#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_