multiply_constant.hpp
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1 
13 #ifndef MLPACK_METHODS_ANN_LAYER_MULTIPLY_CONSTANT_HPP
14 #define MLPACK_METHODS_ANN_LAYER_MULTIPLY_CONSTANT_HPP
15 
16 #include <mlpack/prereqs.hpp>
17 
18 namespace mlpack {
19 namespace ann {
20 
30 template <
31  typename InputDataType = arma::mat,
32  typename OutputDataType = arma::mat
33 >
35 {
36  public:
40  MultiplyConstant(const double scalar = 1.0);
41 
49  template<typename InputType, typename OutputType>
50  void Forward(const InputType& input, OutputType& output);
51 
60  template<typename DataType>
61  void Backward(const DataType& /* input */, const DataType& gy, DataType& g);
62 
64  OutputDataType& OutputParameter() const { return outputParameter; }
66  OutputDataType& OutputParameter() { return outputParameter; }
67 
69  OutputDataType& Delta() const { return delta; }
71  OutputDataType& Delta() { return delta; }
72 
74  double Scalar() const { return scalar; }
76  double& Scalar() { return scalar; }
77 
81  template<typename Archive>
82  void serialize(Archive& ar, const unsigned int /* version */);
83 
84  private:
86  double scalar;
87 
89  OutputDataType delta;
90 
92  OutputDataType outputParameter;
93 }; // class MultiplyConstant
94 
95 } // namespace ann
96 } // namespace mlpack
97 
98 // Include implementation.
99 #include "multiply_constant_impl.hpp"
100 
101 #endif
void Forward(const InputType &input, OutputType &output)
Ordinary feed forward pass of a neural network.
OutputDataType & OutputParameter()
Modify the output parameter.
Linear algebra utility functions, generally performed on matrices or vectors.
Definition: add_to_po.hpp:21
OutputDataType & Delta()
Modify the delta.
The core includes that mlpack expects; standard C++ includes and Armadillo.
void Backward(const DataType &, const DataType &gy, DataType &g)
Ordinary feed backward pass of a neural network.
double & Scalar()
Modify the scalar multiplier.
OutputDataType & OutputParameter() const
Get the output parameter.
double Scalar() const
Get the scalar multiplier.
OutputDataType & Delta() const
Get the delta.
MultiplyConstant(const double scalar=1.0)
Create the MultiplyConstant object.
Implementation of the multiply constant layer.
void serialize(Archive &ar, const unsigned int)
Serialize the layer.