Layer::ActivationLayer< A > Class Template Reference
#include <activation.hpp>
Inheritance diagram for Layer::ActivationLayer< A >:
Public Member Functions | |
| ActivationLayer (const size_t) | |
| ~ActivationLayer () | |
| Vector | feed_forward (Vector x) override |
| void | init_nabla () override |
| Vector | back_propagation (Vector e) override |
| void | update (Real eta) override |
 Public Member Functions inherited from Layer::Layer | |
| Layer (size_t n, size_t m) | |
| ~Layer () | |
| size_t | get_input_size () const |
| size_t | get_output_size () const |
| Vector | get_output () const |
| virtual Vector | feed_forward (Vector x)=0 |
| virtual void | init_nabla ()=0 |
| virtual Vector | back_propagation (Vector e)=0 |
| virtual void | update (Real eta)=0 |
Additional Inherited Members | |
| Public Attributes inherited from Layer::Layer | |
| string | name |
| size_t | n |
| size_t | m |
| Vector | x |
| Vector | y |
| Vector | d |
Detailed Description
template<ActivationMap A>
class Layer::ActivationLayer< A >
class Layer::ActivationLayer< A >
Class for activation layer. The Output vector is obtained by applying activation map to each entry of the input vector.
Constructor & Destructor Documentation
◆ ActivationLayer()
template<ActivationMap A>
|
inline |
◆ ~ActivationLayer()
template<ActivationMap A>
|
inline |
Member Function Documentation
◆ back_propagation()
template<ActivationMap A>
|
inlineoverridevirtual |
\(d[i]:=\alpha'(x[i])\times \e[i]\) where \(\alpha\) is the activation map and $e$ the difference output vector.
Implements Layer::Layer.
◆ feed_forward()
template<ActivationMap A>
|
inlineoverridevirtual |
\(y[i]:=\alpha(x[i])\) where \(\alpha\) is the activation map.
Implements Layer::Layer.
◆ init_nabla()
template<ActivationMap A>
|
inlineoverridevirtual |
Null.
Implements Layer::Layer.
◆ update()
template<ActivationMap A>
|
inlineoverridevirtual |
Null.
Implements Layer::Layer.
The documentation for this class was generated from the following file:
- src/layers/activation.hpp
