gradient_visitor_impl.hpp

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#ifndef MLPACK_METHODS_ANN_VISITOR_GRADIENT_VISITOR_IMPL_HPP
#define MLPACK_METHODS_ANN_VISITOR_GRADIENT_VISITOR_IMPL_HPP

// In case it hasn't been included yet.
#include "gradient_visitor.hpp"

namespace mlpack {
namespace ann {

inline GradientVisitor::GradientVisitor(const arma::mat& input,
                                        const arma::mat& delta) :
    input(input),
    delta(delta),
    index(0),
    hasIndex(false)
{
  /* Nothing to do here. */
}

inline GradientVisitor::GradientVisitor(const arma::mat& input,
                                        const arma::mat& delta,
                                        const size_t index) :
    input(input),
    delta(delta),
    index(index),
    hasIndex(true)
{
  /* Nothing to do here. */
}

template<typename LayerType>
inline void GradientVisitor::operator()(LayerType* layer) const
{
  LayerGradients(layer, layer->OutputParameter());
}

inline void GradientVisitor::operator()(MoreTypes layer) const
{
  layer.apply_visitor(*this);
}

template<typename T>
inline typename std::enable_if<
    HasGradientCheck<T, arma::mat&(T::*)()>::value &&
    !HasRunCheck<T, bool&(T::*)(void)>::value, void>::type
GradientVisitor::LayerGradients(T* layer, arma::mat& /* input */) const
{
  layer->Gradient(input, delta, layer->Gradient());
}

template<typename T>
inline typename std::enable_if<
    HasGradientCheck<T, arma::mat&(T::*)()>::value &&
    HasRunCheck<T, bool&(T::*)(void)>::value, void>::type
GradientVisitor::LayerGradients(T* layer, arma::mat& /* input */) const
{
  if (!hasIndex)
  {
    layer->Gradient(input, delta, layer->Gradient());
  }
  else
  {
    layer->Gradient(input, delta, layer->Gradient(), index);
  }
}

template<typename T, typename P>
inline typename std::enable_if<
    !HasGradientCheck<T, P&(T::*)()>::value, void>::type
GradientVisitor::LayerGradients(T* /* layer */, P& /* input */) const
{
  /* Nothing to do here. */
}

} // namespace ann
} // namespace mlpack

#endif