hdf5_data_layer.hpp

#ifndef CAFFE_HDF5_DATA_LAYER_HPP_
#define CAFFE_HDF5_DATA_LAYER_HPP_
 
#include "hdf5.h"
 
#include <string>
#include <vector>
 
#include "caffe/blob.hpp"
#include "caffe/layer.hpp"
#include "caffe/proto/caffe.pb.h"
 
#include "caffe/layers/base_data_layer.hpp"
 
namespace caffe {
 
template <typename Dtype>
class HDF5DataLayer : public Layer<Dtype> {
 public:
  explicit HDF5DataLayer(const LayerParameter& param)
      : Layer<Dtype>(param), offset_() {}
  virtual ~HDF5DataLayer();
  virtual void LayerSetUp(const vector<Blob<Dtype>*>& bottom,
      const vector<Blob<Dtype>*>& top);
  // Data layers have no bottoms, so reshaping is trivial.
  virtual void Reshape(const vector<Blob<Dtype>*>& bottom,
      const vector<Blob<Dtype>*>& top) {}
 
  virtual inline const char* type() const { return "HDF5Data"; }
  virtual inline int ExactNumBottomBlobs() const { return 0; }
  virtual inline int MinTopBlobs() const { return 1; }
 
 protected:
  void Next();
  bool Skip();
 
  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) {}
  virtual void LoadHDF5FileData(const char* filename);
 
  std::vector<std::string> hdf_filenames_;
  unsigned int num_files_;
  unsigned int current_file_;
  hsize_t current_row_;
  std::vector<shared_ptr<Blob<Dtype> > > hdf_blobs_;
  std::vector<unsigned int> data_permutation_;
  std::vector<unsigned int> file_permutation_;
  uint64_t offset_;
};
 
}  // namespace caffe
 
#endif  // CAFFE_HDF5_DATA_LAYER_HPP_