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
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.