diff --git a/README.md b/README.md new file mode 100644 index 0000000..984cd68 --- /dev/null +++ b/README.md @@ -0,0 +1,20 @@ +### Setup Instructions + +Run the backend + +```bash +poetry install +poetry run uvicorn main:app --reload --port 7000 +``` + +Run the frontend, + +```bash +yarn +yarn dev +``` + +### Environment Variables + +.env.local contains +VITE_WS_BACKEND_URL=ws://127.0.0.1:7000 diff --git a/backend/llm.py b/backend/llm.py new file mode 100644 index 0000000..09493f5 --- /dev/null +++ b/backend/llm.py @@ -0,0 +1,29 @@ +import os +from typing import Awaitable, Callable +from openai import AsyncOpenAI + +MODEL_GPT_4_VISION = "gpt-4-vision-preview" + +# TODO: Remove after testing +MODEL_GPT_4_VISION = "gpt-3.5-turbo-0613" + +client = AsyncOpenAI(api_key=os.environ.get("OPENAI_API_KEY")) + + +async def stream_openai_response(messages, callback: Callable[[str], Awaitable[None]]): + model = MODEL_GPT_4_VISION + + # Base parameters + params = {"model": model, "messages": messages, "stream": True, "timeout": 600} + + # Add 'max_tokens' only if the model is a GPT4 vision model + if model == MODEL_GPT_4_VISION: + # TODO: Remove after testing + # params["max_tokens"] = 4096 + params["temperature"] = 0 + + completion = await client.chat.completions.create(**params) + + async for chunk in completion: + content = chunk.choices[0].delta.content or "" + await callback(content) diff --git a/backend/main.py b/backend/main.py new file mode 100644 index 0000000..cea74d1 --- /dev/null +++ b/backend/main.py @@ -0,0 +1,28 @@ +# Load environment variables first +from dotenv import load_dotenv + +load_dotenv() + + +from fastapi import FastAPI, WebSocket +from llm import stream_openai_response + +app = FastAPI() + + +@app.websocket("/generate-code") +async def stream_code_test(websocket: WebSocket): + await websocket.accept() + + result = await websocket.receive_json() + + async def process_chunk(content): + await websocket.send_json({"type": "chunk", "value": content}) 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b/backend/pyproject.toml new file mode 100644 index 0000000..d80df48 --- /dev/null +++ b/backend/pyproject.toml @@ -0,0 +1,19 @@ +[tool.poetry] +name = "backend" +version = "0.1.0" +description = "" +authors = ["Abi Raja "] +license = "MIT" +readme = "README.md" + +[tool.poetry.dependencies] +python = "^3.10" +fastapi = "^0.95.0" +uvicorn = "^0.24.0.post1" +websockets = "^12.0" +openai = "^1.2.4" +python-dotenv = "^1.0.0" + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/frontend/src/generateCode.ts b/frontend/src/generateCode.ts index 4770f64..6420b3b 100644 --- a/frontend/src/generateCode.ts +++ b/frontend/src/generateCode.ts @@ -1,12 +1,15 @@ import toast from "react-hot-toast"; -const WS_BACKEND_URL = "ws://localhost:8000"; +const WS_BACKEND_URL = import.meta.env.VITE_WS_BACKEND_URL; export function generateCode( imageUrl: string, onChange: (chunk: string) => void ) { - const ws = new WebSocket(`${WS_BACKEND_URL}/generate-code`); + const wsUrl = `${WS_BACKEND_URL}/generate-code`; + console.log("Connecting to backend @ ", wsUrl); + + const ws = new WebSocket(wsUrl); ws.addEventListener("open", () => { ws.send(