我是在一个VM上服务的模型通过火奴鲁恩+ uvicorn。
它由监督机构自动启动,运行api.sh
。
api.sh
包含:
source /home/asd/.virtual_envs/myproject/bin/activate
/home/asd/.virtual_envs/myproject/bin/gunicorn --max-requests-jitter 30 -w 6 -b 0.0.0.0:4080 api:app -k uvicorn.workers.UvicornWorker
在不涉及太多api.py
的情况下,它包含以下主要部分:
from starlette.applications import Starlette
from models import SomeModelClass
app = Starlette(debug=False)
model = SomeModelClass()
@app.route('/do_things', methods=['GET', 'POST', 'HEAD'])
async def add_styles(request):
if request.method == 'GET':
params = request.query_params
elif request.method == 'POST':
params = await request.json()
elif request.method == 'HEAD':
return UJSONResponse([])
# Doing things
result = model(params)
return UJSONResponse(result)
在api运行几天之后,我开始得到这些错误:
[INFO] Starting gunicorn 20.0.3
[ERROR] Connection in use: ('0.0.0.0', 4080)
[ERROR] Retrying in 1 second.
[ERROR] Connection in use: ('0.0.0.0', 4080)
[ERROR] Retrying in 1 second.
[ERROR] Connection in use: ('0.0.0.0', 4080)
[ERROR] Retrying in 1 second.
[ERROR] Connection in use: ('0.0.0.0', 4080)
[ERROR] Retrying in 1 second.
...
在supervisord中重新启动api什么也不做,我得到的消息与上面相同。我发现起作用的唯一方法是:
在supervisord
sudo netstat -tulpn | grep LISTEN
python3.8
进程):sudo netstat -tulpn | grep LISTEN
kill -9 [PID]
中启动api。
你有什么办法解决这个问题吗?
发布于 2021-01-19 07:38:36
代码实际上使用了来自multiprocessing
的multiprocessing
,这很可能是造成这个问题的原因。
示例:
from starlette.applications import Starlette
from models import SomeModelClass
from multiprocessing import Pool
from utils import myfun
app = Starlette(debug=False)
model = SomeModelClass()
@app.route('/do_things', methods=['GET', 'POST', 'HEAD'])
async def add_styles(request):
if request.method == 'GET':
params = request.query_params
elif request.method == 'POST':
params = await request.json()
elif request.method == 'HEAD':
return UJSONResponse([])
# Doing things
result = model(params)
# Start of the offending code
pool = Pool(4)
result = pool.map(myfun, result, chunksize=1)
# End of the offending code
return UJSONResponse(result)
解决方案是将multiprocessing
替换为concurrency
from starlette.applications import Starlette
from models import SomeModelClass
import concurrent.futures
from utils import myfun
app = Starlette(debug=False)
model = SomeModelClass()
@app.route('/do_things', methods=['GET', 'POST', 'HEAD'])
async def add_styles(request):
if request.method == 'GET':
params = request.query_params
elif request.method == 'POST':
params = await request.json()
elif request.method == 'HEAD':
return UJSONResponse([])
# Doing things
result = model(params)
# Start of the fix
with concurrent.futures.ThreadPoolExecutor(max_workers=4) as executor:
result = executor.map(myfun, result)
result = list(result)
# End of the fix
return UJSONResponse(result)
https://stackoverflow.com/questions/65069823
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