作者:迷失港湾的豪 | 来源:互联网 | 2023-01-02 10:27
我正在用python实现gRPC客户端和服务器。服务器成功从客户端接收数据,但是客户端接收回“ RST_STREAM,错误代码为2 ”。
它实际上是什么意思,我该如何解决?
这是我的原始文件:
service MyApi {
rpc SelectModelForDataset (Dataset) returns (SelectedModel) {
}
}
message Dataset {
// ...
}
message SelectedModel {
// ...
}
我的服务实现如下所示:
class MyApiServicer(my_api_pb2_grpc.MyApiServicer):
def SelectModelForDataset(self, request, context):
print("Processing started.")
selectedModel = ModelSelectionModule.run(request, context)
print("Processing Completed.")
return selectedModel
我用以下代码启动服务器:
import grpc
from concurrent import futures
#...
server = grpc.server(futures.ThreadPoolExecutor(max_workers=100))
my_api_pb2_grpc.add_MyApiServicer_to_server(MyApiServicer(), server)
server.add_insecure_port('[::]:50051')
server.start()
我的客户看起来像这样:
channel = grpc.insecure_channel(target='localhost:50051')
stub = my_api_pb2_grpc.MyApiStub(channel)
dataset = my_api_pb2.Dataset()
# fill the object ...
model = stub.SelectModelForDataset(dataset) # call server
客户端调用后,服务器开始处理直到完成(大约需要一分钟),但是客户端立即返回并显示以下错误:
Traceback (most recent call last):
File "Client.py", line 32, in
run()
File "Client.py", line 26, in run
model = stub.SelectModelForDataset(dataset) # call server
File "/usr/local/lib/python3.5/dist-packages/grpc/_channel.py", line 484, in __call__
return _end_unary_response_blocking(state, call, False, deadline)
File "/usr/local/lib/python3.5/dist-packages/grpc/_channel.py", line 434, in _end_unary_response_blocking
raise _Rendezvous(state, None, None, deadline)
grpc._channel._Rendezvous: <_Rendezvous of RPC that terminated with (StatusCode.INTERNAL, Received RST_STREAM with error code 2)>
如果我异步执行请求并等待将来,
model_future = stub.SelectModelForDataset.future(dataset) # call server
model = model_future.result()
客户端等待直到完成,但是之后仍然返回错误:
Traceback (most recent call last):
File "AsyncClient.py", line 35, in
run()
File "AsyncClient.py", line 29, in run
model = model_future.result()
File "/usr/local/lib/python3.5/dist-packages/grpc/_channel.py", line 276, in result
raise self
grpc._channel._Rendezvous: <_Rendezvous of RPC that terminated with (StatusCode.INTERNAL, Received RST_STREAM with error code 2)>
UPD:启用跟踪后,GRPC_TRACE=all
我发现了以下内容:
客户,在请求后立即:
E0109 17:59:42.248727600 1981 channel_connectivity.cc:126] watch_completion_error: {"created":"@1515520782.248638500","description":"GOAWAY received","file":"src/core/ext/transport/chttp2/transport/chttp2_transport.cc","file_line":1137,"http2_error":0,"raw_bytes":"Server shutdown"}
E0109 17:59:42.451048100 1979 channel_connectivity.cc:126] watch_completion_error: "Cancelled"
E0109 17:59:42.451160000 1979 completion_queue.cc:659] Operation failed: tag=0x7f6e5cd1caf8, error={"created":"@1515520782.451034300","description":"Timed out waiting for connection state change","file":"src/core/ext/filters/client_channel/channel_connectivity.cc","file_line":133}
...(last two messages keep repeating 5 times every second)
服务器:
E0109 17:59:42.248201000 1985 completion_queue.cc:659] Operation failed: tag=0x7f3f74febee8, error={"created":"@1515520782.248170000","description":"Server Shutdown","file":"src/core/lib/surface/server.cc","file_line":1249}
E0109 17:59:42.248541100 1975 tcp_server_posix.cc:231] Failed accept4: Invalid argument
E0109 17:59:47.362868700 1994 completion_queue.cc:659] Operation failed: tag=0x7f3f74febee8, error={"created":"@1515520787.362853500","description":"Server Shutdown","file":"src/core/lib/surface/server.cc","file_line":1249}
E0109 17:59:52.430612500 2000 completion_queue.cc:659] Operation failed: tag=0x7f3f74febee8, error={"created":"@1515520792.430598800","description":"Server Shutdown","file":"src/core/lib/surface/server.cc","file_line":1249}
... (last message kept repeating every few seconds)
UPD2:
我Server.py
文件的全部内容:
import ModelSelectionModule
import my_api_pb2_grpc
import my_api_pb2
import grpc
from concurrent import futures
import time
class MyApiServicer(my_api_pb2_grpc.MyApiServicer):
def SelectModelForDataset(self, request, context):
print("Processing started.")
selectedModel = ModelSelectionModule.run(request, context)
print("Processing Completed.")
return selectedModel
# TODO(shalamov): what is the best way to run a python server?
def serve():
server = grpc.server(futures.ThreadPoolExecutor(max_workers=100))
my_api_pb2_grpc.add_MyApiServicer_to_server(MyApiServicer(), server)
server.add_insecure_port('[::]:50051')
server.start()
print("gRPC server started\n")
try:
while True:
time.sleep(24 * 60 * 60) # run for 24h
except KeyboardInterrupt:
server.stop(0)
if __name__ == '__main__':
serve()
UPD3:似乎ModelSelectionModule.run
是造成问题的原因。我试图将其隔离到单独的线程中,但没有帮助。在selectedModel
最终计算,但客户已经消失在那个时候。如何防止此呼叫与grpc混淆?
pool = ThreadPool(processes=1)
async_result = pool.apply_async(ModelSelectionModule.run(request, context))
selectedModel = async_result.get()
呼叫比较复杂,它产生并加入大量的线程,调用不同的库,例如scikit-learn
和smac
等。如果我将所有内容都张贴在这里,那将太多了。
调试时,我发现在客户端请求后,服务器保持2个连接打开(fd 3
和fd 8
)。如果我手动关闭fd 8
或向其中写入一些字节,则在客户端中看到的错误将变为Stream removed
(而不是Received RST_STREAM with error code 2
)。似乎套接字(fd 8
)被子进程破坏了。这怎么可能?如何保护子进程不访问套接字?