InfiniOps
Operator Library for Accelerators
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max_pool2d_with_indices_backward.h
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1#ifndef INFINI_OPS_BASE_MAX_POOL2D_WITH_INDICES_BACKWARD_H_
2#define INFINI_OPS_BASE_MAX_POOL2D_WITH_INDICES_BACKWARD_H_
3
4#include <vector>
5
6#include "operator.h"
7
8namespace infini::ops {
9
11 : public Operator<MaxPool2dWithIndicesBackward> {
12 public:
13 MaxPool2dWithIndicesBackward(const Tensor grad_output, const Tensor input,
14 const Tensor indices,
15 const std::vector<int64_t> kernel_size,
16 const std::vector<int64_t> stride,
17 const std::vector<int64_t> padding,
18 const std::vector<int64_t> dilation,
19 const bool ceil_mode, Tensor grad_input)
20 : grad_output_shape_{grad_output.shape()},
21 grad_output_strides_{grad_output.strides()},
22 grad_output_type_{grad_output.dtype()},
23 input_shape_{input.shape()},
24 input_strides_{input.strides()},
25 input_type_{input.dtype()},
26 indices_shape_{indices.shape()},
27 indices_strides_{indices.strides()},
28 indices_type_{indices.dtype()},
29 grad_input_shape_{grad_input.shape()},
30 grad_input_strides_{grad_input.strides()},
31 grad_input_type_{grad_input.dtype()},
32 kernel_size_{kernel_size},
33 stride_{stride},
34 padding_{padding},
35 dilation_{dilation},
36 ceil_mode_{ceil_mode},
37 device_index_{grad_input.device().index()} {}
38
39 virtual void operator()(const Tensor grad_output, const Tensor input,
40 const Tensor indices,
41 const std::vector<int64_t> kernel_size,
42 const std::vector<int64_t> stride,
43 const std::vector<int64_t> padding,
44 const std::vector<int64_t> dilation,
45 const bool ceil_mode, Tensor grad_input) const = 0;
46
47 protected:
48 Tensor::Shape grad_output_shape_;
49
50 Tensor::Strides grad_output_strides_;
51
53
54 Tensor::Shape input_shape_;
55
56 Tensor::Strides input_strides_;
57
58 DataType input_type_;
59
60 Tensor::Shape indices_shape_;
61
62 Tensor::Strides indices_strides_;
63
64 DataType indices_type_;
65
66 Tensor::Shape grad_input_shape_;
67
68 Tensor::Strides grad_input_strides_;
69
71
72 std::vector<int64_t> kernel_size_{};
73
74 std::vector<int64_t> stride_{};
75
76 std::vector<int64_t> padding_{};
77
78 std::vector<int64_t> dilation_{};
79
80 bool ceil_mode_{};
81
83};
84
85} // namespace infini::ops
86
87#endif
Definition max_pool2d_with_indices_backward.h:11
std::vector< int64_t > dilation_
Definition max_pool2d_with_indices_backward.h:78
Tensor::Strides input_strides_
Definition max_pool2d_with_indices_backward.h:56
DataType indices_type_
Definition max_pool2d_with_indices_backward.h:64
Tensor::Shape input_shape_
Definition max_pool2d_with_indices_backward.h:54
DataType grad_output_type_
Definition max_pool2d_with_indices_backward.h:52
int device_index_
Definition max_pool2d_with_indices_backward.h:82
Tensor::Strides indices_strides_
Definition max_pool2d_with_indices_backward.h:62
std::vector< int64_t > kernel_size_
Definition max_pool2d_with_indices_backward.h:72
std::vector< int64_t > padding_
Definition max_pool2d_with_indices_backward.h:76
std::vector< int64_t > stride_
Definition max_pool2d_with_indices_backward.h:74
MaxPool2dWithIndicesBackward(const Tensor grad_output, const Tensor input, const Tensor indices, const std::vector< int64_t > kernel_size, const std::vector< int64_t > stride, const std::vector< int64_t > padding, const std::vector< int64_t > dilation, const bool ceil_mode, Tensor grad_input)
Definition max_pool2d_with_indices_backward.h:13
Tensor::Strides grad_output_strides_
Definition max_pool2d_with_indices_backward.h:50
bool ceil_mode_
Definition max_pool2d_with_indices_backward.h:80
Tensor::Shape grad_output_shape_
Definition max_pool2d_with_indices_backward.h:48
Tensor::Shape grad_input_shape_
Definition max_pool2d_with_indices_backward.h:66
DataType grad_input_type_
Definition max_pool2d_with_indices_backward.h:70
DataType input_type_
Definition max_pool2d_with_indices_backward.h:58
Tensor::Shape indices_shape_
Definition max_pool2d_with_indices_backward.h:60
Tensor::Strides grad_input_strides_
Definition max_pool2d_with_indices_backward.h:68
virtual void operator()(const Tensor grad_output, const Tensor input, const Tensor indices, const std::vector< int64_t > kernel_size, const std::vector< int64_t > stride, const std::vector< int64_t > padding, const std::vector< int64_t > dilation, const bool ceil_mode, Tensor grad_input) const =0
Definition generated/include/operator.h:282
Definition generated/include/operator.h:28
infini::rt::TensorView Tensor
Definition tensor.h:8