XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1 | // Copyright 2019 Google LLC |
| 2 | // |
| 3 | // This source code is licensed under the BSD-style license found in the |
| 4 | // LICENSE file in the root directory of this source tree. |
| 5 | |
| 6 | #include <gtest/gtest.h> |
| 7 | |
| 8 | #include <xnnpack/params.h> |
| 9 | |
| 10 | #include "deconvolution-operator-tester.h" |
| 11 | |
| 12 | |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 13 | constexpr size_t kUnstridedInputHeight = 8; |
| 14 | constexpr size_t kUnstridedInputWidth = 7; |
| 15 | constexpr size_t kStridedInputHeight = 6; |
| 16 | constexpr size_t kStridedInputWidth = 5; |
| 17 | |
| 18 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 19 | /**************************** Future GEMM path ****************************/ |
| 20 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 21 | TEST(DECONVOLUTION_NHWC_Q8, 1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 22 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 23 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 24 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 25 | .kernel_size(1, 1) |
| 26 | .group_input_channels(23) |
| 27 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 28 | .iterations(3) |
| 29 | .TestQ8(); |
| 30 | } |
| 31 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 32 | TEST(DECONVOLUTION_NHWC_Q8, 1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 33 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 34 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 35 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 36 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 37 | .kernel_size(1, 1) |
| 38 | .group_input_channels(23) |
| 39 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 40 | .iterations(1) |
| 41 | .TestQ8(); |
| 42 | } |
| 43 | } |
| 44 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 45 | TEST(DECONVOLUTION_NHWC_Q8, 1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 46 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 47 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 48 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 49 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 50 | .kernel_size(1, 1) |
| 51 | .group_input_channels(23) |
| 52 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 53 | .iterations(1) |
| 54 | .TestQ8(); |
| 55 | } |
| 56 | } |
| 57 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 58 | TEST(DECONVOLUTION_NHWC_Q8, 1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 59 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 60 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 61 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 62 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 63 | .kernel_size(1, 1) |
| 64 | .group_input_channels(input_channels) |
| 65 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 66 | .iterations(1) |
| 67 | .TestQ8(); |
| 68 | } |
| 69 | } |
| 70 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 71 | TEST(DECONVOLUTION_NHWC_Q8, 1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 72 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 73 | for (size_t output_channels = 1; output_channels <= xnn_params.q8.gemm.nr * 2; output_channels *= 2) { |
| 74 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 75 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 76 | .kernel_size(1, 1) |
| 77 | .group_input_channels(23) |
| 78 | .group_output_channels(output_channels) |
| 79 | .iterations(1) |
| 80 | .TestQ8(); |
| 81 | } |
| 82 | } |
| 83 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 84 | TEST(DECONVOLUTION_NHWC_Q8, 1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 85 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 86 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 87 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 88 | .kernel_size(1, 1) |
| 89 | .group_input_channels(23) |
| 90 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 91 | .input_pixel_stride(28) |
| 92 | .iterations(3) |
| 93 | .TestQ8(); |
| 94 | } |
| 95 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 96 | TEST(DECONVOLUTION_NHWC_Q8, 1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 97 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 98 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 99 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 100 | .kernel_size(1, 1) |
| 101 | .group_input_channels(23) |
| 102 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 103 | .output_pixel_stride(xnn_params.q8.gemm.nr * 2 + 13) |
| 104 | .iterations(3) |
| 105 | .TestQ8(); |
| 106 | } |
| 107 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 108 | TEST(DECONVOLUTION_NHWC_Q8, 1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 109 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 110 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 111 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 112 | .kernel_size(1, 1) |
| 113 | .group_input_channels(23) |
| 114 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 115 | .qmin(128) |
| 116 | .iterations(3) |
| 117 | .TestQ8(); |
| 118 | } |
| 119 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 120 | TEST(DECONVOLUTION_NHWC_Q8, 1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 121 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 122 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 123 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 124 | .kernel_size(1, 1) |
| 125 | .group_input_channels(23) |
| 126 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 127 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 128 | .iterations(3) |
| 129 | .TestQ8(); |
| 130 | } |
| 131 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 132 | TEST(DECONVOLUTION_NHWC_Q8, 1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 133 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 134 | DeconvolutionOperatorTester() |
| 135 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 136 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 137 | .kernel_size(1, 1) |
| 138 | .group_input_channels(23) |
| 139 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 140 | .iterations(3) |
| 141 | .TestQ8(); |
| 142 | } |
| 143 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 144 | /**************************** Future GEMM path, grouped ****************************/ |
| 145 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 146 | TEST(DECONVOLUTION_NHWC_Q8, grouped_1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 147 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 148 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 149 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 150 | .kernel_size(1, 1) |
| 151 | .groups(2) |
| 152 | .group_input_channels(23) |
| 153 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 154 | .iterations(3) |
| 155 | .TestQ8(); |
| 156 | } |
| 157 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 158 | TEST(DECONVOLUTION_NHWC_Q8, grouped_1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 159 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 160 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 161 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 162 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 163 | .kernel_size(1, 1) |
| 164 | .groups(2) |
| 165 | .group_input_channels(23) |
| 166 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 167 | .iterations(1) |
| 168 | .TestQ8(); |
| 169 | } |
| 170 | } |
| 171 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 172 | TEST(DECONVOLUTION_NHWC_Q8, grouped_1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 173 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 174 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 175 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 176 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 177 | .kernel_size(1, 1) |
| 178 | .groups(2) |
| 179 | .group_input_channels(23) |
| 180 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 181 | .iterations(1) |
| 182 | .TestQ8(); |
| 183 | } |
| 184 | } |
| 185 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 186 | TEST(DECONVOLUTION_NHWC_Q8, grouped_1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 187 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 188 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 189 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 190 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 191 | .kernel_size(1, 1) |
| 192 | .groups(2) |
| 193 | .group_input_channels(input_channels) |
| 194 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 195 | .iterations(1) |
| 196 | .TestQ8(); |
| 197 | } |
| 198 | } |
| 199 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 200 | TEST(DECONVOLUTION_NHWC_Q8, grouped_1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 201 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 202 | for (size_t output_channels = 1; output_channels <= xnn_params.q8.gemm.nr * 2; output_channels *= 2) { |
| 203 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 204 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 205 | .kernel_size(1, 1) |
| 206 | .groups(2) |
| 207 | .group_input_channels(23) |
| 208 | .group_output_channels(output_channels) |
| 209 | .iterations(1) |
| 210 | .TestQ8(); |
| 211 | } |
| 212 | } |
| 213 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 214 | TEST(DECONVOLUTION_NHWC_Q8, grouped_1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 215 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 216 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 217 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 218 | .kernel_size(1, 1) |
| 219 | .groups(2) |
| 220 | .group_input_channels(23) |
| 221 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 222 | .input_pixel_stride(47) |
| 223 | .iterations(3) |
| 224 | .TestQ8(); |
| 225 | } |
| 226 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 227 | TEST(DECONVOLUTION_NHWC_Q8, grouped_1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 228 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 229 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 230 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 231 | .kernel_size(1, 1) |
| 232 | .groups(2) |
| 233 | .group_input_channels(23) |
| 234 | .group_output_channels(xnn_params.q8.gemm.nr + 3) |
| 235 | .output_pixel_stride(xnn_params.q8.gemm.nr * 2 + 13) |
| 236 | .iterations(3) |
| 237 | .TestQ8(); |
| 238 | } |
| 239 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 240 | TEST(DECONVOLUTION_NHWC_Q8, grouped_1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 241 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 242 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 243 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 244 | .kernel_size(1, 1) |
| 245 | .groups(2) |
| 246 | .group_input_channels(23) |
| 247 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 248 | .qmin(128) |
| 249 | .iterations(3) |
| 250 | .TestQ8(); |
| 251 | } |
| 252 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 253 | TEST(DECONVOLUTION_NHWC_Q8, grouped_1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 254 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 255 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 256 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 257 | .kernel_size(1, 1) |
| 258 | .groups(2) |
| 259 | .group_input_channels(23) |
| 260 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 261 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 262 | .iterations(3) |
| 263 | .TestQ8(); |
| 264 | } |
| 265 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 266 | TEST(DECONVOLUTION_NHWC_Q8, grouped_1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 267 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 268 | DeconvolutionOperatorTester() |
| 269 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 270 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 271 | .kernel_size(1, 1) |
| 272 | .groups(2) |
| 273 | .group_input_channels(23) |
| 274 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 275 | .iterations(3) |
| 276 | .TestQ8(); |
| 277 | } |
| 278 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 279 | /**************************** Future GEMM path, batched ****************************/ |
| 280 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 281 | TEST(DECONVOLUTION_NHWC_Q8, batched_1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 282 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 283 | DeconvolutionOperatorTester() |
| 284 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 285 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 286 | .kernel_size(1, 1) |
| 287 | .group_input_channels(23) |
| 288 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 289 | .iterations(3) |
| 290 | .TestQ8(); |
| 291 | } |
| 292 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 293 | TEST(DECONVOLUTION_NHWC_Q8, batched_1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 294 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 295 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 296 | DeconvolutionOperatorTester() |
| 297 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 298 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 299 | .kernel_size(1, 1) |
| 300 | .group_input_channels(23) |
| 301 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 302 | .iterations(1) |
| 303 | .TestQ8(); |
| 304 | } |
| 305 | } |
| 306 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 307 | TEST(DECONVOLUTION_NHWC_Q8, batched_1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 308 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 309 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 310 | DeconvolutionOperatorTester() |
| 311 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 312 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 313 | .kernel_size(1, 1) |
| 314 | .group_input_channels(23) |
| 315 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 316 | .iterations(1) |
| 317 | .TestQ8(); |
| 318 | } |
| 319 | } |
| 320 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 321 | TEST(DECONVOLUTION_NHWC_Q8, batched_1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 322 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 323 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 324 | DeconvolutionOperatorTester() |
| 325 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 326 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 327 | .kernel_size(1, 1) |
| 328 | .group_input_channels(input_channels) |
| 329 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 330 | .iterations(1) |
| 331 | .TestQ8(); |
| 332 | } |
| 333 | } |
| 334 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 335 | TEST(DECONVOLUTION_NHWC_Q8, batched_1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 336 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 337 | for (size_t output_channels = 1; output_channels <= xnn_params.q8.gemm.nr * 2; output_channels *= 2) { |
| 338 | DeconvolutionOperatorTester() |
| 339 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 340 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 341 | .kernel_size(1, 1) |
| 342 | .group_input_channels(23) |
| 343 | .group_output_channels(output_channels) |
| 344 | .iterations(1) |
| 345 | .TestQ8(); |
| 346 | } |
| 347 | } |
| 348 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 349 | TEST(DECONVOLUTION_NHWC_Q8, batched_1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 350 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 351 | DeconvolutionOperatorTester() |
| 352 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 353 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 354 | .kernel_size(1, 1) |
| 355 | .group_input_channels(23) |
| 356 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 357 | .input_pixel_stride(28) |
| 358 | .iterations(3) |
| 359 | .TestQ8(); |
| 360 | } |
| 361 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 362 | TEST(DECONVOLUTION_NHWC_Q8, batched_1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 363 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 364 | DeconvolutionOperatorTester() |
| 365 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 366 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 367 | .kernel_size(1, 1) |
