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CUDANet/include/layers/avg_pooling.cuh
2024-09-08 13:36:53 +02:00

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#ifndef CUDANET_AVG_POOLING_H
#define CUDANET_AVG_POOLING_H
#include "activation.hpp"
#include "layer.hpp"
namespace CUDANet::Layers {
class AvgPooling2d : public SequentialLayer, public TwoDLayer {
public:
AvgPooling2d(
shape2d inputSize,
int nChannels,
shape2d poolingSize,
shape2d stride,
shape2d padding,
ActivationType activationType
);
~AvgPooling2d();
float* forward(const float* d_input);
/**
* @brief Get output size
*
* @return int output size
*/
int getOutputSize();
/**
* @brief Get input size
*
* @return int input size
*/
int getInputSize();
shape2d getOutputDims();
protected:
shape2d inputSize;
int nChannels;
shape2d poolingSize;
shape2d stride;
shape2d padding;
shape2d outputSize;
float* d_output;
Activation* activation;
};
class AdaptiveAvgPooling2d : public AvgPooling2d {
public:
AdaptiveAvgPooling2d(shape2d inputShape, int nChannels, shape2d outputShape, ActivationType activationType);
};
} // namespace CUDANet::Layers
#endif // CUDANET_AVG_POOLING_H