dropout_layer.hpp

#ifndef CAFFE_DROPOUT_LAYER_HPP_
#define CAFFE_DROPOUT_LAYER_HPP_
 
#include <vector>
 
#include "caffe/blob.hpp"
#include "caffe/layer.hpp"
#include "caffe/proto/caffe.pb.h"
 
#include "caffe/layers/neuron_layer.hpp"
 
namespace caffe {
 
template <typename Dtype>
class DropoutLayer : public NeuronLayer<Dtype> {
 public:
  explicit DropoutLayer(const LayerParameter& param)
      : NeuronLayer<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 "Dropout"; }
 
 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);
 
  Blob<unsigned int> rand_vec_;
  Dtype threshold_;
  Dtype scale_;
  unsigned int uint_thres_;
};
 
}  // namespace caffe
 
#endif  // CAFFE_DROPOUT_LAYER_HPP_