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Demonstrate how to use caffe with MPI.
Your sgd-mpi implementation is a littlle confusing. It seems like that each worker uses parameters updated by itself last time, instead of pulling current parameters in the server.
I think it should import more bias in the computation, because its time delay is larger.
I compiled the code, and got the errors below. Do you need to update your code to make it compilable with latest Caffe functions? Please correct me if I'm wrong.
In file included from sgd.cpp:4:0:
evaluator.hpp: In function ‘void evaluate(boost::shared_ptr<caffe::Net >, int)’:
evaluator.hpp:89:46: error: no matching function for call to ‘caffe::Net::ForwardBackward(std::vector<caffe::Blob, std::allocator<caffe::Blob> >&)’
net -> ForwardBackward(bottom_vec);
^
evaluator.hpp:89:46: note: candidate is:
In file included from /opt/intel/intelcaffe/include/caffe/caffe.hpp:49:0,
from common.hpp:12,
from sgd.cpp:2:
/opt/intel/intelcaffe/include/caffe/net.hpp:124:9: note: Dtype caffe::Net::ForwardBackward() [with Dtype = float]
Dtype ForwardBackward() {
^
/opt/intel/intelcaffe/include/caffe/net.hpp:124:9: note: candidate expects 0 arguments, 1 provided
sgd.cpp: In function ‘int main(int, char**)’:
sgd.cpp:33:51: error: no matching function for call to ‘caffe::Net::ForwardBackward(std::vector<caffe::Blob, std::allocator<caffe::Blob> >&)’
Dtype loss = net -> ForwardBackward(bottom_vec);
^
sgd.cpp:33:51: note: candidate is:
In file included from /opt/intel/intelcaffe/include/caffe/caffe.hpp:49:0,
from common.hpp:12,
from sgd.cpp:2:
/opt/intel/intelcaffe/include/caffe/net.hpp:124:9: note: Dtype caffe::Net::ForwardBackward() [with Dtype = float]
Dtype ForwardBackward() {
^
/opt/intel/intelcaffe/include/caffe/net.hpp:124:9: note: candidate expects 0 arguments, 1 provided
sgd.cpp:40:55: error: no matching function for call to ‘caffe::Net::ForwardBackward(std::vector<caffe::Blob, std::allocator<caffe::Blob> >&)’
Dtype loss = net -> ForwardBackward(bottom_vec);
^
sgd.cpp:40:55: note: candidate is:
In file included from /opt/intel/intelcaffe/include/caffe/caffe.hpp:49:0,
from common.hpp:12,
from sgd.cpp:2:
/opt/intel/intelcaffe/include/caffe/net.hpp:124:9: note: Dtype caffe::Net::ForwardBackward() [with Dtype = float]
Dtype ForwardBackward() {
^
/opt/intel/intelcaffe/include/caffe/net.hpp:124:9: note: candidate expects 0 arguments, 1 provided
make: *** [.sgd.o] Error 1
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