File: clip_op.h

package info (click to toggle)
pytorch 1.7.1-7
  • links: PTS, VCS
  • area: main
  • in suites: bullseye
  • size: 80,340 kB
  • sloc: cpp: 670,830; python: 343,991; ansic: 67,845; asm: 5,503; sh: 2,924; java: 2,888; xml: 266; makefile: 244; ruby: 148; yacc: 144; objc: 51; lex: 44
file content (64 lines) | stat: -rw-r--r-- 1,639 bytes parent folder | download | duplicates (2)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
#ifndef CAFFE2_OPERATORS_CLIP_OP_H_
#define CAFFE2_OPERATORS_CLIP_OP_H_

#include <limits>

#include "caffe2/core/context.h"
#include "caffe2/core/logging.h"
#include "caffe2/core/operator.h"
#include "caffe2/utils/math.h"

namespace caffe2 {

template <typename T, class Context>
class ClipOp final : public Operator<Context> {
 public:
  USE_OPERATOR_CONTEXT_FUNCTIONS;
  template <class... Args>
  explicit ClipOp(Args&&... args)
      : Operator<Context>(std::forward<Args>(args)...),
        min_(std::numeric_limits<T>::lowest()),
        max_(std::numeric_limits<T>::max()) {
    if (HasArgument("min")) {
      min_ = static_cast<T>(this->template GetSingleArgument<float>("min", 0));
    }
    if (HasArgument("max")) {
      max_ = static_cast<T>(this->template GetSingleArgument<float>("max", 0));
    }
  }

  bool RunOnDevice() override;

 protected:
  T min_;
  T max_;
};

template <typename T, class Context>
class ClipGradientOp final : public Operator<Context> {
 public:
  USE_OPERATOR_CONTEXT_FUNCTIONS;
  template <class... Args>
  explicit ClipGradientOp(Args&&... args)
      : Operator<Context>(std::forward<Args>(args)...),
        min_(std::numeric_limits<T>::lowest()),
        max_(std::numeric_limits<T>::max()) {
    if (HasArgument("min")) {
      min_ = static_cast<T>(this->template GetSingleArgument<float>("min", 0));
    }
    if (HasArgument("max")) {
      max_ = static_cast<T>(this->template GetSingleArgument<float>("max", 0));
    }
  }

  bool RunOnDevice() override;

 protected:
  T min_;
  T max_;
  // Input: Y, dY; Output: dX
};

} // namespace caffe2

#endif // CAFFE2_OPERATORS_CLIP_OP_H_