| 368 | .group_input_channels(23) |
| 369 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 370 | .output_pixel_stride(xnn_params.q8.gemm.nr * 2 + 13) |
| 371 | .iterations(3) |
| 372 | .TestQ8(); |
| 373 | } |
| 374 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 375 | TEST(DECONVOLUTION_NHWC_Q8, batched_1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 376 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 377 | DeconvolutionOperatorTester() |
| 378 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 379 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 380 | .kernel_size(1, 1) |
| 381 | .group_input_channels(23) |
| 382 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 383 | .qmin(128) |
| 384 | .iterations(3) |
| 385 | .TestQ8(); |
| 386 | } |
| 387 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 388 | TEST(DECONVOLUTION_NHWC_Q8, batched_1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 389 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 390 | DeconvolutionOperatorTester() |
| 391 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 392 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 393 | .kernel_size(1, 1) |
| 394 | .group_input_channels(23) |
| 395 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 396 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 397 | .iterations(3) |
| 398 | .TestQ8(); |
| 399 | } |
| 400 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 401 | TEST(DECONVOLUTION_NHWC_Q8, batched_1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 402 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 403 | DeconvolutionOperatorTester() |
| 404 | .has_bias(false) |
| 405 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 406 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 407 | .kernel_size(1, 1) |
| 408 | .group_input_channels(23) |
| 409 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 410 | .iterations(3) |
| 411 | .TestQ8(); |
| 412 | } |
| 413 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 414 | /**************************** Future GEMM path, batched, grouped ****************************/ |
| 415 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 416 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 417 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 418 | DeconvolutionOperatorTester() |
| 419 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 420 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 421 | .kernel_size(1, 1) |
| 422 | .groups(2) |
| 423 | .group_input_channels(23) |
| 424 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 425 | .iterations(3) |
| 426 | .TestQ8(); |
| 427 | } |
| 428 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 429 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 430 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 431 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 432 | DeconvolutionOperatorTester() |
| 433 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 434 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 435 | .kernel_size(1, 1) |
| 436 | .groups(2) |
| 437 | .group_input_channels(23) |
| 438 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 439 | .iterations(1) |
| 440 | .TestQ8(); |
| 441 | } |
| 442 | } |
| 443 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 444 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 445 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 446 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 447 | DeconvolutionOperatorTester() |
| 448 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 449 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 450 | .kernel_size(1, 1) |
| 451 | .groups(2) |
| 452 | .group_input_channels(23) |
| 453 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 454 | .iterations(1) |
| 455 | .TestQ8(); |
| 456 | } |
| 457 | } |
| 458 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 459 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 460 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 461 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 462 | DeconvolutionOperatorTester() |
| 463 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 464 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 465 | .kernel_size(1, 1) |
| 466 | .groups(2) |
| 467 | .group_input_channels(input_channels) |
| 468 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 469 | .iterations(1) |
| 470 | .TestQ8(); |
| 471 | } |
| 472 | } |
| 473 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 474 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 475 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 476 | for (size_t output_channels = 1; output_channels <= xnn_params.q8.gemm.nr * 2; output_channels *= 2) { |
| 477 | DeconvolutionOperatorTester() |
| 478 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 479 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 480 | .kernel_size(1, 1) |
| 481 | .groups(2) |
| 482 | .group_input_channels(23) |
| 483 | .group_output_channels(output_channels) |
| 484 | .iterations(1) |
| 485 | .TestQ8(); |
| 486 | } |
| 487 | } |
| 488 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 489 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 490 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 491 | DeconvolutionOperatorTester() |
| 492 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 493 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 494 | .kernel_size(1, 1) |
| 495 | .groups(2) |
| 496 | .group_input_channels(23) |
| 497 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 498 | .input_pixel_stride(47) |
| 499 | .iterations(3) |
| 500 | .TestQ8(); |
| 501 | } |
| 502 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 503 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 504 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 505 | DeconvolutionOperatorTester() |
| 506 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 507 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 508 | .kernel_size(1, 1) |
| 509 | .groups(2) |
| 510 | .group_input_channels(23) |
| 511 | .group_output_channels(xnn_params.q8.gemm.nr + 3) |
| 512 | .output_pixel_stride(xnn_params.q8.gemm.nr * 2 + 13) |
| 513 | .iterations(3) |
| 514 | .TestQ8(); |
| 515 | } |
| 516 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 517 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 518 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 519 | DeconvolutionOperatorTester() |
| 520 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 521 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 522 | .kernel_size(1, 1) |
| 523 | .groups(2) |
| 524 | .group_input_channels(23) |
| 525 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 526 | .qmin(128) |
| 527 | .iterations(3) |
| 528 | .TestQ8(); |
| 529 | } |
| 530 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 531 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 532 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 533 | DeconvolutionOperatorTester() |
| 534 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 535 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 536 | .kernel_size(1, 1) |
| 537 | .groups(2) |
| 538 | .group_input_channels(23) |
| 539 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 540 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 541 | .iterations(3) |
| 542 | .TestQ8(); |
| 543 | } |
| 544 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 545 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 546 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 547 | DeconvolutionOperatorTester() |
| 548 | .has_bias(false) |
| 549 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 550 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 551 | .kernel_size(1, 1) |
| 552 | .groups(2) |
| 553 | .group_input_channels(23) |
| 554 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 555 | .iterations(3) |
| 556 | .TestQ8(); |
| 557 | } |
| 558 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 559 | /**************************** CONV path ****************************/ |
| 560 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 561 | TEST(DECONVOLUTION_NHWC_Q8, 3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 562 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 563 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 564 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 565 | .padding(1) |
| 566 | .kernel_size(3, 3) |
| 567 | .group_input_channels(15) |
| 568 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 569 | .iterations(3) |
| 570 | .TestQ8(); |
| 571 | } |
| 572 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 573 | TEST(DECONVOLUTION_NHWC_Q8, Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 574 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 575 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 576 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 577 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 578 | .padding_width(1) |
| 579 | .kernel_size(kernel_height, 3) |
| 580 | .group_input_channels(17) |
| 581 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 582 | .iterations(3) |
| 583 | .TestQ8(); |
| 584 | } |
| 585 | } |
| 586 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 587 | TEST(DECONVOLUTION_NHWC_Q8, 3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 588 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 589 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 590 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 591 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 592 | .padding_height(1) |
| 593 | .kernel_size(3, kernel_width) |
| 594 | .group_input_channels(17) |
| 595 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 596 | .iterations(3) |
| 597 | .TestQ8(); |
| 598 | } |
| 599 | } |
| 600 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 601 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 602 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 603 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 604 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 605 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 606 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 607 | .padding_width(1) |
| 608 | .padding_top(padding_top) |
| 609 | .padding_bottom(padding_bottom) |
| 610 | .kernel_size(3, 3) |
| 611 | .group_input_channels(15) |
| 612 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 613 | .iterations(1) |
| 614 | .TestQ8(); |
| 615 | } |
| 616 | } |
| 617 | } |
| 618 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 619 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 620 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 621 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 622 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 623 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 624 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 625 | .padding_height(1) |
| 626 | .padding_left(padding_left) |
| 627 | .padding_right(padding_right) |
| 628 | .kernel_size(3, 3) |
| 629 | .group_input_channels(15) |
| 630 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 631 | .iterations(1) |
| 632 | .TestQ8(); |
| 633 | } |
| 634 | } |
| 635 | } |
| 636 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 637 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 638 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 639 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 640 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 641 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 642 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 643 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 644 | .adjustment_height(adjustment_height) |
| 645 | .kernel_size(3, 3) |
| 646 | .group_input_channels(15) |
| 647 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 648 | .iterations(1) |
| 649 | .TestQ8(); |
| 650 | } |
| 651 | } |
| 652 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 653 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 654 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 655 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 656 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 657 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 658 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 659 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 660 | .adjustment_width(adjustment_width) |
| 661 | .kernel_size(3, 3) |
| 662 | .group_input_channels(15) |
| 663 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 664 | .iterations(1) |
| 665 | .TestQ8(); |
| 666 | } |
| 667 | } |
| 668 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 669 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 670 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 671 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 672 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 673 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 674 | .padding(1) |
| 675 | .kernel_size(3, 3) |
| 676 | .group_input_channels(15) |
| 677 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 678 | .iterations(1) |
| 679 | .TestQ8(); |
| 680 | } |
| 681 | } |
| 682 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 683 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 684 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 685 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 686 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 687 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 688 | .padding(1) |
| 689 | .kernel_size(3, 3) |
| 690 | .group_input_channels(15) |
| 691 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 692 | .iterations(1) |
| 693 | .TestQ8(); |
| 694 | } |
| 695 | } |
| 696 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 697 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 698 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 699 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 700 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 701 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 702 | .padding(1) |
| 703 | .kernel_size(3, 3) |
| 704 | .group_input_channels(input_channels) |
| 705 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 706 | .iterations(1) |
| 707 | .TestQ8(); |
| 708 | } |
| 709 | } |
| 710 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 711 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 712 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 713 | for (size_t output_channels = 1; output_channels <= xnn_params.q8.gemm.nr * 2; output_channels *= 2) { |
| 714 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 715 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 716 | .padding(1) |
| 717 | .kernel_size(3, 3) |
| 718 | .group_input_channels(23) |
| 719 | .group_output_channels(output_channels) |
| 720 | .iterations(1) |
| 721 | .TestQ8(); |
| 722 | } |
| 723 | } |
| 724 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 725 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 726 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 727 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 728 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 729 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 730 | .padding(1) |
| 731 | .kernel_size(3, 3) |
| 732 | .dilation_height(dilation_height) |
| 733 | .group_input_channels(23) |
| 734 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 735 | .iterations(3) |
| 736 | .TestQ8(); |
| 737 | } |
| 738 | } |
| 739 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 740 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 741 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 742 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 743 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 744 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 745 | .padding(1) |
| 746 | .kernel_size(3, 3) |
| 747 | .dilation_width(dilation_width) |
| 748 | .group_input_channels(23) |
| 749 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 750 | .iterations(3) |
| 751 | .TestQ8(); |
| 752 | } |
| 753 | } |
| 754 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 755 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 756 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 757 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 758 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 759 | .padding(1) |
