InfiniOps
Operator Library for Accelerators
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upsample_bilinear2d_backward.h
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1#ifndef INFINI_OPS_BASE_UPSAMPLE_BILINEAR2D_BACKWARD_H_
2#define INFINI_OPS_BASE_UPSAMPLE_BILINEAR2D_BACKWARD_H_
3
4#include <optional>
5#include <vector>
6
7#include "operator.h"
8
9namespace infini::ops {
10
11class UpsampleBilinear2dBackward : public Operator<UpsampleBilinear2dBackward> {
12 public:
14 const std::vector<int64_t> output_size,
15 const std::vector<int64_t> input_size,
16 const bool align_corners,
17 const std::optional<double> scales_h,
18 const std::optional<double> scales_w,
19 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 grad_input_shape_{grad_input.shape()},
24 grad_input_strides_{grad_input.strides()},
25 grad_input_type_{grad_input.dtype()},
26 output_size_{output_size},
27 input_size_{input_size},
28 align_corners_{align_corners},
29 scales_h_{scales_h},
30 scales_w_{scales_w},
31 device_index_{grad_input.device().index()} {}
32
33 virtual void operator()(const Tensor grad_output,
34 const std::vector<int64_t> output_size,
35 const std::vector<int64_t> input_size,
36 const bool align_corners,
37 const std::optional<double> scales_h,
38 const std::optional<double> scales_w,
39 Tensor grad_input) const = 0;
40
41 protected:
42 Tensor::Shape grad_output_shape_;
43
44 Tensor::Strides grad_output_strides_;
45
47
48 Tensor::Shape grad_input_shape_;
49
50 Tensor::Strides grad_input_strides_;
51
53
54 std::vector<int64_t> output_size_{};
55
56 std::vector<int64_t> input_size_{};
57
59
60 std::optional<double> scales_h_{};
61
62 std::optional<double> scales_w_{};
63
65};
66
67} // namespace infini::ops
68
69#endif
Definition generated/include/operator.h:282
Definition upsample_bilinear2d_backward.h:11
Tensor::Shape grad_output_shape_
Definition upsample_bilinear2d_backward.h:42
std::vector< int64_t > input_size_
Definition upsample_bilinear2d_backward.h:56
std::vector< int64_t > output_size_
Definition upsample_bilinear2d_backward.h:54
std::optional< double > scales_h_
Definition upsample_bilinear2d_backward.h:60
virtual void operator()(const Tensor grad_output, const std::vector< int64_t > output_size, const std::vector< int64_t > input_size, const bool align_corners, const std::optional< double > scales_h, const std::optional< double > scales_w, Tensor grad_input) const =0
Tensor::Shape grad_input_shape_
Definition upsample_bilinear2d_backward.h:48
DataType grad_output_type_
Definition upsample_bilinear2d_backward.h:46
DataType grad_input_type_
Definition upsample_bilinear2d_backward.h:52
Tensor::Strides grad_input_strides_
Definition upsample_bilinear2d_backward.h:50
UpsampleBilinear2dBackward(const Tensor grad_output, const std::vector< int64_t > output_size, const std::vector< int64_t > input_size, const bool align_corners, const std::optional< double > scales_h, const std::optional< double > scales_w, Tensor grad_input)
Definition upsample_bilinear2d_backward.h:13
Tensor::Strides grad_output_strides_
Definition upsample_bilinear2d_backward.h:44
bool align_corners_
Definition upsample_bilinear2d_backward.h:58
int device_index_
Definition upsample_bilinear2d_backward.h:64
std::optional< double > scales_w_
Definition upsample_bilinear2d_backward.h:62
Definition generated/include/operator.h:28
infini::rt::TensorView Tensor
Definition tensor.h:8