base_layer.hpp File Reference
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Classes

class  BaseLayer< ActivationFunction, InputDataType, OutputDataType >
 Implementation of the base layer. More...

 

Namespaces

 mlpack
 
Linear algebra utility functions, generally performed on matrices or vectors.
 
 mlpack::ann
 
Artificial Neural Network.
 

Typedefs

template
<
class
ActivationFunction
=
ElishFunction
,
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>
using ElishFunctionLayer = BaseLayer< ActivationFunction, InputDataType, OutputDataType >
 Standard ELiSH-Layer using the ELiSH activation function. More...

 
template
<
class
ActivationFunction
=
ElliotFunction
,
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>
using ElliotFunctionLayer = BaseLayer< ActivationFunction, InputDataType, OutputDataType >
 Standard Elliot-Layer using the Elliot activation function. More...

 
template
<
class
ActivationFunction
=
GaussianFunction
,
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>
using GaussianFunctionLayer = BaseLayer< ActivationFunction, InputDataType, OutputDataType >
 Standard Gaussian-Layer using the Gaussian activation function. More...

 
template
<
class
ActivationFunction
=
GELUFunction
,
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>
using GELUFunctionLayer = BaseLayer< ActivationFunction, InputDataType, OutputDataType >
 Standard GELU-Layer using the GELU activation function. More...

 
template
<
class
ActivationFunction
=
HardSigmoidFunction
,
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>
using HardSigmoidLayer = BaseLayer< ActivationFunction, InputDataType, OutputDataType >
 Standard HardSigmoid-Layer using the HardSigmoid activation function. More...

 
template
<
class
ActivationFunction
=
IdentityFunction
,
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>
using IdentityLayer = BaseLayer< ActivationFunction, InputDataType, OutputDataType >
 Standard Identity-Layer using the identity activation function. More...

 
template
<
class
ActivationFunction
=
LiSHTFunction
,
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>
using LiSHTFunctionLayer = BaseLayer< ActivationFunction, InputDataType, OutputDataType >
 Standard LiSHT-Layer using the LiSHT activation function. More...

 
template
<
class
ActivationFunction
=
MishFunction
,
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>
using MishFunctionLayer = BaseLayer< ActivationFunction, InputDataType, OutputDataType >
 Standard Mish-Layer using the Mish activation function. More...

 
template
<
class
ActivationFunction
=
RectifierFunction
,
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>
using ReLULayer = BaseLayer< ActivationFunction, InputDataType, OutputDataType >
 Standard rectified linear unit non-linearity layer. More...

 
template
<
class
ActivationFunction
=
LogisticFunction
,
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>
using SigmoidLayer = BaseLayer< ActivationFunction, InputDataType, OutputDataType >
 Standard Sigmoid-Layer using the logistic activation function. More...

 
template
<
class
ActivationFunction
=
SoftplusFunction
,
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>
using SoftPlusLayer = BaseLayer< ActivationFunction, InputDataType, OutputDataType >
 Standard Softplus-Layer using the Softplus activation function. More...

 
template
<
class
ActivationFunction
=
SwishFunction
,
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>
using SwishFunctionLayer = BaseLayer< ActivationFunction, InputDataType, OutputDataType >
 Standard Swish-Layer using the Swish activation function. More...

 
template
<
class
ActivationFunction
=
TanhFunction
,
typename
InputDataType
=
arma::mat
,
typename
OutputDataType
=
arma::mat
>
using TanHLayer = BaseLayer< ActivationFunction, InputDataType, OutputDataType >
 Standard hyperbolic tangent layer. More...

 

Detailed Description

Author
Marcus Edel

Definition of the BaseLayer class, which attaches various functions to the embedding layer.

mlpack is free software; you may redistribute it and/or modify it under the terms of the 3-clause BSD license. You should have received a copy of the 3-clause BSD license along with mlpack. If not, see http://www.opensource.org/licenses/BSD-3-Clause for more information.

Definition in file base_layer.hpp.