| 760 | .kernel_size(3, 3) |
| 761 | .dilation_height(3) |
| 762 | .stride_height(2) |
| 763 | .group_input_channels(23) |
| 764 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 765 | .iterations(3) |
| 766 | .TestQ8(); |
| 767 | } |
| 768 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 769 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 770 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 771 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 772 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 773 | .padding(1) |
| 774 | .kernel_size(3, 3) |
| 775 | .dilation_width(3) |
| 776 | .stride_width(2) |
| 777 | .group_input_channels(23) |
| 778 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 779 | .iterations(3) |
| 780 | .TestQ8(); |
| 781 | } |
| 782 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 783 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 784 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 785 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 786 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 787 | .padding(1) |
| 788 | .kernel_size(3, 3) |
| 789 | .group_input_channels(23) |
| 790 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 791 | .input_pixel_stride(28) |
| 792 | .iterations(3) |
| 793 | .TestQ8(); |
| 794 | } |
| 795 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 796 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 797 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 798 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 799 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 800 | .padding(1) |
| 801 | .kernel_size(3, 3) |
| 802 | .group_input_channels(23) |
| 803 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 804 | .output_pixel_stride(xnn_params.q8.gemm.nr * 2 + 13) |
| 805 | .iterations(3) |
| 806 | .TestQ8(); |
| 807 | } |
| 808 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 809 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 810 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 811 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 812 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 813 | .padding(1) |
| 814 | .kernel_size(3, 3) |
| 815 | .group_input_channels(23) |
| 816 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 817 | .qmin(128) |
| 818 | .iterations(3) |
| 819 | .TestQ8(); |
| 820 | } |
| 821 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 822 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 823 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 824 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 825 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 826 | .padding(1) |
| 827 | .kernel_size(3, 3) |
| 828 | .group_input_channels(23) |
| 829 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 830 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 831 | .iterations(3) |
| 832 | .TestQ8(); |
| 833 | } |
| 834 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 835 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 836 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 837 | DeconvolutionOperatorTester() |
| 838 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 839 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 840 | .padding(1) |
| 841 | .kernel_size(3, 3) |
| 842 | .group_input_channels(23) |
| 843 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 844 | .iterations(3) |
| 845 | .TestQ8(); |
| 846 | } |
| 847 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 848 | /**************************** CONV path, grouped ****************************/ |
| 849 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 850 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 851 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 852 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 853 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 854 | .padding(1) |
| 855 | .kernel_size(3, 3) |
| 856 | .groups(2) |
| 857 | .group_input_channels(15) |
| 858 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 859 | .iterations(3) |
| 860 | .TestQ8(); |
| 861 | } |
| 862 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 863 | TEST(DECONVOLUTION_NHWC_Q8, grouped_Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 864 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 865 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 866 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 867 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 868 | .padding_width(1) |
| 869 | .kernel_size(kernel_height, 3) |
| 870 | .groups(2) |
| 871 | .group_input_channels(17) |
| 872 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 873 | .iterations(3) |
| 874 | .TestQ8(); |
| 875 | } |
| 876 | } |
| 877 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 878 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 879 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 880 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 881 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 882 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 883 | .padding_height(1) |
| 884 | .kernel_size(3, kernel_width) |
| 885 | .groups(2) |
| 886 | .group_input_channels(17) |
| 887 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 888 | .iterations(3) |
| 889 | .TestQ8(); |
| 890 | } |
| 891 | } |
| 892 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 893 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 894 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 895 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 896 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 897 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 898 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 899 | .padding_width(1) |
| 900 | .padding_top(padding_top) |
| 901 | .padding_bottom(padding_bottom) |
| 902 | .kernel_size(3, 3) |
| 903 | .groups(2) |
| 904 | .group_input_channels(15) |
| 905 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 906 | .iterations(1) |
| 907 | .TestQ8(); |
| 908 | } |
| 909 | } |
| 910 | } |
| 911 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 912 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 913 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 914 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 915 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 916 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 917 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 918 | .padding_height(1) |
| 919 | .padding_left(padding_left) |
| 920 | .padding_right(padding_right) |
| 921 | .kernel_size(3, 3) |
| 922 | .groups(2) |
| 923 | .group_input_channels(15) |
| 924 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 925 | .iterations(1) |
| 926 | .TestQ8(); |
| 927 | } |
| 928 | } |
| 929 | } |
| 930 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 931 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 932 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 933 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 934 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 935 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 936 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 937 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 938 | .adjustment_height(adjustment_height) |
| 939 | .kernel_size(3, 3) |
| 940 | .groups(2) |
| 941 | .group_input_channels(15) |
| 942 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 943 | .iterations(1) |
| 944 | .TestQ8(); |
| 945 | } |
| 946 | } |
| 947 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 948 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 949 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 950 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 951 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 952 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 953 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 954 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 955 | .adjustment_width(adjustment_width) |
| 956 | .kernel_size(3, 3) |
| 957 | .groups(2) |
| 958 | .group_input_channels(15) |
| 959 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 960 | .iterations(1) |
| 961 | .TestQ8(); |
| 962 | } |
| 963 | } |
| 964 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 965 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 966 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 967 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 968 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 969 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 970 | .padding(1) |
| 971 | .kernel_size(3, 3) |
| 972 | .groups(2) |
| 973 | .group_input_channels(15) |
| 974 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 975 | .iterations(1) |
| 976 | .TestQ8(); |
| 977 | } |
| 978 | } |
| 979 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 980 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 981 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 982 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 983 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 984 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 985 | .padding(1) |
| 986 | .kernel_size(3, 3) |
| 987 | .groups(2) |
| 988 | .group_input_channels(15) |
| 989 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 990 | .iterations(1) |
| 991 | .TestQ8(); |
| 992 | } |
| 993 | } |
| 994 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 995 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 996 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 997 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 998 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 999 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1000 | .padding(1) |
| 1001 | .kernel_size(3, 3) |
| 1002 | .groups(2) |
| 1003 | .group_input_channels(input_channels) |
| 1004 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1005 | .iterations(1) |
| 1006 | .TestQ8(); |
| 1007 | } |
| 1008 | } |
| 1009 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1010 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1011 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1012 | for (size_t output_channels = 1; output_channels <= xnn_params.q8.gemm.nr * 2; output_channels *= 2) { |
| 1013 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1014 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1015 | .padding(1) |
| 1016 | .kernel_size(3, 3) |
| 1017 | .groups(2) |
| 1018 | .group_input_channels(23) |
| 1019 | .group_output_channels(output_channels) |
| 1020 | .iterations(1) |
| 1021 | .TestQ8(); |
| 1022 | } |
| 1023 | } |
| 1024 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1025 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1026 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1027 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 1028 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1029 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1030 | .padding(1) |
| 1031 | .kernel_size(3, 3) |
| 1032 | .dilation_height(dilation_height) |
| 1033 | .groups(2) |
| 1034 | .group_input_channels(23) |
| 1035 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1036 | .iterations(3) |
| 1037 | .TestQ8(); |
| 1038 | } |
| 1039 | } |
| 1040 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1041 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1042 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1043 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 1044 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1045 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1046 | .padding(1) |
| 1047 | .kernel_size(3, 3) |
| 1048 | .dilation_width(dilation_width) |
| 1049 | .groups(2) |
| 1050 | .group_input_channels(23) |
| 1051 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1052 | .iterations(3) |
| 1053 | .TestQ8(); |
| 1054 | } |
| 1055 | } |
| 1056 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1057 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1058 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1059 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1060 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1061 | .padding(1) |
| 1062 | .kernel_size(3, 3) |
| 1063 | .dilation_height(3) |
| 1064 | .stride_height(2) |
| 1065 | .groups(2) |
| 1066 | .group_input_channels(23) |
| 1067 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1068 | .iterations(3) |
| 1069 | .TestQ8(); |
| 1070 | } |
| 1071 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1072 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1073 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1074 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1075 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1076 | .padding(1) |
| 1077 | .kernel_size(3, 3) |
| 1078 | .dilation_width(3) |
| 1079 | .stride_width(2) |
| 1080 | .groups(2) |
| 1081 | .group_input_channels(23) |
| 1082 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1083 | .iterations(3) |
| 1084 | .TestQ8(); |
| 1085 | } |
| 1086 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1087 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1088 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1089 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1090 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1091 | .padding(1) |
| 1092 | .kernel_size(3, 3) |
| 1093 | .groups(2) |
| 1094 | .group_input_channels(23) |
| 1095 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1096 | .input_pixel_stride(47) |
| 1097 | .iterations(3) |
| 1098 | .TestQ8(); |
| 1099 | } |
| 1100 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1101 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1102 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1103 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1104 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1105 | .padding(1) |
| 1106 | .kernel_size(3, 3) |
| 1107 | .groups(2) |
| 1108 | .group_input_channels(23) |
| 1109 | .group_output_channels(xnn_params.q8.gemm.nr + 3) |
| 1110 | .output_pixel_stride(xnn_params.q8.gemm.nr * 2 + 13) |
| 1111 | .iterations(3) |
| 1112 | .TestQ8(); |
| 1113 | } |
| 1114 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1115 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1116 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1117 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1118 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1119 | .padding(1) |
| 1120 | .kernel_size(3, 3) |
| 1121 | .groups(2) |
| 1122 | .group_input_channels(23) |
| 1123 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1124 | .qmin(128) |
| 1125 | .iterations(3) |
| 1126 | .TestQ8(); |
| 1127 | } |
| 1128 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1129 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1130 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1131 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1132 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1133 | .padding(1) |
| 1134 | .kernel_size(3, 3) |
| 1135 | .groups(2) |
| 1136 | .group_input_channels(23) |
| 1137 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 1138 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1139 | .iterations(3) |
| 1140 | .TestQ8(); |
| 1141 | } |
| 1142 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1143 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1144 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 1145 | DeconvolutionOperatorTester() |
| 1146 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1147 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 1148 | .padding(1) |
| 1149 | .kernel_size(3, 3) |
| 1150 | .groups(2) |
| 1151 | .group_input_channels(23) |
| 1152 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1153 | .iterations(3) |
| 1154 | .TestQ8(); |
| 1155 | } |
| 1156 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1157 | /**************************** CONV path, batched ****************************/ |
| 1158 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1159 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1160 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1161 | DeconvolutionOperatorTester() |
| 1162 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1163 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1164 | .padding(1) |
| 1165 | .kernel_size(3, 3) |
| 1166 | .group_input_channels(15) |
