1 #ifndef CAFFE_HDF5_DATA_LAYER_HPP_ 2 #define CAFFE_HDF5_DATA_LAYER_HPP_ 9 #include "caffe/blob.hpp" 10 #include "caffe/layer.hpp" 11 #include "caffe/proto/caffe.pb.h" 13 #include "caffe/layers/base_data_layer.hpp" 22 template <
typename Dtype>
34 virtual inline const char*
type()
const {
return "HDF5Data"; }
47 const vector<bool>& propagate_down,
const vector<
Blob<Dtype>*>& bottom) {}
49 const vector<bool>& propagate_down,
const vector<
Blob<Dtype>*>& bottom) {}
50 virtual void LoadHDF5FileData(
const char* filename);
52 std::vector<std::string> hdf_filenames_;
53 unsigned int num_files_;
54 unsigned int current_file_;
56 std::vector<shared_ptr<Blob<Dtype> > > hdf_blobs_;
57 std::vector<unsigned int> data_permutation_;
58 std::vector<unsigned int> file_permutation_;
64 #endif // CAFFE_HDF5_DATA_LAYER_HPP_ virtual void Forward_gpu(const vector< Blob< Dtype > *> &bottom, const vector< Blob< Dtype > *> &top)
Using the GPU device, compute the layer output. Fall back to Forward_cpu() if unavailable.
virtual void Forward_cpu(const vector< Blob< Dtype > *> &bottom, const vector< Blob< Dtype > *> &top)
Using the CPU device, compute the layer output.
Definition: hdf5_data_layer.cpp:162
An interface for the units of computation which can be composed into a Net.
Definition: layer.hpp:33
A layer factory that allows one to register layers. During runtime, registered layers can be called b...
Definition: blob.hpp:14
virtual void Backward_gpu(const vector< Blob< Dtype > *> &top, const vector< bool > &propagate_down, const vector< Blob< Dtype > *> &bottom)
Using the GPU device, compute the gradients for any parameters and for the bottom blobs if propagate_...
Definition: hdf5_data_layer.hpp:48
virtual void Reshape(const vector< Blob< Dtype > *> &bottom, const vector< Blob< Dtype > *> &top)
Adjust the shapes of top blobs and internal buffers to accommodate the shapes of the bottom blobs...
Definition: hdf5_data_layer.hpp:31
Provides data to the Net from HDF5 files.
Definition: hdf5_data_layer.hpp:23
virtual int MinTopBlobs() const
Returns the minimum number of top blobs required by the layer, or -1 if no minimum number is required...
Definition: hdf5_data_layer.hpp:36
virtual void LayerSetUp(const vector< Blob< Dtype > *> &bottom, const vector< Blob< Dtype > *> &top)
Does layer-specific setup: your layer should implement this function as well as Reshape.
Definition: hdf5_data_layer.cpp:73
virtual int ExactNumBottomBlobs() const
Returns the exact number of bottom blobs required by the layer, or -1 if no exact number is required...
Definition: hdf5_data_layer.hpp:35
virtual void Backward_cpu(const vector< Blob< Dtype > *> &top, const vector< bool > &propagate_down, const vector< Blob< Dtype > *> &bottom)
Using the CPU device, compute the gradients for any parameters and for the bottom blobs if propagate_...
Definition: hdf5_data_layer.hpp:46
virtual const char * type() const
Returns the layer type.
Definition: hdf5_data_layer.hpp:34
A wrapper around SyncedMemory holders serving as the basic computational unit through which Layers...
Definition: blob.hpp:24