base_layer.hpp File Reference
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Classes

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

 

Namespaces

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

Typedefs

typedef BaseLayer< ElishFunction, arma::mat > Elish
 Standard ELiSH-Layer using the ELiSH activation function. More...

 
template
<
typename
MatType
=
arma::mat
>
using ElishType = BaseLayer< ElishFunction, MatType >
 
typedef BaseLayer< ElliotFunction, arma::mat > Elliot
 Standard Elliot-Layer using the Elliot activation function. More...

 
template
<
typename
MatType
=
arma::mat
>
using ElliotType = BaseLayer< ElliotFunction, MatType >
 
typedef BaseLayer< GaussianFunction, arma::mat > Gaussian
 Standard Gaussian-Layer using the Gaussian activation function. More...

 
template
<
typename
MatType
=
arma::mat
>
using GaussianType = BaseLayer< GaussianFunction, MatType >
 
typedef BaseLayer< GELUFunction, arma::mat > GELU
 Standard GELU-Layer using the GELU activation function. More...

 
template
<
typename
MatType
=
arma::mat
>
using GELUType = BaseLayer< GELUFunction, MatType >
 
typedef BaseLayer< HardSigmoidFunction, arma::mat > HardSigmoid
 Standard HardSigmoid-Layer using the HardSigmoid activation function. More...

 
template
<
typename
MatType
=
arma::mat
>
using HardSigmoidType = BaseLayer< HardSigmoidFunction, MatType >
 
typedef BaseLayer< HardSwishFunction, arma::mat > HardSwish
 Standard HardSwish-Layer using the HardSwish activation function. More...

 
template
<
typename
MatType
=
arma::mat
>
using HardSwishType = BaseLayer< HardSwishFunction, MatType >
 
typedef BaseLayer< LiSHTFunction, arma::mat > LiSHT
 Standard LiSHT-Layer using the LiSHT activation function. More...

 
template
<
typename
MatType
=
arma::mat
>
using LiSHTType = BaseLayer< LiSHTFunction, MatType >
 
typedef BaseLayer< MishFunction, arma::mat > Mish
 Standard Mish-Layer using the Mish activation function. More...

 
template
<
typename
MatType
=
arma::mat
>
using MishType = BaseLayer< MishFunction, MatType >
 
typedef BaseLayer< RectifierFunction, arma::mat > ReLU
 Standard rectified linear unit non-linearity layer. More...

 
template
<
typename
MatType
=
arma::mat
>
using ReLUType = BaseLayer< RectifierFunction, MatType >
 
typedef BaseLayer< LogisticFunction, arma::mat > Sigmoid
 Standard Sigmoid-Layer using the logistic activation function. More...

 
template
<
typename
MatType
=
arma::mat
>
using SigmoidType = BaseLayer< LogisticFunction, MatType >
 
typedef BaseLayer< SILUFunction, arma::mat > SILU
 Standard SILU-Layer using the SILU activation function. More...

 
template
<
typename
MatType
=
arma::mat
>
using SILUType = BaseLayer< SILUFunction, MatType >
 
typedef BaseLayer< SoftplusFunction, arma::mat > SoftPlus
 Standard Softplus-Layer using the Softplus activation function. More...

 
template
<
typename
MatType
=
arma::mat
>
using SoftPlusType = BaseLayer< SoftplusFunction, MatType >
 
typedef BaseLayer< SwishFunction, arma::mat > Swish
 Standard Swish-Layer using the Swish activation function. More...

 
template
<
typename
MatType
=
arma::mat
>
using SwishType = BaseLayer< SwishFunction, MatType >
 
typedef BaseLayer< TanhFunction, arma::mat > TanH
 Standard hyperbolic tangent layer. More...

 
typedef BaseLayer< TanhExpFunction, arma::mat > TanhExp
 Standard TanhExp-Layer using the TanhExp activation function. More...

 
template
<
typename
MatType
=
arma::mat
>
using TanhExpType = BaseLayer< TanhExpFunction, MatType >
 
template
<
typename
MatType
=
arma::mat
>
using TanHType = BaseLayer< TanhFunction, MatType >
 

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.