Implement avg pooling

This commit is contained in:
2024-03-19 22:33:43 +01:00
parent a0fc1b00ae
commit ef63cbd9f1
6 changed files with 92 additions and 45 deletions

View File

@@ -11,8 +11,7 @@ __global__ void max_pooling(
const int inputSize,
const int nChannels,
const int poolingSize,
const int stride,
const int paddingSize
const int stride
);
__global__ void avg_pooling(
@@ -21,8 +20,7 @@ __global__ void avg_pooling(
const int inputSize,
const int nChannels,
const int poolingSize,
const int stride,
const int paddingSize
const int stride
);
} // namespace CUDANet::Kernels

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@@ -0,0 +1,38 @@
#ifndef CUDANET_AVG_POOLING_H
#define CUDANET_AVG_POOLING_H
#include "activation.cuh"
#include "layer.cuh"
namespace CUDANet::Layers {
class AvgPooling2D : public SequentialLayer {
public:
AvgPooling2D(
int inputSize,
int nChannels,
int poolingSize,
int stride,
ActivationType activationType
);
~AvgPooling2D();
float* forward(const float* d_input);
private:
int inputSize;
int nChannels;
int poolingSize;
int stride;
int outputSize;
int gridSize;
float* d_output;
Activation activation;
};
} // namespace CUDANet::Layers
#endif // CUDANET_AVG_POOLING_H

View File

@@ -15,7 +15,6 @@ class MaxPooling2D : public SequentialLayer {
int nChannels,
int poolingSize,
int stride,
Padding padding,
ActivationType activationType
);
~MaxPooling2D();
@@ -27,7 +26,6 @@ class MaxPooling2D : public SequentialLayer {
int nChannels;
int poolingSize;
int stride;
int paddingSize;
int outputSize;
int gridSize;