xref: /aosp_15_r20/external/ComputeLibrary/tests/datasets/DilatedDepthwiseConvolutionLayerDataset.h (revision c217d954acce2dbc11938adb493fc0abd69584f3) 
1 /*
2  * Copyright (c) 2019-2021 Arm Limited.
3  *
4  * SPDX-License-Identifier: MIT
5  *
6  * Permission is hereby granted, free of charge, to any person obtaining a copy
7  * of this software and associated documentation files (the "Software"), to
8  * deal in the Software without restriction, including without limitation the
9  * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10  * sell copies of the Software, and to permit persons to whom the Software is
11  * furnished to do so, subject to the following conditions:
12  *
13  * The above copyright notice and this permission notice shall be included in all
14  * copies or substantial portions of the Software.
15  *
16  * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17  * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18  * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19  * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20  * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21  * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22  * SOFTWARE.
23  */
24 #ifndef ARM_COMPUTE_TEST_DILATED_CONVOLUTION_LAYER_DATASET
25 #define ARM_COMPUTE_TEST_DILATED_CONVOLUTION_LAYER_DATASET
26 
27 #include "utils/TypePrinter.h"
28 
29 #include "arm_compute/core/TensorShape.h"
30 #include "arm_compute/core/Types.h"
31 #include "tests/datasets/DepthwiseConvolutionLayerDataset.h"
32 
33 namespace arm_compute
34 {
35 namespace test
36 {
37 namespace datasets
38 {
39 /** Dataset containing small, generic depthwise convolution shapes with dilation. */
40 class SmallDepthwiseDilatedConvolutionLayerDataset final : public DepthwiseConvolutionLayerDataset
41 {
42 public:
SmallDepthwiseDilatedConvolutionLayerDataset()43     SmallDepthwiseDilatedConvolutionLayerDataset()
44     {
45         // Different strides and dilations
46         add_config(TensorShape(7U, 7U, 1U), Size2D(3U, 2U), PadStrideInfo(1, 1, 0, 0), Size2D(2U, 2U));
47         add_config(TensorShape(7U, 7U, 1U), Size2D(3U, 2U), PadStrideInfo(1, 2, 0, 0), Size2D(2U, 1U));
48         add_config(TensorShape(7U, 7U, 1U), Size2D(3U, 2U), PadStrideInfo(1, 1, 0, 0), Size2D(2U, 1U));
49         add_config(TensorShape(7U, 7U, 1U), Size2D(3U, 2U), PadStrideInfo(2, 1, 0, 0), Size2D(2U, 2U));
50         add_config(TensorShape(7U, 7U, 1U), Size2D(3U, 2U), PadStrideInfo(2, 2, 0, 0), Size2D(1U, 2U));
51 
52         add_config(TensorShape(7U, 8U, 1U), Size2D(2U, 3U), PadStrideInfo(1, 2, 0, 0), Size2D(2U, 2U));
53         add_config(TensorShape(23U, 27U, 5U), Size2D(3U, 5U), PadStrideInfo(2, 1, 0, 0), Size2D(2U, 1U));
54         add_config(TensorShape(33U, 27U, 7U), Size2D(7U, 3U), PadStrideInfo(3, 2, 1, 0), Size2D(1U, 2U));
55         // Asymmetric padding
56         add_config(TensorShape(33U, 27U, 7U), Size2D(5U, 7U), PadStrideInfo(3, 2, 1, 1, 2, 0, DimensionRoundingType::FLOOR), Size2D(2U, 2U));
57         add_config(TensorShape(33U, 27U, 7U), Size2D(5U, 7U), PadStrideInfo(3, 2, 1, 1, 0, 2, DimensionRoundingType::FLOOR), Size2D(2U, 2U));
