Hi I am utilizing Protobuf for my personal project about neural networks.
Here is my Protobuf definitions:
syntax = "proto3";
package NGNET;
message InputLayer {
string name = 1;
uint32 size = 2;
}
message ComputeLayer {
string name = 1;
uint32 size = 2;
repeated LayerLink inputs = 3;
}
message LayerLink {
InputLayer il_input = 1;
ComputeLayer cl_input = 2;
uint32 output_size = 3;
repeated float weights = 4;
}
message NNET {
string name = 1;
repeated ComputeLayer outputs = 3;
}
The network is created like this:
ComputeLayer output1 = ComputeLayer(10, "output1");
ComputeLayer output2 = ComputeLayer(10, "output2");
ComputeLayer hidden = ComputeLayer(100, "hidden");
InputLayer input1 = InputLayer(784, "input1");
InputLayer input2 = InputLayer(784, "input2");
output1.link(&hidden);
output2.link(&hidden);
hidden.link(&input1);
hidden.link(&input2);
hidden.link(&extra);
The link functions are defined as:
void ComputeLayer::link(ComputeLayer* to_link) {
NGNET::LayerLink* link = new NGNET::LayerLink();
link->set_output_size(internal->size());
link->set_allocated_cl_input(to_link->getInternal());
internal->mutable_inputs()->AddAllocated(link);
}
void ComputeLayer::link(InputLayer* to_link) {
NGNET::LayerLink* link = new NGNET::LayerLink();
link->set_output_size(internal->size());
link->set_allocated_il_input(to_link->getInternal());
internal->mutable_inputs()->AddAllocated(link);
}
Note: The getInternal()
function returns a NGNET::ComputeLayer
or NGNET::InputLayer
Then the outputs are liked to a NNET with:
nnet->mutable_outputs()->AddAllocated(output1->getInternal());
nnet->mutable_outputs()->AddAllocated(output2->getInternal());
When nnet
is deleted the program crashes with a segment fault.
I believe this is due to the hidden layer gets deleted twice. Is there any way I can safely free the memory that was allocated ?
Thanks.
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