| 1167 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1168 | .iterations(3) |
| 1169 | .TestQ8(); |
| 1170 | } |
| 1171 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1172 | TEST(DECONVOLUTION_NHWC_Q8, batched_Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1173 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1174 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 1175 | DeconvolutionOperatorTester() |
| 1176 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1177 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1178 | .padding_width(1) |
| 1179 | .kernel_size(kernel_height, 3) |
| 1180 | .group_input_channels(17) |
| 1181 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1182 | .iterations(3) |
| 1183 | .TestQ8(); |
| 1184 | } |
| 1185 | } |
| 1186 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1187 | TEST(DECONVOLUTION_NHWC_Q8, batched_3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1188 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1189 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 1190 | DeconvolutionOperatorTester() |
| 1191 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1192 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1193 | .padding_height(1) |
| 1194 | .kernel_size(3, kernel_width) |
| 1195 | .group_input_channels(17) |
| 1196 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1197 | .iterations(3) |
| 1198 | .TestQ8(); |
| 1199 | } |
| 1200 | } |
| 1201 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1202 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1203 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1204 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 1205 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 1206 | DeconvolutionOperatorTester() |
| 1207 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1208 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1209 | .padding_width(1) |
| 1210 | .padding_top(padding_top) |
| 1211 | .padding_bottom(padding_bottom) |
| 1212 | .kernel_size(3, 3) |
| 1213 | .group_input_channels(15) |
| 1214 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1215 | .iterations(1) |
| 1216 | .TestQ8(); |
| 1217 | } |
| 1218 | } |
| 1219 | } |
| 1220 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1221 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1222 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1223 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 1224 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 1225 | DeconvolutionOperatorTester() |
| 1226 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1227 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1228 | .padding_height(1) |
| 1229 | .padding_left(padding_left) |
| 1230 | .padding_right(padding_right) |
| 1231 | .kernel_size(3, 3) |
| 1232 | .group_input_channels(15) |
| 1233 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1234 | .iterations(1) |
| 1235 | .TestQ8(); |
| 1236 | } |
| 1237 | } |
| 1238 | } |
| 1239 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1240 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1241 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1242 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 1243 | DeconvolutionOperatorTester() |
| 1244 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1245 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1246 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 1247 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1248 | .adjustment_height(adjustment_height) |
| 1249 | .kernel_size(3, 3) |
| 1250 | .group_input_channels(15) |
| 1251 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1252 | .iterations(1) |
| 1253 | .TestQ8(); |
| 1254 | } |
| 1255 | } |
| 1256 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1257 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1258 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1259 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 1260 | DeconvolutionOperatorTester() |
| 1261 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1262 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1263 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 1264 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1265 | .adjustment_width(adjustment_width) |
| 1266 | .kernel_size(3, 3) |
| 1267 | .group_input_channels(15) |
| 1268 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1269 | .iterations(1) |
| 1270 | .TestQ8(); |
| 1271 | } |
| 1272 | } |
| 1273 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1274 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1275 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1276 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1277 | DeconvolutionOperatorTester() |
| 1278 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1279 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1280 | .padding(1) |
| 1281 | .kernel_size(3, 3) |
| 1282 | .group_input_channels(15) |
| 1283 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1284 | .iterations(1) |
| 1285 | .TestQ8(); |
| 1286 | } |
| 1287 | } |
| 1288 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1289 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1290 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1291 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1292 | DeconvolutionOperatorTester() |
| 1293 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1294 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1295 | .padding(1) |
| 1296 | .kernel_size(3, 3) |
| 1297 | .group_input_channels(15) |
| 1298 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1299 | .iterations(1) |
| 1300 | .TestQ8(); |
| 1301 | } |
| 1302 | } |
| 1303 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1304 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1305 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1306 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 1307 | DeconvolutionOperatorTester() |
| 1308 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1309 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1310 | .padding(1) |
| 1311 | .kernel_size(3, 3) |
| 1312 | .group_input_channels(input_channels) |
| 1313 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1314 | .iterations(1) |
| 1315 | .TestQ8(); |
| 1316 | } |
| 1317 | } |
| 1318 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1319 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1320 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1321 | for (size_t output_channels = 1; output_channels <= xnn_params.q8.gemm.nr * 2; output_channels *= 2) { |
| 1322 | DeconvolutionOperatorTester() |
| 1323 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1324 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1325 | .padding(1) |
| 1326 | .kernel_size(3, 3) |
| 1327 | .group_input_channels(23) |
| 1328 | .group_output_channels(output_channels) |
| 1329 | .iterations(1) |
| 1330 | .TestQ8(); |
| 1331 | } |
| 1332 | } |
| 1333 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1334 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1335 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1336 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 1337 | DeconvolutionOperatorTester() |
| 1338 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1339 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1340 | .padding(1) |
| 1341 | .kernel_size(3, 3) |
| 1342 | .dilation_height(dilation_height) |
| 1343 | .group_input_channels(23) |
| 1344 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1345 | .iterations(3) |
| 1346 | .TestQ8(); |
| 1347 | } |
| 1348 | } |
| 1349 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1350 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1351 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1352 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 1353 | DeconvolutionOperatorTester() |
| 1354 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1355 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1356 | .padding(1) |
| 1357 | .kernel_size(3, 3) |
| 1358 | .dilation_width(dilation_width) |
| 1359 | .group_input_channels(23) |
| 1360 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1361 | .iterations(3) |
| 1362 | .TestQ8(); |
| 1363 | } |
| 1364 | } |
| 1365 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1366 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1367 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1368 | DeconvolutionOperatorTester() |
| 1369 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1370 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1371 | .padding(1) |
| 1372 | .kernel_size(3, 3) |
| 1373 | .dilation_height(3) |
| 1374 | .stride_height(2) |
| 1375 | .group_input_channels(23) |
| 1376 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1377 | .iterations(3) |
| 1378 | .TestQ8(); |
| 1379 | } |
| 1380 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1381 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1382 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1383 | DeconvolutionOperatorTester() |
| 1384 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1385 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1386 | .padding(1) |
| 1387 | .kernel_size(3, 3) |
| 1388 | .dilation_width(3) |
| 1389 | .stride_width(2) |
| 1390 | .group_input_channels(23) |
| 1391 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1392 | .iterations(3) |
| 1393 | .TestQ8(); |
| 1394 | } |
| 1395 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1396 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1397 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1398 | DeconvolutionOperatorTester() |
| 1399 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1400 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1401 | .padding(1) |
| 1402 | .kernel_size(3, 3) |
| 1403 | .group_input_channels(23) |
| 1404 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1405 | .input_pixel_stride(28) |
| 1406 | .iterations(3) |
| 1407 | .TestQ8(); |
| 1408 | } |
| 1409 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1410 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1411 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1412 | DeconvolutionOperatorTester() |
| 1413 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1414 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1415 | .padding(1) |
| 1416 | .kernel_size(3, 3) |
| 1417 | .group_input_channels(23) |
| 1418 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1419 | .output_pixel_stride(xnn_params.q8.gemm.nr * 2 + 13) |
| 1420 | .iterations(3) |
| 1421 | .TestQ8(); |
| 1422 | } |
| 1423 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1424 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1425 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1426 | DeconvolutionOperatorTester() |
| 1427 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1428 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1429 | .padding(1) |
| 1430 | .kernel_size(3, 3) |
| 1431 | .group_input_channels(23) |
| 1432 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1433 | .qmin(128) |
| 1434 | .iterations(3) |
| 1435 | .TestQ8(); |
| 1436 | } |
| 1437 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1438 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1439 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1440 | DeconvolutionOperatorTester() |
| 1441 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1442 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1443 | .padding(1) |
| 1444 | .kernel_size(3, 3) |
| 1445 | .group_input_channels(23) |
| 1446 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 1447 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1448 | .iterations(3) |
| 1449 | .TestQ8(); |
| 1450 | } |
| 1451 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1452 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1453 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 1454 | DeconvolutionOperatorTester() |
| 1455 | .has_bias(false) |
| 1456 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1457 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 1458 | .padding(1) |
| 1459 | .kernel_size(3, 3) |
| 1460 | .group_input_channels(23) |
| 1461 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1462 | .iterations(3) |
| 1463 | .TestQ8(); |
| 1464 | } |
| 1465 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1466 | /**************************** CONV path, grouped, batched ****************************/ |
| 1467 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1468 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1469 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1470 | DeconvolutionOperatorTester() |
| 1471 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1472 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1473 | .padding(1) |
| 1474 | .kernel_size(3, 3) |
| 1475 | .groups(2) |
| 1476 | .group_input_channels(15) |
| 1477 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1478 | .iterations(3) |
| 1479 | .TestQ8(); |
| 1480 | } |
| 1481 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1482 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1483 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1484 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 1485 | DeconvolutionOperatorTester() |
| 1486 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1487 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1488 | .padding_width(1) |
| 1489 | .kernel_size(kernel_height, 3) |
| 1490 | .groups(2) |
| 1491 | .group_input_channels(17) |
| 1492 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1493 | .iterations(3) |
| 1494 | .TestQ8(); |
| 1495 | } |
| 1496 | } |
| 1497 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1498 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1499 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1500 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 1501 | DeconvolutionOperatorTester() |
| 1502 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1503 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1504 | .padding_height(1) |
| 1505 | .kernel_size(3, kernel_width) |
| 1506 | .groups(2) |
| 1507 | .group_input_channels(17) |
| 1508 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1509 | .iterations(3) |
| 1510 | .TestQ8(); |
| 1511 | } |
| 1512 | } |
| 1513 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1514 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1515 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1516 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 1517 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 1518 | DeconvolutionOperatorTester() |
| 1519 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1520 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1521 | .padding_width(1) |
| 1522 | .padding_top(padding_top) |
| 1523 | .padding_bottom(padding_bottom) |
| 1524 | .kernel_size(3, 3) |
| 1525 | .groups(2) |
| 1526 | .group_input_channels(15) |
| 1527 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1528 | .iterations(1) |
| 1529 | .TestQ8(); |
| 1530 | } |
| 1531 | } |
| 1532 | } |
| 1533 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1534 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1535 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1536 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 1537 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 1538 | DeconvolutionOperatorTester() |
| 1539 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1540 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1541 | .padding_height(1) |
| 1542 | .padding_left(padding_left) |
| 1543 | .padding_right(padding_right) |
| 1544 | .kernel_size(3, 3) |
| 1545 | .groups(2) |
| 1546 | .group_input_channels(15) |
| 1547 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1548 | .iterations(1) |
| 1549 | .TestQ8(); |
| 1550 | } |
| 1551 | } |
| 1552 | } |
| 1553 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1554 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1555 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1556 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 1557 | DeconvolutionOperatorTester() |
| 1558 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1559 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1560 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 1561 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1562 | .adjustment_height(adjustment_height) |
