Sync public subset from Flux
This commit is contained in:
32
include/modules/neural_networks/loss/Loss.h
Normal file
32
include/modules/neural_networks/loss/Loss.h
Normal file
@@ -0,0 +1,32 @@
|
||||
#pragma once
|
||||
|
||||
#include "./core/omp_config.h"
|
||||
|
||||
#include "./utils/vector.h"
|
||||
#include "./utils/matrix.h"
|
||||
|
||||
#include "./numerics/vecmean.h"
|
||||
|
||||
namespace neural_networks{
|
||||
|
||||
template <typename Td, typename Ti>
|
||||
struct Loss{
|
||||
|
||||
utils::Vector<Td> sample_losses;
|
||||
Td data_loss;
|
||||
|
||||
virtual utils::Vector<Td> forward(const utils::Matrix<Td>& output, const utils::Matrix<Ti>& y) = 0;
|
||||
|
||||
Td calculate(const utils::Matrix<Td>& output, const utils::Matrix<Ti>& y){
|
||||
|
||||
// Calculate sample losses
|
||||
sample_losses = forward(output, y);
|
||||
|
||||
// Calculate mean loss
|
||||
data_loss = numerics::vecmean(sample_losses);
|
||||
return data_loss;
|
||||
|
||||
}
|
||||
};
|
||||
|
||||
} // end namespace neural_networks
|
||||
Reference in New Issue
Block a user