constant_impl.hpp

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#ifndef MLPACK_METHODS_ANN_LAYER_CONSTANT_IMPL_HPP
#define MLPACK_METHODS_ANN_LAYER_CONSTANT_IMPL_HPP

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

namespace mlpack {
namespace ann  {

template<typename InputDataType, typename OutputDataType>
Constant<InputDataType, OutputDataType>::Constant(
    const size_t outSize,
    const double scalar) :
    inSize(0),
    outSize(outSize)
{
  constantOutput = OutputDataType(outSize, 1);
  constantOutput.fill(scalar);
}

template<typename InputDataType, typename OutputDataType>
template<typename InputType, typename OutputType>
void Constant<InputDataType, OutputDataType>::Forward(
    const InputType& input, OutputType& output)
{
  if (inSize == 0)
  {
    inSize = input.n_elem;
  }

  output = constantOutput;
}

template<typename InputDataType, typename OutputDataType>
template<typename DataType>
void Constant<InputDataType, OutputDataType>::Backward(
    const DataType& /* input */, const DataType& /* gy */, DataType& g)
{
  g = arma::zeros<DataType>(inSize, 1);
}

template<typename InputDataType, typename OutputDataType>
template<typename Archive>
void Constant<InputDataType, OutputDataType>::serialize(
    Archive& ar, const uint32_t /* version */)
{
  ar(CEREAL_NVP(constantOutput));
}

} // namespace ann
} // namespace mlpack

#endif