Migrate avg pooling

This commit is contained in:
2024-09-09 21:36:13 +02:00
parent 75475790ac
commit 76e5225001
5 changed files with 129 additions and 53 deletions

View File

@@ -0,0 +1,78 @@
#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* 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;
Activation* activation;
float* forwardCPU(const float* input);
#ifdef USE_CUDA
float* d_output;
float* forwardCUDA(const float* d_input);
void initCUDA();
void delCUDA();
#endif
};
class AdaptiveAvgPooling2d : public AvgPooling2d {
public:
AdaptiveAvgPooling2d(
shape2d inputShape,
int nChannels,
shape2d outputShape,
ActivationType activationType
);
private:
#ifdef USE_CUDA
void initCUDA();
#endif
};
} // namespace CUDANet::Layers
#endif // CUDANET_AVG_POOLING_H