When creating a managed session to use for distributed training with this line:
with sv.managed_session(server.target, config=config) as sess, sess.as_default():
I get this error (full stack trace at bottom) on the chief worker:
tensorflow.python.framework.errors_impl.UnavailableError: Trying to connect an http1.x server
Everything still seems to be fine on the parameter server which reports:
E1106 11:26:32.844686639 5543 ev_epoll1_linux.c:1051] grpc epoll fd: 8
2017-11-06 11:26:32.851773: I tensorflow/core/distributed_runtime/rpc/grpc_channel.cc:215] Initialize GrpcChannelCache for job ps -> {0 -> localhost:12222}
2017-11-06 11:26:32.851863: I tensorflow/core/distributed_runtime/rpc/grpc_channel.cc:215] Initialize GrpcChannelCache for job worker -> {0 -> 127.0.0.1:12223}
2017-11-06 11:26:32.856802: I tensorflow/core/distributed_runtime/rpc/grpc_server_lib.cc:324] Started server with target: grpc://localhost:12222
I only receive this error when using the new v1.4 of tensorflow built from source (found same problem when installing from pip). Everything works fine in v1.3 . Does anyone know if there's been a breaking change made, I'm assuming with respect to how tensorflow works with grpc?
I'm wondering if this has something to do with http2 vs http1? I see GRPC seems to work with protobuf across http2, and this seems to be indicating its trying to connect with http1, but still doesn't explain why this breaks just when upgrading v1.3 to v1.4
Does anyone know any more around what that error
UnavailableError: Trying to connect an http1.x server
is referring to or what might be a fix here?
I am working on RedHat Linux and trying to do distributed training across processes on the same localhost...not even trying to go over the network. I'd appreciate any thoughts, and hope this can help others with the same problem as well.
Full stacktrace:
E1106 11:28:24.383745692 5787 ev_epoll1_linux.c:1051] grpc epoll fd: 8
2017-11-06 11:28:24.391084: I tensorflow/core/distributed_runtime/rpc/grpc_channel.cc:215] Initialize
GrpcChannelCache for job ps -> {0 -> 127.0.0.1:12222}
2017-11-06 11:28:24.391185: I tensorflow/core/distributed_runtime/rpc/grpc_channel.cc:215] Initialize
GrpcChannelCache for job worker -> {0 -> localhost:12223}
2017-11-06 11:28:24.392285: I tensorflow/core/distributed_runtime/rpc/grpc_server_lib.cc:324] Started server
with target: grpc://localhost:12223
2017-11-06 11:28:37.875632: E tensorflow/core/distributed_runtime/master.cc:269] Master init: Unavailable:
Trying to connect an http1.x server
Traceback (most recent call last):
File "/app/sbtt/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1323, in
_do_call
return fn(*args)
File "/app/sbtt/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1293, in
_run_fn
self._extend_graph()
File "/app/sbtt/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1354, in
_extend_graph
self._session, graph_def.SerializeToString(), status)
File "/app/sbtt/anaconda3/lib/python3.6/site-packages/tensorflow/python/framework/errors_impl.py", line 473,
in __exit__
c_api.TF_GetCode(self.status.status))
tensorflow.python.framework.errors_impl.UnavailableError: Trying to connect an http1.x server
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/opt/pycharm-community-2017.2.3/helpers/pydev/pydevd.py", line 1599, in <module>
globals = debugger.run(setup['file'], None, None, is_module)
File "/opt/pycharm-community-2017.2.3/helpers/pydev/pydevd.py", line 1026, in run
pydev_imports.execfile(file, globals, locals) # execute the script
File "/opt/pycharm-community-2017.2.3/helpers/pydev/_pydev_imps/_pydev_execfile.py", line 18, in execfile
exec(compile(contents+"\n", file, 'exec'), glob, loc)
File "worker.py", line 426, in <module>
main()
File "worker.py", line 418, in main
run(args, server)
File "worker.py", line 174, in run
sess.run(trainer.sync)
File "/app/sbtt/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 889, in run
run_metadata_ptr)
File "/app/sbtt/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1120, in
_run
feed_dict_tensor, options, run_metadata)
File "/app/sbtt/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1317, in
_do_run
options, run_metadata)
File "/app/sbtt/anaconda3/lib/python3.6/site-packages/tensorflow/python/client/session.py", line 1336, in
_do_call
raise type(e)(node_def, op, message)
tensorflow.python.framework.errors_impl.UnavailableError: Trying to connect an http1.x server