InfiniOps
Operator Library for Accelerators
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upsample_nearest2d_backward.h
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1#ifndef INFINI_OPS_BASE_UPSAMPLE_NEAREST2D_BACKWARD_H_
2#define INFINI_OPS_BASE_UPSAMPLE_NEAREST2D_BACKWARD_H_
3
4#include <optional>
5#include <vector>
6
7#include "operator.h"
8
9namespace infini::ops {
10
11class UpsampleNearest2dBackward : public Operator<UpsampleNearest2dBackward> {
12 public:
14 const std::vector<int64_t> output_size,
15 const std::vector<int64_t> input_size,
16 const std::optional<double> scales_h,
17 const std::optional<double> scales_w,
18 Tensor grad_input)
19 : grad_output_shape_{grad_output.shape()},
20 grad_output_strides_{grad_output.strides()},
21 grad_output_type_{grad_output.dtype()},
22 grad_input_shape_{grad_input.shape()},
23 grad_input_strides_{grad_input.strides()},
24 grad_input_type_{grad_input.dtype()},
25 output_size_{output_size},
26 input_size_{input_size},
27 scales_h_{scales_h},
28 scales_w_{scales_w},
29 device_index_{grad_input.device().index()} {}
30
31 virtual void operator()(const Tensor grad_output,
32 const std::vector<int64_t> output_size,
33 const std::vector<int64_t> input_size,
34 const std::optional<double> scales_h,
35 const std::optional<double> scales_w,
36 Tensor grad_input) const = 0;
37
38 protected:
39 Tensor::Shape grad_output_shape_;
40
41 Tensor::Strides grad_output_strides_;
42
44
45 Tensor::Shape grad_input_shape_;
46
47 Tensor::Strides grad_input_strides_;
48
50
51 std::vector<int64_t> output_size_{};
52
53 std::vector<int64_t> input_size_{};
54
55 std::optional<double> scales_h_{};
56
57 std::optional<double> scales_w_{};
58
60};
61
62} // namespace infini::ops
63
64#endif
Definition generated/include/operator.h:282
Definition upsample_nearest2d_backward.h:11
Tensor::Strides grad_output_strides_
Definition upsample_nearest2d_backward.h:41
Tensor::Strides grad_input_strides_
Definition upsample_nearest2d_backward.h:47
DataType grad_output_type_
Definition upsample_nearest2d_backward.h:43
std::optional< double > scales_w_
Definition upsample_nearest2d_backward.h:57
Tensor::Shape grad_input_shape_
Definition upsample_nearest2d_backward.h:45
UpsampleNearest2dBackward(const Tensor grad_output, const std::vector< int64_t > output_size, const std::vector< int64_t > input_size, const std::optional< double > scales_h, const std::optional< double > scales_w, Tensor grad_input)
Definition upsample_nearest2d_backward.h:13
DataType grad_input_type_
Definition upsample_nearest2d_backward.h:49
Tensor::Shape grad_output_shape_
Definition upsample_nearest2d_backward.h:39
virtual void operator()(const Tensor grad_output, const std::vector< int64_t > output_size, const std::vector< int64_t > input_size, const std::optional< double > scales_h, const std::optional< double > scales_w, Tensor grad_input) const =0
std::vector< int64_t > input_size_
Definition upsample_nearest2d_backward.h:53
int device_index_
Definition upsample_nearest2d_backward.h:59
std::optional< double > scales_h_
Definition upsample_nearest2d_backward.h:55
std::vector< int64_t > output_size_
Definition upsample_nearest2d_backward.h:51
Definition generated/include/operator.h:28
infini::rt::TensorView Tensor
Definition tensor.h:8