/**
* Create the PoolingConnection object using the specified input layer, output
* layer, optimizer and pooling strategy.
*
* @param InputLayerType The input layer which is connected with the output
* layer.
* @param OutputLayerType The output layer which is connected with the input
* layer.
* @param PoolingRule The strategy of pooling.
*/
PoolingConnection(InputLayerType& inputLayer,
OutputLayerType& outputLayer,
PoolingRule pooling = PoolingRule()) :
inputLayer(inputLayer),
outputLayer(outputLayer),
optimizer(0),
weights(0),
pooling(pooling),
delta(arma::zeros<DataType>(inputLayer.Delta().n_rows,
inputLayer.Delta().n_cols, inputLayer.Delta().n_slices))
{
// Nothing to do here.
}
/**
* Create the PoolingLayer object using the specified number of units.
*
* @param kSize Size of the pooling window.
* @param pooling The pooling strategy.
*/
PoolingLayer(const size_t kSize, PoolingRule pooling = PoolingRule()) :
kSize(kSize), pooling(pooling)
{
// Nothing to do here.
}
