我正在使用Uvicorn服务器提供的FastAPI框架。 我的应用程序应在给定的端点(/运行)上运行一些耗时的数值计算。为此,我使用来自fastAPI的“ background_task”(基本上是Starlette的“ background_task”)。
在运行应用程序时,经过一些正常的行为,由于某种原因服务器被关闭。
应用程序的日志如下:
INFO: Started server process [922]
INFO: Waiting for application startup.
DEBUG: None - ASGI [1] Started
DEBUG: None - ASGI [1] Sent {'type': 'lifespan.startup'}
DEBUG: None - ASGI [1] Received {'type': 'lifespan.startup.complete'}
INFO: Uvicorn running on http://0.0.0.0:8000 (Press CTRL+C to quit)
DEBUG: ('10.0.2.111', 57396) - Connected
DEBUG: ('10.0.2.111', 57397) - Connected
DEBUG: ('10.0.2.111', 57396) - ASGI [2] Started
DEBUG: ('10.0.2.111', 57396) - ASGI [2] Received {'type': 'http.response.start', 'status': 200, 'headers': '<...>'}
INFO: ('10.0.2.111', 57396) - "GET /run HTTP/1.1" 200
DEBUG: ('10.0.2.111', 57396) - ASGI [2] Received {'type': 'http.response.body', 'body': '<32 bytes>'}
DEBUG: ('10.0.2.111', 57396) - ASGI [3] Started
DEBUG: ('10.0.2.111', 57396) - ASGI [3] Received {'type': 'http.response.start', 'status': 404, 'headers': '<...>'}
INFO: ('10.0.2.111', 57396) - "GET /favicon.ico HTTP/1.1" 404
DEBUG: ('10.0.2.111', 57396) - ASGI [3] Received {'type': 'http.response.body', 'body': '<22 bytes>'}
DEBUG: ('10.0.2.111', 57396) - ASGI [3] Completed
...
DEBUG: ('10.0.2.111', 57396) - Disconnected
... The background task is completed.
DEBUG: ('10.0.2.111', 57396) - ASGI [2] Completed
DEBUG: ('10.0.2.111', 57397) - Disconnected
DEBUG: ('10.0.2.111', 57405) - Connected
...
The application goes on, with requests and completed background tasks.
At some point, during the execution of a background task:
INFO: Shutting down
DEBUG: ('10.0.2.111', 57568) - Disconnected
DEBUG: ('10.0.2.111', 57567) - Disconnected
INFO: Waiting for background tasks to complete. (CTRL+C to force quit)
DEBUG: ('10.0.2.111', 57567) - ASGI [6] Completed
INFO: Waiting for application shutdown.
DEBUG: None - ASGI [1] Sent {'type': 'lifespan.shutdown'}
DEBUG: None - ASGI [1] Received {'type': 'lifespan.shutdown.complete'}
DEBUG: None - ASGI [1] Completed
INFO: Finished server process [922]
我真的不明白为什么会这样。我不知道该如何解决。
我的代码如下。
#!/usr/bin/env python3.7
import time
from fastapi import FastAPI, BackgroundTasks
import uvicorn
from starlette.responses import JSONResponse
import my_imports_from_project
analysis_api = FastAPI()
@analysis_api.get("/")
def root():
return {"message": "root"}
@analysis_api.get("/test")
def test():
return {"message": "test"}
@analysis_api.get("/run")
def run(name: str, background_task: BackgroundTasks):
try:
some_checks(name)
except RaisedExceptions:
body = {"running": False,
"name": name,
"cause": "Not found in database"}
return JSONResponse(status_code=400, content=body)
body = {"running": True,
"name": name}
background_task.add_task(run_analysis, name)
return JSONResponse(status_code=200, content=body)
if __name__ == "__main__":
uvicorn.run("api:analysis_api", host="0.0.0.0", log_level="debug")
答案 0 :(得分:0)
这就是我解决整个问题的方式。
我认为问题在于我的任务产生了一些进程以便执行计算。
因此,我现在使用background_task
,而不是使用FastApi multiprocessing.Process()
。
解决了。
正如FastApi的专家指出的那样,如果项目变得庞大和复杂,此解决方案可能无法很好地扩展。在这种情况下,强烈建议使用消息队列+任务运行之类的方法(如FastApi site上的建议。
但是,对于小型项目,使用multiprocessing.Process
或subprocess.Popen
的解决方案完全可以。