sigmoid_cross_entropy_error.hpp

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#ifndef MLPACK_METHODS_ANN_LOSS_FUNCTION_SIGMOID_CROSS_ENTROPY_ERROR_HPP
#define MLPACK_METHODS_ANN_LOSS_FUNCTION_SIGMOID_CROSS_ENTROPY_ERROR_HPP

#include <mlpack/prereqs.hpp>

namespace mlpack {
namespace ann  {

template <
    typename InputDataType = arma::mat,
    typename OutputDataType = arma::mat
>
class SigmoidCrossEntropyError
{
 public:
  SigmoidCrossEntropyError();

  /*
   * Computes the Sigmoid CrossEntropy Error functions.
   *
   * @param input Input data used for evaluating the specified function.
   * @param output Resulting output activation.
   */
  template<typename eT>
  inline double Forward(const arma::Mat<eT>&& input,
                        const arma::Mat<eT>&& target);
  template<typename eT>
  inline void Backward(const arma::Mat<eT>&& input,
                       const arma::Mat<eT>&& target,
                       arma::Mat<eT>&& output);

  InputDataType& InputParameter() const { return inputParameter; }
  InputDataType& InputParameter() { return inputParameter; }

  OutputDataType& OutputParameter() const { return outputParameter; }
  OutputDataType& OutputParameter() { return outputParameter; }

  OutputDataType& Delta() const { return delta; }
  OutputDataType& Delta() { return delta; }

  template<typename Archive>
  void serialize(Archive& ar, const unsigned int /* version */);

 private:
  OutputDataType delta;

  InputDataType inputParameter;

  OutputDataType outputParameter;
}; // class SigmoidCrossEntropy

} // namespace ann
} // namespace mlpack

// Include implementation.
#include "sigmoid_cross_entropy_error_impl.hpp"

#endif