InfiniOps
Operator Library for Accelerators
Loading...
Searching...
No Matches
huber_loss_backward.h
Go to the documentation of this file.
1#ifndef INFINI_OPS_BASE_HUBER_LOSS_BACKWARD_H_
2#define INFINI_OPS_BASE_HUBER_LOSS_BACKWARD_H_
3
4#include "operator.h"
5
6namespace infini::ops {
7
8class HuberLossBackward : public Operator<HuberLossBackward> {
9 public:
10 HuberLossBackward(const Tensor grad_output, const Tensor input,
11 const Tensor target, const int64_t reduction,
12 const double delta, Tensor grad_input)
13 : grad_output_shape_{grad_output.shape()},
14 grad_output_strides_{grad_output.strides()},
15 grad_output_type_{grad_output.dtype()},
16 input_shape_{input.shape()},
17 input_strides_{input.strides()},
18 input_type_{input.dtype()},
19 target_shape_{target.shape()},
20 target_strides_{target.strides()},
21 target_type_{target.dtype()},
22 grad_input_shape_{grad_input.shape()},
23 grad_input_strides_{grad_input.strides()},
24 grad_input_type_{grad_input.dtype()},
25 reduction_{reduction},
26 delta_{delta},
27 device_index_{grad_input.device().index()} {}
28
29 virtual void operator()(const Tensor grad_output, const Tensor input,
30 const Tensor target, const int64_t reduction,
31 const double delta, Tensor grad_input) const = 0;
32
33 protected:
34 Tensor::Shape grad_output_shape_;
35
36 Tensor::Strides grad_output_strides_;
37
39
40 Tensor::Shape input_shape_;
41
42 Tensor::Strides input_strides_;
43
44 DataType input_type_;
45
46 Tensor::Shape target_shape_;
47
48 Tensor::Strides target_strides_;
49
50 DataType target_type_;
51
52 Tensor::Shape grad_input_shape_;
53
54 Tensor::Strides grad_input_strides_;
55
57
58 int64_t reduction_{};
59
60 double delta_{};
61
63};
64
65} // namespace infini::ops
66
67#endif
Definition huber_loss_backward.h:8
double delta_
Definition huber_loss_backward.h:60
Tensor::Strides grad_output_strides_
Definition huber_loss_backward.h:36
HuberLossBackward(const Tensor grad_output, const Tensor input, const Tensor target, const int64_t reduction, const double delta, Tensor grad_input)
Definition huber_loss_backward.h:10
Tensor::Strides grad_input_strides_
Definition huber_loss_backward.h:54
int device_index_
Definition huber_loss_backward.h:62
Tensor::Strides input_strides_
Definition huber_loss_backward.h:42
Tensor::Shape grad_input_shape_
Definition huber_loss_backward.h:52
Tensor::Shape target_shape_
Definition huber_loss_backward.h:46
Tensor::Strides target_strides_
Definition huber_loss_backward.h:48
DataType grad_output_type_
Definition huber_loss_backward.h:38
int64_t reduction_
Definition huber_loss_backward.h:58
DataType target_type_
Definition huber_loss_backward.h:50
virtual void operator()(const Tensor grad_output, const Tensor input, const Tensor target, const int64_t reduction, const double delta, Tensor grad_input) const =0
DataType grad_input_type_
Definition huber_loss_backward.h:56
Tensor::Shape grad_output_shape_
Definition huber_loss_backward.h:34
DataType input_type_
Definition huber_loss_backward.h:44
Tensor::Shape input_shape_
Definition huber_loss_backward.h:40
Definition generated/include/operator.h:282
Definition generated/include/operator.h:28
infini::rt::TensorView Tensor
Definition tensor.h:8