| 1563 | .kernel_size(3, 3) |
| 1564 | .groups(2) |
| 1565 | .group_input_channels(15) |
| 1566 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1567 | .iterations(1) |
| 1568 | .TestQ8(); |
| 1569 | } |
| 1570 | } |
| 1571 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1572 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1573 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1574 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 1575 | DeconvolutionOperatorTester() |
| 1576 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1577 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1578 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 1579 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1580 | .adjustment_width(adjustment_width) |
| 1581 | .kernel_size(3, 3) |
| 1582 | .groups(2) |
| 1583 | .group_input_channels(15) |
| 1584 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1585 | .iterations(1) |
| 1586 | .TestQ8(); |
| 1587 | } |
| 1588 | } |
| 1589 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1590 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1591 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1592 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1593 | DeconvolutionOperatorTester() |
| 1594 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1595 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1596 | .padding(1) |
| 1597 | .kernel_size(3, 3) |
| 1598 | .groups(2) |
| 1599 | .group_input_channels(15) |
| 1600 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1601 | .iterations(1) |
| 1602 | .TestQ8(); |
| 1603 | } |
| 1604 | } |
| 1605 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1606 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1607 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1608 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1609 | DeconvolutionOperatorTester() |
| 1610 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1611 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1612 | .padding(1) |
| 1613 | .kernel_size(3, 3) |
| 1614 | .groups(2) |
| 1615 | .group_input_channels(15) |
| 1616 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1617 | .iterations(1) |
| 1618 | .TestQ8(); |
| 1619 | } |
| 1620 | } |
| 1621 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1622 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1623 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1624 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 1625 | DeconvolutionOperatorTester() |
| 1626 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1627 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1628 | .padding(1) |
| 1629 | .kernel_size(3, 3) |
| 1630 | .groups(2) |
| 1631 | .group_input_channels(input_channels) |
| 1632 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1633 | .iterations(1) |
| 1634 | .TestQ8(); |
| 1635 | } |
| 1636 | } |
| 1637 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1638 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1639 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1640 | for (size_t output_channels = 1; output_channels <= xnn_params.q8.gemm.nr * 2; output_channels *= 2) { |
| 1641 | DeconvolutionOperatorTester() |
| 1642 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1643 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1644 | .padding(1) |
| 1645 | .kernel_size(3, 3) |
| 1646 | .groups(2) |
| 1647 | .group_input_channels(23) |
| 1648 | .group_output_channels(output_channels) |
| 1649 | .iterations(1) |
| 1650 | .TestQ8(); |
| 1651 | } |
| 1652 | } |
| 1653 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1654 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1655 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1656 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 1657 | DeconvolutionOperatorTester() |
| 1658 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1659 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1660 | .padding(1) |
| 1661 | .kernel_size(3, 3) |
| 1662 | .dilation_height(dilation_height) |
| 1663 | .groups(2) |
| 1664 | .group_input_channels(23) |
| 1665 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1666 | .iterations(3) |
| 1667 | .TestQ8(); |
| 1668 | } |
| 1669 | } |
| 1670 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1671 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1672 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1673 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 1674 | DeconvolutionOperatorTester() |
| 1675 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1676 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1677 | .padding(1) |
| 1678 | .kernel_size(3, 3) |
| 1679 | .dilation_width(dilation_width) |
| 1680 | .groups(2) |
| 1681 | .group_input_channels(23) |
| 1682 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1683 | .iterations(3) |
| 1684 | .TestQ8(); |
| 1685 | } |
| 1686 | } |
| 1687 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1688 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1689 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1690 | DeconvolutionOperatorTester() |
| 1691 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1692 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1693 | .padding(1) |
| 1694 | .kernel_size(3, 3) |
| 1695 | .dilation_height(3) |
| 1696 | .stride_width(2) |
| 1697 | .groups(2) |
| 1698 | .group_input_channels(23) |
| 1699 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1700 | .iterations(3) |
| 1701 | .TestQ8(); |
| 1702 | } |
| 1703 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1704 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1705 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1706 | DeconvolutionOperatorTester() |
| 1707 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1708 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1709 | .padding(1) |
| 1710 | .kernel_size(3, 3) |
| 1711 | .dilation_width(3) |
| 1712 | .stride_width(2) |
| 1713 | .groups(2) |
| 1714 | .group_input_channels(23) |
| 1715 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1716 | .iterations(3) |
| 1717 | .TestQ8(); |
| 1718 | } |
| 1719 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1720 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1721 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1722 | DeconvolutionOperatorTester() |
| 1723 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1724 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1725 | .padding(1) |
| 1726 | .kernel_size(3, 3) |
| 1727 | .groups(2) |
| 1728 | .group_input_channels(23) |
| 1729 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1730 | .input_pixel_stride(47) |
| 1731 | .iterations(3) |
| 1732 | .TestQ8(); |
| 1733 | } |
| 1734 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1735 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1736 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1737 | DeconvolutionOperatorTester() |
| 1738 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1739 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1740 | .padding(1) |
| 1741 | .kernel_size(3, 3) |
| 1742 | .groups(2) |
| 1743 | .group_input_channels(23) |
| 1744 | .group_output_channels(xnn_params.q8.gemm.nr + 3) |
| 1745 | .output_pixel_stride(xnn_params.q8.gemm.nr * 2 + 13) |
| 1746 | .iterations(3) |
| 1747 | .TestQ8(); |
| 1748 | } |
| 1749 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1750 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1751 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1752 | DeconvolutionOperatorTester() |
| 1753 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1754 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1755 | .padding(1) |
| 1756 | .kernel_size(3, 3) |
| 1757 | .groups(2) |
| 1758 | .group_input_channels(23) |
| 1759 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1760 | .qmin(128) |
| 1761 | .iterations(3) |
| 1762 | .TestQ8(); |
| 1763 | } |
| 1764 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1765 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1766 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1767 | DeconvolutionOperatorTester() |
| 1768 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1769 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1770 | .padding(1) |
| 1771 | .kernel_size(3, 3) |
| 1772 | .groups(2) |
| 1773 | .group_input_channels(23) |
| 1774 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 1775 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1776 | .iterations(3) |
| 1777 | .TestQ8(); |
| 1778 | } |
| 1779 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1780 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1781 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 1782 | DeconvolutionOperatorTester() |
| 1783 | .has_bias(false) |
| 1784 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1785 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 1786 | .padding(1) |
| 1787 | .kernel_size(3, 3) |
| 1788 | .groups(2) |
| 1789 | .group_input_channels(23) |
| 1790 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1791 | .iterations(3) |
| 1792 | .TestQ8(); |
| 1793 | } |
| 1794 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1795 | /**************************** CONV path, setup ****************************/ |
| 1796 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1797 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_setup_changing_batch) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1798 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1799 | DeconvolutionOperatorTester() |
| 1800 | .batch_size(2) |
| 1801 | .next_batch_size(5) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1802 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1803 | .kernel_height(3) |
| 1804 | .kernel_width(5) |
| 1805 | .groups(2) |
| 1806 | .group_input_channels(15) |
| 1807 | .group_output_channels(17) |
| 1808 | .TestSetupQ8(); |
| 1809 | } |
| 1810 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1811 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_setup_changing_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1812 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1813 | DeconvolutionOperatorTester() |
| 1814 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1815 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1816 | .next_input_height(kUnstridedInputHeight + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1817 | .kernel_height(3) |
| 1818 | .kernel_width(5) |
| 1819 | .groups(2) |
| 1820 | .group_input_channels(15) |
| 1821 | .group_output_channels(17) |
| 1822 | .TestSetupQ8(); |
| 1823 | } |
| 1824 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1825 | TEST(DECONVOLUTION_NHWC_Q8, 3x3_setup_changing_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1826 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1827 | DeconvolutionOperatorTester() |
| 1828 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1829 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1830 | .next_input_width(kUnstridedInputWidth + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1831 | .kernel_height(3) |
| 1832 | .kernel_width(5) |
| 1833 | .groups(2) |
| 1834 | .group_input_channels(15) |
| 1835 | .group_output_channels(17) |
| 1836 | .TestSetupQ8(); |
| 1837 | } |
| 1838 | |
| 1839 | /**************************** SUBCONV2D path ****************************/ |
| 1840 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1841 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1842 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1843 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1844 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1845 | .padding(1) |
| 1846 | .kernel_size(3, 3) |
| 1847 | .stride(2) |
| 1848 | .group_input_channels(15) |
| 1849 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1850 | .iterations(3) |
| 1851 | .TestQ8(); |
| 1852 | } |
| 1853 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1854 | TEST(DECONVOLUTION_NHWC_Q8, Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1855 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1856 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 1857 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1858 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1859 | .padding_width(1) |
| 1860 | .kernel_size(kernel_height, 3) |
| 1861 | .stride(2) |
| 1862 | .group_input_channels(17) |
| 1863 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1864 | .iterations(3) |
| 1865 | .TestQ8(); |
| 1866 | } |
| 1867 | } |
| 1868 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1869 | TEST(DECONVOLUTION_NHWC_Q8, 3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1870 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1871 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 1872 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1873 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1874 | .padding_height(1) |
| 1875 | .kernel_size(3, kernel_width) |
| 1876 | .stride(2) |
| 1877 | .group_input_channels(17) |
| 1878 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1879 | .iterations(3) |
| 1880 | .TestQ8(); |
| 1881 | } |
| 1882 | } |
| 1883 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1884 | TEST(DECONVOLUTION_NHWC_Q8, 3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1885 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1886 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 1887 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1888 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1889 | .padding(1) |
| 1890 | .padding_width(1) |
| 1891 | .kernel_size(3, 3) |
| 1892 | .stride_height(stride_height) |
| 1893 | .group_input_channels(17) |
| 1894 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1895 | .iterations(3) |
| 1896 | .TestQ8(); |
| 1897 | } |
| 1898 | } |
| 1899 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1900 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1901 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1902 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 1903 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1904 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1905 | .padding(1) |
| 1906 | .padding_width(1) |
| 1907 | .kernel_size(3, 3) |
| 1908 | .stride_width(stride_width) |
| 1909 | .group_input_channels(17) |
| 1910 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1911 | .iterations(3) |
| 1912 | .TestQ8(); |
| 1913 | } |
| 1914 | } |
| 1915 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1916 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1917 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1918 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 1919 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 1920 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1921 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1922 | .padding_width(1) |
| 1923 | .padding_top(padding_top) |
| 1924 | .padding_bottom(padding_bottom) |
| 1925 | .kernel_size(3, 3) |
| 1926 | .stride(2) |
| 1927 | .group_input_channels(15) |
| 1928 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1929 | .iterations(1) |
| 1930 | .TestQ8(); |
| 1931 | } |
| 1932 | } |
| 1933 | } |
| 1934 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1935 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1936 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1937 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 1938 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 1939 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1940 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1941 | .padding_height(1) |
| 1942 | .padding_left(padding_left) |
| 1943 | .padding_right(padding_right) |
| 1944 | .kernel_size(3, 3) |
| 1945 | .stride(2) |
| 1946 | .group_input_channels(15) |
| 1947 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1948 | .iterations(1) |
| 1949 | .TestQ8(); |
| 1950 | } |
| 1951 | } |
| 1952 | } |
| 1953 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1954 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1955 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 1956 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1957 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1958 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1959 | .padding(1) |
| 1960 | .adjustment_height(adjustment_height) |
| 1961 | .kernel_size(3, 3) |
