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Version:
1.0.0-4 ▾
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#ifndef CAFFE_SPATIAL_PRODUCT_HPP_
#define CAFFE_SPATIAL_PRODUCT_HPP_
#include <string>
#include <vector>
#include "caffe/blob.hpp"
#include "caffe/common.hpp"
#include "caffe/layer.hpp"
#include "caffe/proto/caffe.pb.h"
namespace caffe {
/**
* @brief bottom[0] * bottom[1] across channels
* bottom[0] dim: NxCxHxW
* bottom[1] dim: Nx1xHxW
* top[0] dim: NxCxHxW where each channel is the spatial prodcut between
* C-th channel of bottom[0] and bottom[1]
*/
template <typename Dtype>
class SpatialProductLayer : public Layer<Dtype> {
public:
explicit SpatialProductLayer(const LayerParameter& param)
: Layer<Dtype>(param) {}
virtual void LayerSetUp(const vector<Blob<Dtype>*>& bottom,
const vector<Blob<Dtype>*>& top);
virtual void Reshape(const vector<Blob<Dtype>*>& bottom,
const vector<Blob<Dtype>*>& top);
virtual inline const char* type() const { return "SpatialProduct"; }
virtual inline int ExactNumBottomBlobs() const { return 2; }
virtual inline int ExactNumTopBlobs() const { return 1; }
protected:
virtual void Forward_cpu(const vector<Blob<Dtype>*>& bottom,
const vector<Blob<Dtype>*>& top);
virtual void Forward_gpu(const vector<Blob<Dtype>*>& bottom,
const vector<Blob<Dtype>*>& top);
virtual void Backward_cpu(const vector<Blob<Dtype>*>& top,
const vector<bool>& propagate_down, const vector<Blob<Dtype>*>& bottom);
virtual void Backward_gpu(const vector<Blob<Dtype>*>& top,
const vector<bool>& propagate_down, const vector<Blob<Dtype>*>& bottom);
int num_;
int channels_;
int height_;
int width_;
Blob<Dtype> multiplier_; // dot multiplier for backward computation of params
Blob<Dtype> backward_buff_; // temporary buffer for backward computation
};
} // namespace caffe
#endif // CAFFE_SPATIAL_PRODUCT_HPP_