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Migrate avg pooling
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78
include/layers/avg_pooling.hpp
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78
include/layers/avg_pooling.hpp
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#ifndef CUDANET_AVG_POOLING_H
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#define CUDANET_AVG_POOLING_H
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#include "activation.hpp"
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#include "layer.hpp"
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namespace CUDANet::Layers {
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class AvgPooling2d : public SequentialLayer, public TwoDLayer {
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public:
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AvgPooling2d(
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shape2d inputSize,
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int nChannels,
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shape2d poolingSize,
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shape2d stride,
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shape2d padding,
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ActivationType activationType
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);
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~AvgPooling2d();
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float* forward(const float* input);
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/**
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* @brief Get output size
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*
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* @return int output size
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*/
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int getOutputSize();
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/**
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* @brief Get input size
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*
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* @return int input size
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*/
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int getInputSize();
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shape2d getOutputDims();
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protected:
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shape2d inputSize;
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int nChannels;
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shape2d poolingSize;
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shape2d stride;
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shape2d padding;
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shape2d outputSize;
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Activation* activation;
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float* forwardCPU(const float* input);
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#ifdef USE_CUDA
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float* d_output;
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float* forwardCUDA(const float* d_input);
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void initCUDA();
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void delCUDA();
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#endif
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};
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class AdaptiveAvgPooling2d : public AvgPooling2d {
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public:
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AdaptiveAvgPooling2d(
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shape2d inputShape,
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int nChannels,
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shape2d outputShape,
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ActivationType activationType
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);
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private:
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#ifdef USE_CUDA
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void initCUDA();
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#endif
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};
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} // namespace CUDANet::Layers
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#endif // CUDANET_AVG_POOLING_H
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