58         // Dilation and padding 2
59         add_config(TensorShape(33U, 33U, 3U), Size2D(3U, 3U), PadStrideInfo(1, 1, 2, 2, 2, 2, DimensionRoundingType::FLOOR), Size2D(2U, 2U));
60         // Dilation and padding 4
61         add_config(TensorShape(33U, 33U, 3U), Size2D(3U, 3U), PadStrideInfo(1, 1, 4, 4, 4, 4, DimensionRoundingType::FLOOR), Size2D(4U, 4U));
62     }
63 };
64 
65 /** Dataset containing small, 3x3 depthwise convolution shapes with dilation. */
66 class SmallDepthwiseDilatedConvolutionLayerDataset3x3 final : public DepthwiseConvolutionLayerDataset
67 {
68 public:
SmallDepthwiseDilatedConvolutionLayerDataset3x3()69     SmallDepthwiseDilatedConvolutionLayerDataset3x3()
70     {
71         add_config(TensorShape(1U, 1U, 1U), Size2D(3U, 3U), PadStrideInfo(1, 1, 2, 2), Size2D(2U, 2U));
72         add_config(TensorShape(7U, 7U, 1U), Size2D(3U, 3U), PadStrideInfo(1, 1, 2, 0), Size2D(2U, 2U));
73         add_config(TensorShape(16U, 7U, 1U), Size2D(3U, 3U), PadStrideInfo(1, 1, 0, 1), Size2D(2U, 2U));
74 
75         // Different strides and dilations
76         add_config(TensorShape(7U, 7U, 1U), Size2D(3U, 3U), PadStrideInfo(1, 1, 0, 0), Size2D(2U, 2U));
77         add_config(TensorShape(7U, 7U, 1U), Size2D(3U, 3U), PadStrideInfo(1, 2, 0, 0), Size2D(2U, 1U));
78         add_config(TensorShape(7U, 7U, 1U), Size2D(3U, 3U), PadStrideInfo(2, 1, 0, 0), Size2D(2U, 2U));
79         add_config(TensorShape(7U, 7U, 1U), Size2D(3U, 3U), PadStrideInfo(2, 2, 0, 0), Size2D(1U, 2U));
80 
81         add_config(TensorShape(11U, 11U, 1U), Size2D(3U, 3U), PadStrideInfo(3, 3, 0, 0), Size2D(2U, 2U));
82         add_config(TensorShape(7U, 7U, 3U, 2U), Size2D(3U, 3U), PadStrideInfo(1, 1, 0, 0), Size2D(2U, 2U));
83 
84         add_config(TensorShape(21U, 31U, 9U, 4U), Size2D(3U, 3U), PadStrideInfo(1, 1, 1, 0), Size2D(1U, 1U));
85 
86         add_config(TensorShape(21U, 31U, 9U, 4U), Size2D(3U, 3U), PadStrideInfo(1, 1, 1, 0), Size2D(2U, 2U));
87         // Asymmetric padding
88         add_config(TensorShape(33U, 27U, 11U), Size2D(3U, 3U), PadStrideInfo(2, 2, 0, 1, 0, 1, DimensionRoundingType::FLOOR), Size2D(2U, 2U));
89     }
90 };
91 
92 /** Dataset containing large, generic depthwise convolution shapes with dilation. */
93 class LargeDepthwiseDilatedConvolutionLayerDataset final : public DepthwiseConvolutionLayerDataset
94 {
95 public:
LargeDepthwiseDilatedConvolutionLayerDataset()96     LargeDepthwiseDilatedConvolutionLayerDataset()
97     {
98         add_config(TensorShape(33U, 27U, 11U), Size2D(3U, 3U), PadStrideInfo(1, 2, 0, 1), Size2D(2U, 1U));
99         add_config(TensorShape(17U, 31U, 2U), Size2D(5U, 9U), PadStrideInfo(1, 2, 1, 1), Size2D(1U, 2U));
100         add_config(TensorShape(23U, 27U, 5U), Size2D(11U, 3U), PadStrideInfo(1, 2, 0, 0), Size2D(1U, 3U));
101         add_config(TensorShape(17U, 31U, 2U, 3U), Size2D(5U, 9U), PadStrideInfo(1, 2, 1, 1), Size2D(2U, 2U));
102         add_config(TensorShape(233U, 277U, 55U), Size2D(3U, 3U), PadStrideInfo(2, 1, 0, 0), Size2D(2U, 2U));
103         add_config(TensorShape(333U, 277U, 77U), Size2D(3U, 3U), PadStrideInfo(3, 2, 1, 0), Size2D(3U, 2U));
