#ifndef CAFFE_SOFTMAX_LAYER_HPP_
#define CAFFE_SOFTMAX_LAYER_HPP_
#include
#include "caffe/blob.hpp"
#include "caffe/layer.hpp"
#include "caffe/proto/caffe.pb.h"
namespace caffe {
/**
* @brief Computes the softmax function.
*
* TODO(dox): thorough documentation for Forward, Backward, and proto params.
*/
template
class SoftmaxLayer : public Layer {
public:
explicit SoftmaxLayer(const LayerParameter& param)
: Layer(param) {}
virtual void Reshape(const vector& bottom,
const vector& top);
virtual inline const char* type() const { return "Softmax"; }
virtual inline int ExactNumBottomBlobs() const { return 1; }
virtual inline int ExactNumTopBlobs() const { return 1; }
protected:
virtual void Forward_cpu(const vector& bottom,
const vector& top);
virtual void Forward_gpu(const vector& bottom,
const vector& top);
virtual void Backward_cpu(const vector& top,
const vector& propagate_down, const vector& bottom);
virtual void Backward_gpu(const vector& top,
const vector& propagate_down, const vector& bottom);
int outer_num_;
int inner_num_;
int softmax_axis_;
/// sum_multiplier is used to carry out sum using BLAS
Blob sum_multiplier_;
/// scale is an intermediate Blob to hold temporary results.
Blob scale_;
};
} // namespace caffe
#endif // CAFFE_SOFTMAX_LAYER_HPP_