Caffe
scale_layer.hpp
1 #ifndef CAFFE_SCALE_LAYER_HPP_
2 #define CAFFE_SCALE_LAYER_HPP_
3 
4 #include <vector>
5 
6 #include "caffe/blob.hpp"
7 #include "caffe/layer.hpp"
8 #include "caffe/proto/caffe.pb.h"
9 
10 #include "caffe/layers/bias_layer.hpp"
11 
12 namespace caffe {
13 
25 template <typename Dtype>
26 class ScaleLayer: public Layer<Dtype> {
27  public:
28  explicit ScaleLayer(const LayerParameter& param)
29  : Layer<Dtype>(param) {}
30  virtual void LayerSetUp(const vector<Blob<Dtype>*>& bottom,
31  const vector<Blob<Dtype>*>& top);
32  virtual void Reshape(const vector<Blob<Dtype>*>& bottom,
33  const vector<Blob<Dtype>*>& top);
34 
35  virtual inline const char* type() const { return "Scale"; }
36  // Scale
37  virtual inline int MinBottomBlobs() const { return 1; }
38  virtual inline int MaxBottomBlobs() const { return 2; }
39  virtual inline int ExactNumTopBlobs() const { return 1; }
40 
41  protected:
61  virtual void Forward_cpu(const vector<Blob<Dtype>*>& bottom,
62  const vector<Blob<Dtype>*>& top);
63  virtual void Forward_gpu(const vector<Blob<Dtype>*>& bottom,
64  const vector<Blob<Dtype>*>& top);
65  virtual void Backward_cpu(const vector<Blob<Dtype>*>& top,
66  const vector<bool>& propagate_down, const vector<Blob<Dtype>*>& bottom);
67  virtual void Backward_gpu(const vector<Blob<Dtype>*>& top,
68  const vector<bool>& propagate_down, const vector<Blob<Dtype>*>& bottom);
69 
70  shared_ptr<Layer<Dtype> > bias_layer_;
71  vector<Blob<Dtype>*> bias_bottom_vec_;
72  vector<bool> bias_propagate_down_;
73  int bias_param_id_;
74 
75  Blob<Dtype> sum_multiplier_;
76  Blob<Dtype> sum_result_;
77  Blob<Dtype> temp_;
78  int axis_;
79  int outer_dim_, scale_dim_, inner_dim_;
80 };
81 
82 
83 } // namespace caffe
84 
85 #endif // CAFFE_SCALE_LAYER_HPP_
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_...
An interface for the units of computation which can be composed into a Net.
Definition: layer.hpp:33
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.
A layer factory that allows one to register layers. During runtime, registered layers can be called b...
Definition: blob.hpp:14
virtual int ExactNumTopBlobs() const
Returns the exact number of top blobs required by the layer, or -1 if no exact number is required...
Definition: scale_layer.hpp:39
virtual int MinBottomBlobs() const
Returns the minimum number of bottom blobs required by the layer, or -1 if no minimum number is requi...
Definition: scale_layer.hpp:37
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: scale_layer.cpp:12
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: scale_layer.cpp:145
Computes the elementwise product of two input Blobs, with the shape of the latter Blob "broadcast" to...
Definition: scale_layer.hpp:26
virtual int MaxBottomBlobs() const
Returns the maximum number of bottom blobs required by the layer, or -1 if no maximum number is requi...
Definition: scale_layer.hpp:38
virtual const char * type() const
Returns the layer type.
Definition: scale_layer.hpp:35
virtual void Forward_cpu(const vector< Blob< Dtype > *> &bottom, const vector< Blob< Dtype > *> &top)
Definition: scale_layer.cpp:117
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: scale_layer.cpp:76
A wrapper around SyncedMemory holders serving as the basic computational unit through which Layers...
Definition: blob.hpp:24