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| 1 | +#ifndef CAFFE_CONV_DW_LAYER_HPP_ |
| 2 | +#define CAFFE_CONV_DW_LAYER_HPP_ |
| 3 | + |
| 4 | +#include <vector> |
| 5 | +#include "caffe/blob.hpp" |
| 6 | +#include "caffe/layer.hpp" |
| 7 | +#include "caffe/proto/caffe.pb.h" |
| 8 | + |
| 9 | +namespace caffe { |
| 10 | + |
| 11 | +template <typename Dtype> |
| 12 | +class ConvolutionDepthwiseLayer : public Layer<Dtype> { |
| 13 | + public: |
| 14 | + explicit ConvolutionDepthwiseLayer(const LayerParameter& param) |
| 15 | + : Layer<Dtype>(param) {} |
| 16 | + virtual void LayerSetUp(const vector<Blob<Dtype>*>& bottom, |
| 17 | + const vector<Blob<Dtype>*>& top); |
| 18 | + virtual void Reshape(const vector<Blob<Dtype>*>& bottom, |
| 19 | + const vector<Blob<Dtype>*>& top); |
| 20 | + virtual inline int ExactNumBottomBlobs() const { return 1; } |
| 21 | + virtual inline int ExactNumTopBlobs() const { return 1; } |
| 22 | + virtual inline const char* type() const { return "ConvolutionDepthwise"; } |
| 23 | + protected: |
| 24 | + virtual void Forward_cpu(const vector<Blob<Dtype>*>& bottom, |
| 25 | + const vector<Blob<Dtype>*>& top); |
| 26 | + virtual void Forward_gpu(const vector<Blob<Dtype>*>& bottom, |
| 27 | + const vector<Blob<Dtype>*>& top); |
| 28 | + virtual void Backward_cpu(const vector<Blob<Dtype>*>& top, |
| 29 | + const vector<bool>& propagate_down, const vector<Blob<Dtype>*>& bottom); |
| 30 | + virtual void Backward_gpu(const vector<Blob<Dtype>*>& top, |
| 31 | + const vector<bool>& propagate_down, const vector<Blob<Dtype>*>& bottom); |
| 32 | + unsigned int kernel_h_; |
| 33 | + unsigned int kernel_w_; |
| 34 | + unsigned int stride_h_; |
| 35 | + unsigned int stride_w_; |
| 36 | + unsigned int pad_h_; |
| 37 | + unsigned int pad_w_; |
| 38 | + unsigned int dilation_h_; |
| 39 | + unsigned int dilation_w_; |
| 40 | + Blob<Dtype> weight_buffer_; |
| 41 | + Blob<Dtype> weight_multiplier_; |
| 42 | + Blob<Dtype> bias_buffer_; |
| 43 | + Blob<Dtype> bias_multiplier_; |
| 44 | +}; |
| 45 | + |
| 46 | +} // namespace caffe |
| 47 | + |
| 48 | +#endif // CAFFE_CONV_DW_LAYER_HPP_ |
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