minibatch_discrimination.hpp

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#ifndef MLPACK_METHODS_ANN_LAYER_MINIBATCH_DISCRIMINATION_HPP
#define MLPACK_METHODS_ANN_LAYER_MINIBATCH_DISCRIMINATION_HPP
 
#include <mlpack/prereqs.hpp>
 
#include "layer_types.hpp"
 
namespace mlpack {
namespace ann  {
 
template <
    typename InputDataType = arma::mat,
    typename OutputDataType = arma::mat
>
class MiniBatchDiscrimination
{
 public:
  MiniBatchDiscrimination();
 
  MiniBatchDiscrimination(const size_t inSize,
                          const size_t outSize,
                          const size_t features);
 
  void Reset();
 
  template<typename eT>
  void Forward(const arma::Mat<eT>& input, arma::Mat<eT>& output);
 
  template<typename eT>
  void Backward(const arma::Mat<eT>& /* input */,
                const arma::Mat<eT>& gy,
                arma::Mat<eT>& g);
 
  template<typename eT>
  void Gradient(const arma::Mat<eT>& input,
                const arma::Mat<eT>& /* error */,
                arma::Mat<eT>& gradient);
 
  OutputDataType const& Parameters() const { return weights; }
  OutputDataType& Parameters() { return weights; }
 
  InputDataType const& InputParameter() const { return inputParameter; }
  InputDataType& InputParameter() { return inputParameter; }
 
  OutputDataType const& OutputParameter() const { return outputParameter; }
  OutputDataType& OutputParameter() { return outputParameter; }
 
  OutputDataType const& Delta() const { return delta; }
  OutputDataType& Delta() { return delta; }
 
  OutputDataType const& Gradient() const { return gradient; }
  OutputDataType& Gradient() { return gradient; }
 
  template<typename Archive>
  void serialize(Archive& ar, const unsigned int /* version */);
 
 private:
  size_t A, B, C;
 
  size_t batchSize;
 
  arma::mat tempM;
 
  OutputDataType weights;
 
  OutputDataType weight;
 
  arma::cube M;
 
  arma::cube deltaM;
 
  arma::cube distances;
 
  OutputDataType delta;
 
  OutputDataType deltaTemp;
 
  OutputDataType gradient;
 
  InputDataType inputParameter;
 
  OutputDataType outputParameter;
}; // class MiniBatchDiscrimination
 
} // namespace ann
} // namespace mlpack
 
// Include implementation.
#include "minibatch_discrimination_impl.hpp"
 
#endif