autogen/python/samples/agentchat_fastapi/app_team.py

167 lines
5.4 KiB
Python

import json
import logging
import os
from typing import Any, Awaitable, Callable, Optional
import aiofiles
import yaml
from autogen_agentchat.agents import AssistantAgent, UserProxyAgent
from autogen_agentchat.base import TaskResult
from autogen_agentchat.messages import TextMessage, UserInputRequestedEvent
from autogen_agentchat.teams import RoundRobinGroupChat
from autogen_core import CancellationToken
from autogen_core.models import ChatCompletionClient
from fastapi import FastAPI, HTTPException, WebSocket, WebSocketDisconnect
from fastapi.middleware.cors import CORSMiddleware
from fastapi.responses import FileResponse
from fastapi.staticfiles import StaticFiles
logger = logging.getLogger(__name__)
app = FastAPI()
# Add CORS middleware
app.add_middleware(
CORSMiddleware,
allow_origins=["*"], # Allows all origins
allow_credentials=True,
allow_methods=["*"], # Allows all methods
allow_headers=["*"], # Allows all headers
)
model_config_path = "model_config.yaml"
state_path = "team_state.json"
history_path = "team_history.json"
# Serve static files
app.mount("/static", StaticFiles(directory="."), name="static")
@app.get("/")
async def root():
"""Serve the chat interface HTML file."""
return FileResponse("app_team.html")
async def get_team(
user_input_func: Callable[[str, Optional[CancellationToken]], Awaitable[str]],
) -> RoundRobinGroupChat:
# Get model client from config.
async with aiofiles.open(model_config_path, "r") as file:
model_config = yaml.safe_load(await file.read())
model_client = ChatCompletionClient.load_component(model_config)
# Create the team.
agent = AssistantAgent(
name="assistant",
model_client=model_client,
system_message="You are a helpful assistant.",
)
yoda = AssistantAgent(
name="yoda",
model_client=model_client,
system_message="Repeat the same message in the tone of Yoda.",
)
user_proxy = UserProxyAgent(
name="user",
input_func=user_input_func, # Use the user input function.
)
team = RoundRobinGroupChat(
[agent, yoda, user_proxy],
)
# Load state from file.
if not os.path.exists(state_path):
return team
async with aiofiles.open(state_path, "r") as file:
state = json.loads(await file.read())
await team.load_state(state)
return team
async def get_history() -> list[dict[str, Any]]:
"""Get chat history from file."""
if not os.path.exists(history_path):
return []
async with aiofiles.open(history_path, "r") as file:
return json.loads(await file.read())
@app.get("/history")
async def history() -> list[dict[str, Any]]:
try:
return await get_history()
except Exception as e:
raise HTTPException(status_code=500, detail=str(e)) from e
@app.websocket("/ws/chat")
async def chat(websocket: WebSocket):
await websocket.accept()
# User input function used by the team.
async def _user_input(prompt: str, cancellation_token: CancellationToken | None) -> str:
data = await websocket.receive_json()
message = TextMessage.model_validate(data)
return message.content
try:
while True:
# Get user message.
data = await websocket.receive_json()
request = TextMessage.model_validate(data)
try:
# Get the team and respond to the message.
team = await get_team(_user_input)
history = await get_history()
stream = team.run_stream(task=request)
async for message in stream:
if isinstance(message, TaskResult):
continue
await websocket.send_json(message.model_dump())
if not isinstance(message, UserInputRequestedEvent):
# Don't save user input events to history.
history.append(message.model_dump())
# Save team state to file.
async with aiofiles.open(state_path, "w") as file:
state = await team.save_state()
await file.write(json.dumps(state))
# Save chat history to file.
async with aiofiles.open(history_path, "w") as file:
await file.write(json.dumps(history))
except Exception as e:
# Send error message to client
error_message = {
"type": "error",
"content": f"Error: {str(e)}",
"source": "system"
}
await websocket.send_json(error_message)
# Re-enable input after error
await websocket.send_json({
"type": "UserInputRequestedEvent",
"content": "An error occurred. Please try again.",
"source": "system"
})
except WebSocketDisconnect:
logger.info("Client disconnected")
except Exception as e:
logger.error(f"Unexpected error: {str(e)}")
try:
await websocket.send_json({
"type": "error",
"content": f"Unexpected error: {str(e)}",
"source": "system"
})
except:
pass
# Example usage
if __name__ == "__main__":
import uvicorn
uvicorn.run(app, host="0.0.0.0", port=8002)