| 1962 | .stride(2) |
| 1963 | .group_input_channels(15) |
| 1964 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1965 | .iterations(1) |
| 1966 | .TestQ8(); |
| 1967 | } |
| 1968 | } |
| 1969 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1970 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1971 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 1972 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1973 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1974 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1975 | .padding(1) |
| 1976 | .adjustment_width(adjustment_width) |
| 1977 | .kernel_size(3, 3) |
| 1978 | .stride(2) |
| 1979 | .group_input_channels(15) |
| 1980 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1981 | .iterations(1) |
| 1982 | .TestQ8(); |
| 1983 | } |
| 1984 | } |
| 1985 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 1986 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 1987 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1988 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1989 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 1990 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1991 | .padding(1) |
| 1992 | .kernel_size(3, 3) |
| 1993 | .stride(2) |
| 1994 | .group_input_channels(15) |
| 1995 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 1996 | .iterations(1) |
| 1997 | .TestQ8(); |
| 1998 | } |
| 1999 | } |
| 2000 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2001 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2002 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2003 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2004 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2005 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2006 | .padding(1) |
| 2007 | .kernel_size(3, 3) |
| 2008 | .stride(2) |
| 2009 | .group_input_channels(15) |
| 2010 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2011 | .iterations(1) |
| 2012 | .TestQ8(); |
| 2013 | } |
| 2014 | } |
| 2015 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2016 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2017 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2018 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 2019 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2020 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2021 | .padding(1) |
| 2022 | .kernel_size(3, 3) |
| 2023 | .stride(2) |
| 2024 | .group_input_channels(input_channels) |
| 2025 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2026 | .iterations(1) |
| 2027 | .TestQ8(); |
| 2028 | } |
| 2029 | } |
| 2030 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2031 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2032 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2033 | for (size_t output_channels = 1; output_channels <= xnn_params.q8.gemm.nr * 2; output_channels *= 2) { |
| 2034 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2035 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2036 | .padding(1) |
| 2037 | .kernel_size(3, 3) |
| 2038 | .stride(2) |
| 2039 | .group_input_channels(23) |
| 2040 | .group_output_channels(output_channels) |
| 2041 | .iterations(1) |
| 2042 | .TestQ8(); |
| 2043 | } |
| 2044 | } |
| 2045 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2046 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2047 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2048 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2049 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2050 | .padding(1) |
| 2051 | .kernel_size(3, 3) |
| 2052 | .stride(2) |
| 2053 | .group_input_channels(23) |
| 2054 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2055 | .input_pixel_stride(28) |
| 2056 | .iterations(3) |
| 2057 | .TestQ8(); |
| 2058 | } |
| 2059 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2060 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2061 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2062 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2063 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2064 | .padding(1) |
| 2065 | .kernel_size(3, 3) |
| 2066 | .stride(2) |
| 2067 | .group_input_channels(23) |
| 2068 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2069 | .output_pixel_stride(xnn_params.q8.gemm.nr * 2 + 13) |
| 2070 | .iterations(3) |
| 2071 | .TestQ8(); |
| 2072 | } |
| 2073 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2074 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2075 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2076 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2077 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2078 | .padding(1) |
| 2079 | .kernel_size(3, 3) |
| 2080 | .stride(2) |
| 2081 | .group_input_channels(23) |
| 2082 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2083 | .qmin(128) |
| 2084 | .iterations(3) |
| 2085 | .TestQ8(); |
| 2086 | } |
| 2087 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2088 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2089 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2090 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2091 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2092 | .padding(1) |
| 2093 | .kernel_size(3, 3) |
| 2094 | .stride(2) |
| 2095 | .group_input_channels(23) |
| 2096 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 2097 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2098 | .iterations(3) |
| 2099 | .TestQ8(); |
| 2100 | } |
| 2101 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2102 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2103 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2104 | DeconvolutionOperatorTester() |
| 2105 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2106 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2107 | .padding(1) |
| 2108 | .kernel_size(3, 3) |
| 2109 | .stride(2) |
| 2110 | .group_input_channels(23) |
| 2111 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2112 | .iterations(3) |
| 2113 | .TestQ8(); |
| 2114 | } |
| 2115 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2116 | /**************************** SUBCONV2D path, grouped ****************************/ |
| 2117 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2118 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2119 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2120 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2121 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2122 | .padding(1) |
| 2123 | .kernel_size(3, 3) |
| 2124 | .stride(2) |
| 2125 | .groups(2) |
| 2126 | .group_input_channels(17) |
| 2127 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2128 | .iterations(3) |
| 2129 | .TestQ8(); |
| 2130 | } |
| 2131 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2132 | TEST(DECONVOLUTION_NHWC_Q8, grouped_Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2133 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2134 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 2135 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2136 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2137 | .padding_width(1) |
| 2138 | .kernel_size(kernel_height, 3) |
| 2139 | .stride(2) |
| 2140 | .groups(2) |
| 2141 | .group_input_channels(17) |
| 2142 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2143 | .iterations(3) |
| 2144 | .TestQ8(); |
| 2145 | } |
| 2146 | } |
| 2147 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2148 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2149 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2150 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 2151 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2152 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2153 | .padding_height(1) |
| 2154 | .kernel_size(3, kernel_width) |
| 2155 | .stride(2) |
| 2156 | .groups(2) |
| 2157 | .group_input_channels(17) |
| 2158 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2159 | .iterations(3) |
| 2160 | .TestQ8(); |
| 2161 | } |
| 2162 | } |
| 2163 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2164 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2165 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2166 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 2167 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2168 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2169 | .padding(1) |
| 2170 | .padding_width(1) |
| 2171 | .kernel_size(3, 3) |
| 2172 | .stride_height(stride_height) |
| 2173 | .groups(2) |
| 2174 | .group_input_channels(17) |
| 2175 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2176 | .iterations(3) |
| 2177 | .TestQ8(); |
| 2178 | } |
| 2179 | } |
| 2180 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2181 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2182 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2183 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 2184 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2185 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2186 | .padding(1) |
| 2187 | .padding_width(1) |
| 2188 | .kernel_size(3, 3) |
| 2189 | .stride_width(stride_width) |
| 2190 | .groups(2) |
| 2191 | .group_input_channels(17) |
| 2192 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2193 | .iterations(3) |
| 2194 | .TestQ8(); |
| 2195 | } |
| 2196 | } |
| 2197 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2198 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2199 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2200 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 2201 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 2202 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2203 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2204 | .padding_width(1) |
| 2205 | .padding_top(padding_top) |
| 2206 | .padding_bottom(padding_bottom) |
| 2207 | .kernel_size(3, 3) |
| 2208 | .stride(2) |
| 2209 | .groups(2) |
| 2210 | .group_input_channels(17) |
| 2211 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2212 | .iterations(1) |
| 2213 | .TestQ8(); |
| 2214 | } |
| 2215 | } |
| 2216 | } |
| 2217 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2218 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2219 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2220 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 2221 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 2222 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2223 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2224 | .padding_height(1) |
| 2225 | .padding_left(padding_left) |
| 2226 | .padding_right(padding_right) |
| 2227 | .kernel_size(3, 3) |
| 2228 | .stride(2) |
| 2229 | .groups(2) |
| 2230 | .group_input_channels(17) |
| 2231 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2232 | .iterations(1) |
| 2233 | .TestQ8(); |
| 2234 | } |
| 2235 | } |
| 2236 | } |
| 2237 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2238 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2239 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 2240 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2241 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2242 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2243 | .padding(1) |
| 2244 | .adjustment_height(adjustment_height) |
| 2245 | .kernel_size(3, 3) |
| 2246 | .stride(2) |
| 2247 | .groups(2) |
| 2248 | .group_input_channels(17) |
| 2249 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2250 | .iterations(1) |
| 2251 | .TestQ8(); |
| 2252 | } |
| 2253 | } |
| 2254 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2255 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2256 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 2257 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2258 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2259 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2260 | .padding(1) |
| 2261 | .adjustment_width(adjustment_width) |
| 2262 | .kernel_size(3, 3) |
| 2263 | .stride(2) |
| 2264 | .groups(2) |
| 2265 | .group_input_channels(17) |
| 2266 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2267 | .iterations(1) |
| 2268 | .TestQ8(); |
| 2269 | } |
| 2270 | } |
| 2271 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2272 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2273 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2274 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2275 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2276 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2277 | .padding(1) |
| 2278 | .kernel_size(3, 3) |
| 2279 | .stride(2) |
| 2280 | .groups(2) |
| 2281 | .group_input_channels(17) |
| 2282 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2283 | .iterations(1) |
| 2284 | .TestQ8(); |
| 2285 | } |
| 2286 | } |
| 2287 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2288 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2289 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2290 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2291 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2292 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2293 | .padding(1) |
| 2294 | .kernel_size(3, 3) |
| 2295 | .stride(2) |
| 2296 | .groups(2) |
| 2297 | .group_input_channels(17) |
| 2298 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2299 | .iterations(1) |
| 2300 | .TestQ8(); |
| 2301 | } |
| 2302 | } |
| 2303 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2304 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2305 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2306 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 2307 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2308 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2309 | .padding(1) |
| 2310 | .kernel_size(3, 3) |
| 2311 | .stride(2) |
| 2312 | .groups(2) |
| 2313 | .group_input_channels(input_channels) |
| 2314 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2315 | .iterations(1) |
| 2316 | .TestQ8(); |
| 2317 | } |
| 2318 | } |
| 2319 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2320 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2321 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2322 | for (size_t output_channels = 1; output_channels <= xnn_params.q8.gemm.nr * 2; output_channels *= 2) { |
| 2323 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2324 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2325 | .padding(1) |
| 2326 | .kernel_size(3, 3) |
| 2327 | .stride(2) |
| 2328 | .groups(2) |
| 2329 | .group_input_channels(17) |
| 2330 | .group_output_channels(output_channels) |
| 2331 | .iterations(1) |
| 2332 | .TestQ8(); |
| 2333 | } |
| 2334 | } |
| 2335 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2336 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2337 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2338 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2339 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2340 | .padding(1) |
| 2341 | .kernel_size(3, 3) |
| 2342 | .stride(2) |
| 2343 | .groups(2) |
| 2344 | .group_input_channels(17) |
| 2345 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2346 | .input_pixel_stride(37) |
| 2347 | .iterations(3) |
| 2348 | .TestQ8(); |
| 2349 | } |
| 2350 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2351 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2352 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2353 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2354 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2355 | .padding(1) |
| 2356 | .kernel_size(3, 3) |
| 2357 | .stride(2) |
| 2358 | .groups(2) |
| 2359 | .group_input_channels(17) |
| 2360 | .group_output_channels(xnn_params.q8.gemm.nr + 3) |
| 2361 | .output_pixel_stride(xnn_params.q8.gemm.nr * 2 + 13) |
| 2362 | .iterations(3) |
| 2363 | .TestQ8(); |
| 2364 | } |
| 2365 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2366 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2367 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2368 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2369 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2370 | .padding(1) |
| 2371 | .kernel_size(3, 3) |
| 2372 | .stride(2) |
| 2373 | .groups(2) |
| 2374 | .group_input_channels(17) |
| 2375 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2376 | .qmin(128) |
| 2377 | .iterations(3) |
| 2378 | .TestQ8(); |
| 2379 | } |
