InfiniOps
Operator Library for Accelerators
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hardshrink_backward.h
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1#ifndef INFINI_OPS_BASE_HARDSHRINK_BACKWARD_H_
2#define INFINI_OPS_BASE_HARDSHRINK_BACKWARD_H_
3
4#include "operator.h"
5
6namespace infini::ops {
7
8class HardshrinkBackward : public Operator<HardshrinkBackward> {
9 public:
10 HardshrinkBackward(const Tensor grad_out, const Tensor input,
11 const double lambd, Tensor grad_input)
12 : grad_out_shape_{grad_out.shape()},
13 grad_out_strides_{grad_out.strides()},
14 grad_out_type_{grad_out.dtype()},
15 input_shape_{input.shape()},
16 input_strides_{input.strides()},
17 input_type_{input.dtype()},
18 grad_input_shape_{grad_input.shape()},
19 grad_input_strides_{grad_input.strides()},
20 grad_input_type_{grad_input.dtype()},
21 lambd_{lambd},
22 device_index_{grad_input.device().index()} {}
23
24 virtual void operator()(const Tensor grad_out, const Tensor input,
25 const double lambd, Tensor grad_input) const = 0;
26
27 protected:
28 Tensor::Shape grad_out_shape_;
29
30 Tensor::Strides grad_out_strides_;
31
33
34 Tensor::Shape input_shape_;
35
36 Tensor::Strides input_strides_;
37
38 DataType input_type_;
39
40 Tensor::Shape grad_input_shape_;
41
42 Tensor::Strides grad_input_strides_;
43
45
46 double lambd_{};
47
49};
50
51} // namespace infini::ops
52
53#endif
Definition hardshrink_backward.h:8
Tensor::Shape input_shape_
Definition hardshrink_backward.h:34
DataType input_type_
Definition hardshrink_backward.h:38
Tensor::Shape grad_out_shape_
Definition hardshrink_backward.h:28
double lambd_
Definition hardshrink_backward.h:46
Tensor::Strides grad_out_strides_
Definition hardshrink_backward.h:30
virtual void operator()(const Tensor grad_out, const Tensor input, const double lambd, Tensor grad_input) const =0
Tensor::Strides input_strides_
Definition hardshrink_backward.h:36
HardshrinkBackward(const Tensor grad_out, const Tensor input, const double lambd, Tensor grad_input)
Definition hardshrink_backward.h:10
DataType grad_input_type_
Definition hardshrink_backward.h:44
Tensor::Strides grad_input_strides_
Definition hardshrink_backward.h:42
int device_index_
Definition hardshrink_backward.h:48
Tensor::Shape grad_input_shape_
Definition hardshrink_backward.h:40
DataType grad_out_type_
Definition hardshrink_backward.h:32
Definition generated/include/operator.h:282
Definition generated/include/operator.h:28
infini::rt::TensorView Tensor
Definition tensor.h:8