/*
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Copyright (c) 2014, 2015, The Regents of the University of California (Regents)
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      this list of conditions and the following disclaimer.
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      may be used to endorse or promote products derived from this software
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*/

#ifndef CAFFE_POOLING_LAYER_HPP_
#define CAFFE_POOLING_LAYER_HPP_

#include <vector>

#include "caffe/blob.hpp"
#include "caffe/layer.hpp"
#include "caffe/proto/caffe.pb.h"

#include "caffe/layers/pooling_layer_impl.hpp"

namespace caffe {

/**
 * @brief Pools the input image by taking the max, average, etc. within regions.
 *
 * TODO(dox): thorough documentation for Forward, Backward, and proto params.
 */
template <typename Dtype>
class PoolingLayer : public Layer<Dtype> {
  // Private code generators.
  friend class PoolingCodeGeneratorForward<Dtype>;
  friend class PoolingCodeGeneratorBackward<Dtype>;
  PoolingCodeGeneratorForward<Dtype> Forward_code_generator;
  PoolingCodeGeneratorBackward<Dtype> Backward_code_generator;


 public:
  explicit PoolingLayer(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 "Pooling"; }
  virtual inline int ExactNumBottomBlobs() const { return 1; }
  virtual inline int MinTopBlobs() const { return 1; }
  // MAX POOL layers can output an extra top blob for the mask;
  // others can only output the pooled inputs.
  virtual inline int MaxTopBlobs() const {
    return (this->layer_param_.pooling_param().pool() ==
            PoolingParameter_PoolMethod_MAX) ? 2 : 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 kernel_h_, kernel_w_;
  int stride_h_, stride_w_;
  int pad_h_, pad_w_;
  int channels_;
  int height_, width_;
  int pooled_height_, pooled_width_;
  bool global_pooling_;
  Blob<Dtype> rand_idx_;
  Blob<int> max_idx_;
};

}  // namespace caffe

#endif  // CAFFE_POOLING_LAYER_HPP_