| 2380 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2381 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2382 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2383 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2384 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2385 | .padding(1) |
| 2386 | .kernel_size(3, 3) |
| 2387 | .stride(2) |
| 2388 | .groups(2) |
| 2389 | .group_input_channels(17) |
| 2390 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 2391 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2392 | .iterations(3) |
| 2393 | .TestQ8(); |
| 2394 | } |
| 2395 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2396 | TEST(DECONVOLUTION_NHWC_Q8, grouped_3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2397 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2398 | DeconvolutionOperatorTester() |
| 2399 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2400 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2401 | .padding(1) |
| 2402 | .kernel_size(3, 3) |
| 2403 | .stride(2) |
| 2404 | .groups(2) |
| 2405 | .group_input_channels(17) |
| 2406 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2407 | .iterations(3) |
| 2408 | .TestQ8(); |
| 2409 | } |
| 2410 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2411 | /**************************** SUBCONV2D path, batched ****************************/ |
| 2412 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2413 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2414 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2415 | DeconvolutionOperatorTester() |
| 2416 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2417 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2418 | .padding(1) |
| 2419 | .kernel_size(3, 3) |
| 2420 | .stride(2) |
| 2421 | .group_input_channels(15) |
| 2422 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2423 | .iterations(3) |
| 2424 | .TestQ8(); |
| 2425 | } |
| 2426 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2427 | TEST(DECONVOLUTION_NHWC_Q8, batched_Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2428 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2429 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 2430 | DeconvolutionOperatorTester() |
| 2431 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2432 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2433 | .padding_width(1) |
| 2434 | .kernel_size(kernel_height, 3) |
| 2435 | .stride(2) |
| 2436 | .group_input_channels(17) |
| 2437 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2438 | .iterations(3) |
| 2439 | .TestQ8(); |
| 2440 | } |
| 2441 | } |
| 2442 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2443 | TEST(DECONVOLUTION_NHWC_Q8, batched_3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2444 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2445 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 2446 | DeconvolutionOperatorTester() |
| 2447 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2448 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2449 | .padding_height(1) |
| 2450 | .kernel_size(3, kernel_width) |
| 2451 | .stride(2) |
| 2452 | .group_input_channels(17) |
| 2453 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2454 | .iterations(3) |
| 2455 | .TestQ8(); |
| 2456 | } |
| 2457 | } |
| 2458 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2459 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2460 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2461 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 2462 | DeconvolutionOperatorTester() |
| 2463 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2464 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2465 | .padding(1) |
| 2466 | .padding_width(1) |
| 2467 | .kernel_size(3, 3) |
| 2468 | .stride_height(stride_height) |
| 2469 | .group_input_channels(17) |
| 2470 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2471 | .iterations(3) |
| 2472 | .TestQ8(); |
| 2473 | } |
| 2474 | } |
| 2475 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2476 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2477 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2478 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 2479 | DeconvolutionOperatorTester() |
| 2480 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2481 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2482 | .padding(1) |
| 2483 | .padding_width(1) |
| 2484 | .kernel_size(3, 3) |
| 2485 | .stride_width(stride_width) |
| 2486 | .group_input_channels(17) |
| 2487 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2488 | .iterations(3) |
| 2489 | .TestQ8(); |
| 2490 | } |
| 2491 | } |
| 2492 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2493 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2494 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2495 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 2496 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 2497 | DeconvolutionOperatorTester() |
| 2498 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2499 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2500 | .padding_width(1) |
| 2501 | .padding_top(padding_top) |
| 2502 | .padding_bottom(padding_bottom) |
| 2503 | .kernel_size(3, 3) |
| 2504 | .stride(2) |
| 2505 | .group_input_channels(15) |
| 2506 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2507 | .iterations(1) |
| 2508 | .TestQ8(); |
| 2509 | } |
| 2510 | } |
| 2511 | } |
| 2512 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2513 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2514 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2515 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 2516 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 2517 | DeconvolutionOperatorTester() |
| 2518 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2519 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2520 | .padding_height(1) |
| 2521 | .padding_left(padding_left) |
| 2522 | .padding_right(padding_right) |
| 2523 | .kernel_size(3, 3) |
| 2524 | .stride(2) |
| 2525 | .group_input_channels(15) |
| 2526 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2527 | .iterations(1) |
| 2528 | .TestQ8(); |
| 2529 | } |
| 2530 | } |
| 2531 | } |
| 2532 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2533 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2534 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 2535 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2536 | DeconvolutionOperatorTester() |
| 2537 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2538 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2539 | .padding(1) |
| 2540 | .adjustment_height(adjustment_height) |
| 2541 | .kernel_size(3, 3) |
| 2542 | .stride(2) |
| 2543 | .group_input_channels(15) |
| 2544 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2545 | .iterations(1) |
| 2546 | .TestQ8(); |
| 2547 | } |
| 2548 | } |
| 2549 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2550 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2551 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 2552 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2553 | DeconvolutionOperatorTester() |
| 2554 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2555 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2556 | .padding(1) |
| 2557 | .adjustment_width(adjustment_width) |
| 2558 | .kernel_size(3, 3) |
| 2559 | .stride(2) |
| 2560 | .group_input_channels(15) |
| 2561 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2562 | .iterations(1) |
| 2563 | .TestQ8(); |
| 2564 | } |
| 2565 | } |
| 2566 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2567 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2568 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2569 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2570 | DeconvolutionOperatorTester() |
| 2571 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2572 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2573 | .padding(1) |
| 2574 | .kernel_size(3, 3) |
| 2575 | .stride(2) |
| 2576 | .group_input_channels(15) |
| 2577 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2578 | .iterations(1) |
| 2579 | .TestQ8(); |
| 2580 | } |
| 2581 | } |
| 2582 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2583 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2584 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2585 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2586 | DeconvolutionOperatorTester() |
| 2587 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2588 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2589 | .padding(1) |
| 2590 | .kernel_size(3, 3) |
| 2591 | .stride(2) |
| 2592 | .group_input_channels(15) |
| 2593 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2594 | .iterations(1) |
| 2595 | .TestQ8(); |
| 2596 | } |
| 2597 | } |
| 2598 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2599 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2600 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2601 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 2602 | DeconvolutionOperatorTester() |
| 2603 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2604 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2605 | .padding(1) |
| 2606 | .kernel_size(3, 3) |
| 2607 | .stride(2) |
| 2608 | .group_input_channels(input_channels) |
| 2609 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2610 | .iterations(1) |
| 2611 | .TestQ8(); |
| 2612 | } |
| 2613 | } |
| 2614 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2615 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2616 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2617 | for (size_t output_channels = 1; output_channels <= xnn_params.q8.gemm.nr * 2; output_channels *= 2) { |
| 2618 | DeconvolutionOperatorTester() |
| 2619 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2620 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2621 | .padding(1) |
| 2622 | .kernel_size(3, 3) |
| 2623 | .stride(2) |
| 2624 | .group_input_channels(23) |
| 2625 | .group_output_channels(output_channels) |
| 2626 | .iterations(1) |
| 2627 | .TestQ8(); |
| 2628 | } |
| 2629 | } |
| 2630 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2631 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2632 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2633 | DeconvolutionOperatorTester() |
| 2634 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2635 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2636 | .padding(1) |
| 2637 | .kernel_size(3, 3) |
| 2638 | .stride(2) |
| 2639 | .group_input_channels(23) |
| 2640 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2641 | .input_pixel_stride(28) |
| 2642 | .iterations(3) |
| 2643 | .TestQ8(); |
| 2644 | } |
| 2645 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2646 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2647 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2648 | DeconvolutionOperatorTester() |
| 2649 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2650 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2651 | .padding(1) |
| 2652 | .kernel_size(3, 3) |
| 2653 | .stride(2) |
| 2654 | .group_input_channels(23) |
| 2655 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2656 | .output_pixel_stride(xnn_params.q8.gemm.nr * 2 + 13) |
| 2657 | .iterations(3) |
| 2658 | .TestQ8(); |
| 2659 | } |
| 2660 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2661 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2662 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2663 | DeconvolutionOperatorTester() |
| 2664 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2665 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2666 | .padding(1) |
| 2667 | .kernel_size(3, 3) |
| 2668 | .stride(2) |
| 2669 | .group_input_channels(23) |
| 2670 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2671 | .qmin(128) |
| 2672 | .iterations(3) |
| 2673 | .TestQ8(); |
| 2674 | } |
| 2675 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2676 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2677 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2678 | DeconvolutionOperatorTester() |
| 2679 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2680 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2681 | .padding(1) |
| 2682 | .kernel_size(3, 3) |
| 2683 | .stride(2) |
| 2684 | .group_input_channels(23) |
| 2685 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 2686 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2687 | .iterations(3) |
| 2688 | .TestQ8(); |
| 2689 | } |
| 2690 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2691 | TEST(DECONVOLUTION_NHWC_Q8, batched_3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2692 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2693 | DeconvolutionOperatorTester() |
| 2694 | .has_bias(false) |
| 2695 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2696 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2697 | .padding(1) |
| 2698 | .kernel_size(3, 3) |
| 2699 | .stride(2) |
| 2700 | .group_input_channels(23) |
| 2701 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2702 | .iterations(3) |
| 2703 | .TestQ8(); |
| 2704 | } |
| 2705 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2706 | /**************************** SUBCONV2D path, grouped, batched ****************************/ |
| 2707 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2708 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2709 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2710 | DeconvolutionOperatorTester() |
| 2711 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2712 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2713 | .padding(1) |
| 2714 | .kernel_size(3, 3) |
| 2715 | .stride(2) |
| 2716 | .groups(2) |
| 2717 | .group_input_channels(17) |
| 2718 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2719 | .iterations(3) |
| 2720 | .TestQ8(); |
| 2721 | } |
| 2722 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2723 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2724 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2725 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 2726 | DeconvolutionOperatorTester() |
| 2727 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2728 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2729 | .padding_width(1) |
| 2730 | .kernel_size(kernel_height, 3) |
| 2731 | .stride(2) |
| 2732 | .groups(2) |
| 2733 | .group_input_channels(17) |
| 2734 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2735 | .iterations(3) |
| 2736 | .TestQ8(); |
| 2737 | } |
| 2738 | } |
| 2739 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2740 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2741 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2742 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 2743 | DeconvolutionOperatorTester() |
| 2744 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2745 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2746 | .padding_height(1) |
| 2747 | .kernel_size(3, kernel_width) |
| 2748 | .stride(2) |
| 2749 | .groups(2) |
| 2750 | .group_input_channels(17) |
| 2751 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2752 | .iterations(3) |
| 2753 | .TestQ8(); |
| 2754 | } |
| 2755 | } |
| 2756 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2757 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2758 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2759 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 2760 | DeconvolutionOperatorTester() |
| 2761 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2762 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2763 | .padding(1) |
| 2764 | .padding_width(1) |
| 2765 | .kernel_size(3, 3) |
| 2766 | .stride_height(stride_height) |
| 2767 | .groups(2) |
| 2768 | .group_input_channels(17) |
| 2769 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2770 | .iterations(3) |
| 2771 | .TestQ8(); |
| 2772 | } |
| 2773 | } |
| 2774 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2775 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2776 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2777 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 2778 | DeconvolutionOperatorTester() |
| 2779 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2780 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2781 | .padding(1) |
| 2782 | .padding_width(1) |
| 2783 | .kernel_size(3, 3) |
| 2784 | .stride_width(stride_width) |
