NNFS::Layer Class Reference

Base class for all layers. More...

#include <Layer.hpp>

Inheritance diagram for NNFS::Layer:

Public Member Functions
	Layer (LayerType type)
	Construct a new Layer object.
virtual	~Layer ()=default
	Basic destructor.
virtual void	forward (Eigen::MatrixXd &out, const Eigen::MatrixXd &x)=0
	Forward pass of the layer.
virtual void	backward (Eigen::MatrixXd &out, const Eigen::MatrixXd &dx)=0
	Backward pass of the layer.

Public Attributes
LayerType	type

Detailed Description

Base class for all layers.

This class is the base class for all layers. It provides the interface for all layers.

Constructor & Destructor Documentation

Layer()

NNFS::Layer::Layer ( LayerType  type )

inline

Construct a new Layer object.

Parameters

type	Type of layer

~Layer()

virtual NNFS::Layer::~Layer ( )

virtualdefault

Basic destructor.

Member Function Documentation

backward()

virtual void NNFS::Layer::backward ( Eigen::MatrixXd &  out, const Eigen::MatrixXd &  dx  )

pure virtual

Backward pass of the layer.

Parameters

[out]	out	Input gradient
[in]	dx	Output gradient

Implemented in NNFS::Dense, NNFS::ReLU, NNFS::Sigmoid, NNFS::Softmax, and NNFS::Tanh.

forward()

virtual void NNFS::Layer::forward ( Eigen::MatrixXd &  out, const Eigen::MatrixXd &  x  )

pure virtual

Forward pass of the layer.

Parameters

[out]	out	Output data
[in]	x	Input data

Implemented in NNFS::Dense, NNFS::ReLU, NNFS::Sigmoid, NNFS::Softmax, and NNFS::Tanh.

Member Data Documentation

type

LayerType NNFS::Layer::type

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

• include/NNFS/Layer/Layer.hpp