Implementation of the MeanPooling. More...
Public Member Functions | |
MeanPooling () | |
Create the MeanPooling object. More... | |
MeanPooling (const size_t kW, const size_t kH, const size_t dW=1, const size_t dH=1, const bool floor=true) | |
Create the MeanPooling object using the specified number of units. More... | |
template < typename eT > | |
void | Backward (const arma::Mat< eT > &&, arma::Mat< eT > &&gy, arma::Mat< eT > &&g) |
Ordinary feed backward pass of a neural network, using 3rd-order tensors as input, calculating the function f(x) by propagating x backwards through f. More... | |
OutputDataType const & | Delta () const |
Get the delta. More... | |
OutputDataType & | Delta () |
Modify the delta. More... | |
bool | Deterministic () const |
Get the value of the deterministic parameter. More... | |
bool & | Deterministic () |
Modify the value of the deterministic parameter. More... | |
template < typename eT > | |
void | Forward (const arma::Mat< eT > &&input, arma::Mat< eT > &&output) |
Ordinary feed forward pass of a neural network, evaluating the function f(x) by propagating the activity forward through f. More... | |
size_t const & | InputHeight () const |
Get the height. More... | |
size_t & | InputHeight () |
Modify the height. More... | |
size_t const & | InputWidth () const |
Get the width. More... | |
size_t & | InputWidth () |
Modify the width. More... | |
size_t const & | OutputHeight () const |
Get the height. More... | |
size_t & | OutputHeight () |
Modify the height. More... | |
OutputDataType const & | OutputParameter () const |
Get the output parameter. More... | |
OutputDataType & | OutputParameter () |
Modify the output parameter. More... | |
size_t const & | OutputWidth () const |
Get the width. More... | |
size_t & | OutputWidth () |
Modify the width. More... | |
template < typename Archive > | |
void | serialize (Archive &ar, const unsigned int) |
Serialize the layer. More... | |
Implementation of the MeanPooling.
InputDataType | Type of the input data (arma::colvec, arma::mat, arma::sp_mat or arma::cube). |
OutputDataType | Type of the output data (arma::colvec, arma::mat, arma::sp_mat or arma::cube). |
Definition at line 33 of file mean_pooling.hpp.
MeanPooling | ( | ) |
Create the MeanPooling object.
MeanPooling | ( | const size_t | kW, |
const size_t | kH, | ||
const size_t | dW = 1 , |
||
const size_t | dH = 1 , |
||
const bool | floor = true |
||
) |
Create the MeanPooling object using the specified number of units.
kW | Width of the pooling window. |
kH | Height of the pooling window. |
dW | Width of the stride operation. |
dH | Width of the stride operation. |
void Backward | ( | const arma::Mat< eT > && | , |
arma::Mat< eT > && | gy, | ||
arma::Mat< eT > && | g | ||
) |
Ordinary feed backward pass of a neural network, using 3rd-order tensors as input, calculating the function f(x) by propagating x backwards through f.
Using the results from the feed forward pass.
input | The propagated input activation. |
gy | The backpropagated error. |
g | The calculated gradient. |
|
inline |
Get the delta.
Definition at line 83 of file mean_pooling.hpp.
|
inline |
Modify the delta.
Definition at line 85 of file mean_pooling.hpp.
|
inline |
Get the value of the deterministic parameter.
Definition at line 108 of file mean_pooling.hpp.
|
inline |
Modify the value of the deterministic parameter.
Definition at line 110 of file mean_pooling.hpp.
References MeanPooling< InputDataType, OutputDataType >::serialize().
void Forward | ( | const arma::Mat< eT > && | input, |
arma::Mat< eT > && | output | ||
) |
Ordinary feed forward pass of a neural network, evaluating the function f(x) by propagating the activity forward through f.
input | Input data used for evaluating the specified function. |
output | Resulting output activation. |
|
inline |
Get the height.
Definition at line 93 of file mean_pooling.hpp.
|
inline |
Modify the height.
Definition at line 95 of file mean_pooling.hpp.
|
inline |
Get the width.
Definition at line 88 of file mean_pooling.hpp.
|
inline |
Modify the width.
Definition at line 90 of file mean_pooling.hpp.
|
inline |
Get the height.
Definition at line 103 of file mean_pooling.hpp.
|
inline |
Modify the height.
Definition at line 105 of file mean_pooling.hpp.
|
inline |
Get the output parameter.
Definition at line 78 of file mean_pooling.hpp.
|
inline |
Modify the output parameter.
Definition at line 80 of file mean_pooling.hpp.
|
inline |
Get the width.
Definition at line 98 of file mean_pooling.hpp.
|
inline |
Modify the width.
Definition at line 100 of file mean_pooling.hpp.
void serialize | ( | Archive & | ar, |
const unsigned | int | ||
) |
Serialize the layer.
Referenced by MeanPooling< InputDataType, OutputDataType >::Deterministic().