://lanarky.readthedocs.io/en/latest/.

🔥 Deploy a simple Langchain application in under 20 lines of code

from dotenv import load_dotenv
from fastapi import FastAPI
from langchain import ConversationChain
from langchain.chat_models import ChatOpenAI
from pydantic import BaseModel
from lanarky.responses import StreamingResponse

load_dotenv()
app = FastAPI()

class Request(BaseModel):
    query: str

@app.post("/chat")
async def chat(request: Request) -> StreamingResponse:
    chain = ConversationChain(llm=ChatOpenAI(temperature=0, streaming=True), verbose=True)
    return StreamingResponse.from_chain(chain, request.query, media_type="text/event-stream")

See examples/ for list of available demo examples.

Create a .env file using .env.sample and add your OpenAI API key to it before running the examples.

demo

📍 Roadmap

🤝 Contributing

Code check Publish

Contributions are more than welcome! If you have an idea for a new feature or want to help improve lanarky, please create an issue or submit a pull request on GitHub.

See CONTRIBUTING.md for more information.

⚖️ License

The library is released under the MIT License.

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