reparametrization.hpp

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#ifndef MLPACK_METHODS_ANN_LAYER_REPARAMETRIZATION_HPP
#define MLPACK_METHODS_ANN_LAYER_REPARAMETRIZATION_HPP
 
#include <mlpack/prereqs.hpp>
 
#include "layer_types.hpp"
#include "../activation_functions/softplus_function.hpp"
 
namespace mlpack {
namespace ann  {
 
template <
    typename InputDataType = arma::mat,
    typename OutputDataType = arma::mat
>
class Reparametrization
{
 public:
  Reparametrization();
 
  Reparametrization(const size_t latentSize,
                    const bool stochastic = true,
                    const bool includeKl = true,
                    const double beta = 1);
 
  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);
 
  OutputDataType const& OutputParameter() const { return outputParameter; }
  OutputDataType& OutputParameter() { return outputParameter; }
 
  OutputDataType const& Delta() const { return delta; }
  OutputDataType& Delta() { return delta; }
 
  size_t const& OutputSize() const { return latentSize; }
  size_t& OutputSize() { return latentSize; }
 
  double Loss()
  {
    if (!includeKl)
      return 0;
 
    return -0.5 * beta * arma::accu(2 * arma::log(stdDev) - arma::pow(stdDev, 2)
        - arma::pow(mean, 2) + 1) / mean.n_cols;
  }
 
  bool Stochastic() const { return stochastic; }
 
  bool IncludeKL() const { return includeKl; }
 
  double Beta() const { return beta; }
 
  template<typename Archive>
  void serialize(Archive& ar, const unsigned int /* version */);
 
 private:
  size_t latentSize;
 
  bool stochastic;
 
  bool includeKl;
 
  double beta;
 
  OutputDataType delta;
 
  OutputDataType gaussianSample;
 
  OutputDataType mean;
 
  OutputDataType preStdDev;
 
  OutputDataType stdDev;
 
  OutputDataType outputParameter;
}; // class Reparametrization
 
} // namespace ann
} // namespace mlpack
 
// Include implementation.
#include "reparametrization_impl.hpp"
 
#endif