Neural::Conv_Layer Class Reference

#include <conv_layer.h>

Inheritance diagram for Neural::Conv_Layer:

Collaboration diagram for Neural::Conv_Layer:

Public Member Functions
	Conv_Layer (std::tuple< int, int, int > dimensions, std::tuple< int, int, int > filter, int stride, int padding)
virtual Eigen::MatrixXd	Forward_propagation (Eigen::MatrixXd input)
virtual Eigen::MatrixXd	Backward_propagation (Eigen::MatrixXd output_error, float learning_rate)
virtual Json::Value	toJSON ()
Eigen::MatrixXd	Init_filters (int dim, int nb)
Eigen::MatrixXd	GetWeights ()
Eigen::MatrixXd	GetBias ()
Public Member Functions inherited from Neural::Layer
bool	AsWeights ()

Protected Attributes
int	m_depth
int	m_height
int	m_width
int	m_filter_size
int	m_nb_filters
int	m_stride
int	m_padding
RowMajMat	m_weights
RowMajMat	m_bias
RowMajMat	m_filter
Protected Attributes inherited from Neural::Layer
Eigen::MatrixXd	m_input
Eigen::MatrixXd	m_output
bool	m_as_weight

Constructor & Destructor Documentation

Conv_Layer()

Conv_Layer::Conv_Layer	(	std::tuple< int, int, int >	dimensions,
		std::tuple< int, int, int >	filter,
		int	stride,
		int	padding
	)

Member Function Documentation

Backward_propagation()

MatrixXd Conv_Layer::Backward_propagation ( Eigen::MatrixXd  output_error, float  learning_rate  )

virtual

Implements Neural::Layer.

Forward_propagation()

MatrixXd Conv_Layer::Forward_propagation ( Eigen::MatrixXd  input )

virtual

Implements Neural::Layer.

GetBias()

MatrixXd Conv_Layer::GetBias

(

)

GetWeights()

MatrixXd Conv_Layer::GetWeights

(

)

Init_filters()

MatrixXd Conv_Layer::Init_filters	(	int	dim,
		int	nb
	)

toJSON()

Json::Value Conv_Layer::toJSON ( )

virtual

Implements Neural::Layer.

Member Data Documentation

m_bias

RowMajMat Neural::Conv_Layer::m_bias

protected

m_depth

int Neural::Conv_Layer::m_depth

protected

m_filter

RowMajMat Neural::Conv_Layer::m_filter

protected

m_filter_size

int Neural::Conv_Layer::m_filter_size

protected

m_height

int Neural::Conv_Layer::m_height

protected

m_nb_filters

int Neural::Conv_Layer::m_nb_filters

protected

m_padding

int Neural::Conv_Layer::m_padding

protected

m_stride

int Neural::Conv_Layer::m_stride

protected

m_weights

RowMajMat Neural::Conv_Layer::m_weights

protected

m_width

int Neural::Conv_Layer::m_width

protected

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The documentation for this class was generated from the following files:

• neural/includes/layers/conv_layer.h
• neural/src/layers/conv_layer.cpp