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新增流式输出的例子,使用fast api和sse,将大模型的输出实时推送到客户端(浏览器) #1434
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ff4a66d
Merge pull request #1 from geekan/main
yingfeng2016 4f693d1
feature: add stream response example
yingfeng2016 9dd336f
feature: add stream response example
yingfeng2016 8999983
feature: add stream response example
yingfeng2016 f7cdf12
feature: add stream response example
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#!/usr/bin/env python | ||
# -*- coding: utf-8 -*- | ||
""" | ||
@Time : 2024/7/26 19:25 | ||
@Author : yingfeng | ||
@File : stream_response.py | ||
""" | ||
import asyncio | ||
import json | ||
from asyncio import CancelledError, Queue | ||
from contextvars import ContextVar | ||
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import uvicorn | ||
from fastapi import FastAPI | ||
from pydantic import BaseModel, Field | ||
from sse_starlette import EventSourceResponse | ||
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from metagpt.logs import logger, set_llm_stream_logfunc | ||
from metagpt.roles.tutorial_assistant import TutorialAssistant | ||
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app = FastAPI() | ||
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context_var: ContextVar[Queue] = ContextVar("context_var") | ||
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def stream_log(content): | ||
if not content: | ||
return | ||
print(content, end="") | ||
queue = context_var.get() | ||
if queue: | ||
queue.put_nowait(content) | ||
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async def write_task(queue: Queue, prompt: str): | ||
context_var.set(queue) | ||
print("Tutorial Assistant is running") | ||
role = TutorialAssistant() | ||
await role.run(prompt) | ||
await queue.put(None) | ||
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class TutorialParameter(BaseModel): | ||
prompt: str = Field(default="Write a tutorial about MySQL", description="The prompt for the tutorial") | ||
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@app.post("/api/v1/write_tutorial") | ||
async def write_tutorial(parameter: TutorialParameter): | ||
queue = Queue() | ||
asyncio.create_task(write_task(queue, parameter.prompt)) | ||
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async def event_generator(): | ||
try: | ||
while True: | ||
content = await queue.get() | ||
if not content: | ||
print("Tutorial Assistant is done") | ||
break | ||
data = json.dumps({"data": content}, ensure_ascii=False) | ||
yield data | ||
except CancelledError: | ||
print("connection closed") | ||
except Exception as e: | ||
logger.error(f"Server error: {e}") | ||
yield json.dumps({"data": "server error"}, ensure_ascii=False) | ||
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headers = { | ||
"Cache-Control": "no-cache", | ||
"Content-Type": "text/event-stream", | ||
"X-Accel-Buffering": "no", | ||
} | ||
return EventSourceResponse(event_generator(), media_type="text/event-stream", headers=headers) | ||
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if __name__ == "__main__": | ||
set_llm_stream_logfunc(stream_log) | ||
uvicorn.run(app, host="0.0.0.0", port=8080) |
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应该作为可选依赖,而不是metagpt的依赖