ceras::sgd< Loss, T > Struct Template Reference

#include <optimizer.hpp>

Inheritance diagram for ceras::sgd< Loss, T >:

Public Types
typedef tensor< T >	tensor_type

Public Member Functions
	sgd (Loss &loss, std::size_t batch_size, T learning_rate=1.0e-1, T momentum=0.0, T decay=0.0, bool nesterov=false) noexcept
void	forward ()

Public Attributes
Loss &	loss_
T	learning_rate_
T	momentum_
T	decay_
bool	nesterov_
unsigned long	iterations_

Member Typedef Documentation

tensor_type

template<typename Loss , typename T >

typedef tensor< T > ceras::sgd< Loss, T >::tensor_type

Constructor & Destructor Documentation

sgd()

template<typename Loss , typename T >

ceras::sgd< Loss, T >::sgd ( Loss &  loss, std::size_t  batch_size, T  learning_rate = 1.0e-1, T  momentum = 0.0, T  decay = 0.0, bool  nesterov = false  )

inlinenoexcept

Member Function Documentation

forward()

template<typename Loss , typename T >

void ceras::sgd< Loss, T >::forward ( )

inline

Member Data Documentation

decay_

template<typename Loss , typename T >

T ceras::sgd< Loss, T >::decay_

iterations_

template<typename Loss , typename T >

unsigned long ceras::sgd< Loss, T >::iterations_

learning_rate_

template<typename Loss , typename T >

T ceras::sgd< Loss, T >::learning_rate_

loss_

template<typename Loss , typename T >

Loss& ceras::sgd< Loss, T >::loss_

momentum_

template<typename Loss , typename T >

T ceras::sgd< Loss, T >::momentum_

nesterov_

template<typename Loss , typename T >

bool ceras::sgd< Loss, T >::nesterov_

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

• /home/feng/workspace/github.repo/ceras/include/optimizer.hpp