104         add_config(TensorShape(177U, 311U, 22U), Size2D(3U, 3U), PadStrideInfo(1, 2, 1, 1), Size2D(2U, 2U));
105         add_config(TensorShape(233U, 277U, 55U), Size2D(3U, 3U), PadStrideInfo(1, 2, 0, 0), Size2D(5U, 2U));
106         add_config(TensorShape(333U, 277U, 77U), Size2D(3U, 3U), PadStrideInfo(2, 3, 0, 1), Size2D(2U, 2U));
107         add_config(TensorShape(177U, 311U, 22U), Size2D(3U, 3U), PadStrideInfo(2, 1, 1, 1), Size2D(2U, 5U));
108         // Asymmetric padding
109         add_config(TensorShape(33U, 27U, 7U), Size2D(5U, 7U), PadStrideInfo(3, 2, 2, 1, 2, 0, DimensionRoundingType::FLOOR), Size2D(3U, 2U));
110         add_config(TensorShape(33U, 27U, 7U), Size2D(5U, 7U), PadStrideInfo(3, 2, 1, 3, 0, 2, DimensionRoundingType::FLOOR), Size2D(4U, 4U));
111         add_config(TensorShape(33U, 27U, 7U), Size2D(5U, 7U), PadStrideInfo(3, 2, 1, 0, 1, 0, DimensionRoundingType::FLOOR), Size2D(2U, 2U));
112         add_config(TensorShape(33U, 27U, 7U), Size2D(5U, 7U), PadStrideInfo(3, 2, 0, 1, 0, 1, DimensionRoundingType::FLOOR), Size2D(3U, 3U));
113     }
114 };
115 
116 /** Dataset containing large, 3x3 depthwise convolution shapes with dilation. */
117 class LargeDepthwiseDilatedConvolutionLayerDataset3x3 final : public DepthwiseConvolutionLayerDataset
118 {
119 public:
LargeDepthwiseDilatedConvolutionLayerDataset3x3()120     LargeDepthwiseDilatedConvolutionLayerDataset3x3()
121     {
122         add_config(TensorShape(32U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(1, 1, 0, 1), Size2D(2U, 1U));
123         add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(1, 1, 1, 1), Size2D(2U, 2U));
124         add_config(TensorShape(21U, 31U, 9U, 4U), Size2D(3U, 3U), PadStrideInfo(1, 2, 1, 0), Size2D(2U, 2U));
125         add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(1, 2, 0, 1), Size2D(2U, 1U));
126         add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(1, 2, 1, 1), Size2D(2U, 3U));
127         add_config(TensorShape(21U, 31U, 9U, 4U), Size2D(3U, 3U), PadStrideInfo(2, 1, 1, 0), Size2D(2U, 1U));
128         add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(2, 1, 0, 1), Size2D(3U, 3U));
129         add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(2, 1, 1, 1), Size2D(2U, 2U));
130         add_config(TensorShape(21U, 31U, 9U, 4U), Size2D(3U, 3U), PadStrideInfo(2, 2, 1, 0), Size2D(2U, 2U));
131         add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(2, 2, 0, 1), Size2D(4U, 4U));
132         add_config(TensorShape(33U, 27U, 11U, 3U), Size2D(3U, 3U), PadStrideInfo(2, 2, 1, 1), Size2D(2U, 5U));
133         add_config(TensorShape(177U, 311U, 22U), Size2D(3U, 3U), PadStrideInfo(1, 2, 1, 1), Size2D(4U, 4U));
134         add_config(TensorShape(233U, 277U, 55U), Size2D(3U, 3U), PadStrideInfo(1, 2, 0, 0), Size2D(5U, 5U));
135         add_config(TensorShape(333U, 277U, 77U), Size2D(3U, 3U), PadStrideInfo(2, 3, 0, 0), Size2D(4U, 4U));
136         add_config(TensorShape(177U, 311U, 22U), Size2D(3U, 3U), PadStrideInfo(2, 1, 1, 1), Size2D(3U, 3U));
137     }
138 };
139 } // namespace datasets
140 } // namespace test
141 } // namespace arm_compute
142 #endif /* ARM_COMPUTE_TEST_DILATED_CONVOLUTION_LAYER_DATASET */