| 2785 | .groups(2) |
| 2786 | .group_input_channels(17) |
| 2787 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2788 | .iterations(3) |
| 2789 | .TestQ8(); |
| 2790 | } |
| 2791 | } |
| 2792 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2793 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2794 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2795 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 2796 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 2797 | DeconvolutionOperatorTester() |
| 2798 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2799 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2800 | .padding_width(1) |
| 2801 | .padding_top(padding_top) |
| 2802 | .padding_bottom(padding_bottom) |
| 2803 | .kernel_size(3, 3) |
| 2804 | .stride(2) |
| 2805 | .groups(2) |
| 2806 | .group_input_channels(17) |
| 2807 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2808 | .iterations(1) |
| 2809 | .TestQ8(); |
| 2810 | } |
| 2811 | } |
| 2812 | } |
| 2813 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2814 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2815 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2816 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 2817 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 2818 | DeconvolutionOperatorTester() |
| 2819 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2820 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2821 | .padding_height(1) |
| 2822 | .padding_left(padding_left) |
| 2823 | .padding_right(padding_right) |
| 2824 | .kernel_size(3, 3) |
| 2825 | .stride(2) |
| 2826 | .groups(2) |
| 2827 | .group_input_channels(17) |
| 2828 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2829 | .iterations(1) |
| 2830 | .TestQ8(); |
| 2831 | } |
| 2832 | } |
| 2833 | } |
| 2834 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2835 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2836 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 2837 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2838 | DeconvolutionOperatorTester() |
| 2839 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2840 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2841 | .padding(1) |
| 2842 | .adjustment_height(adjustment_height) |
| 2843 | .kernel_size(3, 3) |
| 2844 | .stride(2) |
| 2845 | .groups(2) |
| 2846 | .group_input_channels(17) |
| 2847 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2848 | .iterations(1) |
| 2849 | .TestQ8(); |
| 2850 | } |
| 2851 | } |
| 2852 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2853 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2854 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 2855 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2856 | DeconvolutionOperatorTester() |
| 2857 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2858 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2859 | .padding(1) |
| 2860 | .adjustment_width(adjustment_width) |
| 2861 | .kernel_size(3, 3) |
| 2862 | .stride(2) |
| 2863 | .groups(2) |
| 2864 | .group_input_channels(17) |
| 2865 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2866 | .iterations(1) |
| 2867 | .TestQ8(); |
| 2868 | } |
| 2869 | } |
| 2870 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2871 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2872 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2873 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2874 | DeconvolutionOperatorTester() |
| 2875 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2876 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2877 | .padding(1) |
| 2878 | .kernel_size(3, 3) |
| 2879 | .stride(2) |
| 2880 | .groups(2) |
| 2881 | .group_input_channels(17) |
| 2882 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2883 | .iterations(1) |
| 2884 | .TestQ8(); |
| 2885 | } |
| 2886 | } |
| 2887 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2888 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2889 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2890 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2891 | DeconvolutionOperatorTester() |
| 2892 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2893 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2894 | .padding(1) |
| 2895 | .kernel_size(3, 3) |
| 2896 | .stride(2) |
| 2897 | .groups(2) |
| 2898 | .group_input_channels(17) |
| 2899 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2900 | .iterations(1) |
| 2901 | .TestQ8(); |
| 2902 | } |
| 2903 | } |
| 2904 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2905 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2906 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2907 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 2908 | DeconvolutionOperatorTester() |
| 2909 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2910 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2911 | .padding(1) |
| 2912 | .kernel_size(3, 3) |
| 2913 | .stride(2) |
| 2914 | .groups(2) |
| 2915 | .group_input_channels(input_channels) |
| 2916 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2917 | .iterations(1) |
| 2918 | .TestQ8(); |
| 2919 | } |
| 2920 | } |
| 2921 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2922 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2923 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2924 | for (size_t output_channels = 1; output_channels <= xnn_params.q8.gemm.nr * 2; output_channels *= 2) { |
| 2925 | DeconvolutionOperatorTester() |
| 2926 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2927 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2928 | .padding(1) |
| 2929 | .kernel_size(3, 3) |
| 2930 | .stride(2) |
| 2931 | .groups(2) |
| 2932 | .group_input_channels(17) |
| 2933 | .group_output_channels(output_channels) |
| 2934 | .iterations(1) |
| 2935 | .TestQ8(); |
| 2936 | } |
| 2937 | } |
| 2938 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2939 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2940 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2941 | DeconvolutionOperatorTester() |
| 2942 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2943 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2944 | .padding(1) |
| 2945 | .kernel_size(3, 3) |
| 2946 | .stride(2) |
| 2947 | .groups(2) |
| 2948 | .group_input_channels(17) |
| 2949 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2950 | .input_pixel_stride(37) |
| 2951 | .iterations(3) |
| 2952 | .TestQ8(); |
| 2953 | } |
| 2954 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2955 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2956 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2957 | DeconvolutionOperatorTester() |
| 2958 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2959 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2960 | .padding(1) |
| 2961 | .kernel_size(3, 3) |
| 2962 | .stride(2) |
| 2963 | .groups(2) |
| 2964 | .group_input_channels(17) |
| 2965 | .group_output_channels(xnn_params.q8.gemm.nr + 3) |
| 2966 | .output_pixel_stride(xnn_params.q8.gemm.nr * 2 + 13) |
| 2967 | .iterations(3) |
| 2968 | .TestQ8(); |
| 2969 | } |
| 2970 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2971 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2972 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2973 | DeconvolutionOperatorTester() |
| 2974 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2975 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2976 | .padding(1) |
| 2977 | .kernel_size(3, 3) |
| 2978 | .stride(2) |
| 2979 | .groups(2) |
| 2980 | .group_input_channels(17) |
| 2981 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 2982 | .qmin(128) |
| 2983 | .iterations(3) |
| 2984 | .TestQ8(); |
| 2985 | } |
| 2986 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 2987 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 2988 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2989 | DeconvolutionOperatorTester() |
| 2990 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 2991 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2992 | .padding(1) |
| 2993 | .kernel_size(3, 3) |
| 2994 | .stride(2) |
| 2995 | .groups(2) |
| 2996 | .group_input_channels(17) |
| 2997 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 2998 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2999 | .iterations(3) |
| 3000 | .TestQ8(); |
| 3001 | } |
| 3002 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3003 | TEST(DECONVOLUTION_NHWC_Q8, batched_grouped_3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3004 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3005 | DeconvolutionOperatorTester() |
| 3006 | .has_bias(false) |
| 3007 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3008 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3009 | .padding(1) |
| 3010 | .kernel_size(3, 3) |
| 3011 | .stride(2) |
| 3012 | .groups(2) |
| 3013 | .group_input_channels(17) |
| 3014 | .group_output_channels(xnn_params.q8.gemm.nr * 2 + 3) |
| 3015 | .iterations(3) |
| 3016 | .TestQ8(); |
| 3017 | } |
| 3018 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3019 | /**************************** SUBCONV2D path, setup ****************************/ |
| 3020 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3021 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_setup_changing_batch) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3022 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3023 | DeconvolutionOperatorTester() |
| 3024 | .batch_size(2) |
| 3025 | .next_batch_size(5) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3026 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3027 | .kernel_height(3) |
| 3028 | .kernel_width(5) |
| 3029 | .stride(2) |
| 3030 | .groups(2) |
| 3031 | .group_input_channels(15) |
| 3032 | .group_output_channels(17) |
| 3033 | .TestSetupQ8(); |
| 3034 | } |
| 3035 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3036 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_setup_changing_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3037 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3038 | DeconvolutionOperatorTester() |
| 3039 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3040 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3041 | .next_input_height(kStridedInputHeight + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3042 | .kernel_height(3) |
| 3043 | .kernel_width(5) |
| 3044 | .stride(2) |
| 3045 | .groups(2) |
| 3046 | .group_input_channels(15) |
| 3047 | .group_output_channels(17) |
| 3048 | .TestSetupQ8(); |
| 3049 | } |
| 3050 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3051 | TEST(DECONVOLUTION_NHWC_Q8, 3x3s2_setup_changing_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3052 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3053 | DeconvolutionOperatorTester() |
| 3054 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3055 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3056 | .next_input_width(kStridedInputWidth + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3057 | .kernel_height(3) |
| 3058 | .kernel_width(5) |
| 3059 | .stride(2) |
| 3060 | .groups(2) |
| 3061 | .group_input_channels(15) |
| 3062 | .group_output_channels(17) |
| 3063 | .TestSetupQ8(); |
| 3064 | } |
| 3065 | |
| 3066 | /**************************** Future GEMM path ****************************/ |
| 3067 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3068 | TEST(DECONVOLUTION_NHWC_F32, 1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3069 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3070 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3071 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3072 | .kernel_size(1, 1) |
| 3073 | .group_input_channels(23) |
| 3074 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3075 | .iterations(3) |
| 3076 | .TestF32(); |
| 3077 | } |
| 3078 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3079 | TEST(DECONVOLUTION_NHWC_F32, 1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3080 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3081 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3082 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3083 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3084 | .kernel_size(1, 1) |
| 3085 | .group_input_channels(23) |
| 3086 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3087 | .iterations(1) |
| 3088 | .TestF32(); |
| 3089 | } |
| 3090 | } |
| 3091 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3092 | TEST(DECONVOLUTION_NHWC_F32, 1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3093 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3094 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3095 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3096 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3097 | .kernel_size(1, 1) |
| 3098 | .group_input_channels(23) |
| 3099 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3100 | .iterations(1) |
| 3101 | .TestF32(); |
| 3102 | } |
| 3103 | } |
| 3104 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3105 | TEST(DECONVOLUTION_NHWC_F32, 1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3106 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3107 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 3108 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3109 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3110 | .kernel_size(1, 1) |
| 3111 | .group_input_channels(input_channels) |
| 3112 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3113 | .iterations(1) |
| 3114 | .TestF32(); |
| 3115 | } |
| 3116 | } |
| 3117 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3118 | TEST(DECONVOLUTION_NHWC_F32, 1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3119 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3120 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 3121 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3122 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3123 | .kernel_size(1, 1) |
| 3124 | .group_input_channels(23) |
| 3125 | .group_output_channels(output_channels) |
| 3126 | .iterations(1) |
| 3127 | .TestF32(); |
| 3128 | } |
| 3129 | } |
| 3130 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3131 | TEST(DECONVOLUTION_NHWC_F32, 1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3132 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3133 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3134 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3135 | .kernel_size(1, 1) |
| 3136 | .group_input_channels(23) |
| 3137 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3138 | .input_pixel_stride(28) |
| 3139 | .iterations(3) |
| 3140 | .TestF32(); |
| 3141 | } |
| 3142 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3143 | TEST(DECONVOLUTION_NHWC_F32, 1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3144 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3145 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3146 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3147 | .kernel_size(1, 1) |
| 3148 | .group_input_channels(23) |
| 3149 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3150 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 3151 | .iterations(3) |
| 3152 | .TestF32(); |
| 3153 | } |
| 3154 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3155 | TEST(DECONVOLUTION_NHWC_F32, 1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3156 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3157 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3158 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3159 | .kernel_size(1, 1) |
| 3160 | .group_input_channels(23) |
| 3161 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3162 | .qmin(128) |
| 3163 | .iterations(3) |
| 3164 | .TestF32(); |
| 3165 | } |
| 3166 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3167 | TEST(DECONVOLUTION_NHWC_F32, 1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3168 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3169 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3170 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3171 | .kernel_size(1, 1) |
| 3172 | .group_input_channels(23) |
| 3173 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 3174 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3175 | .iterations(3) |
| 3176 | .TestF32(); |
| 3177 | } |
| 3178 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3179 | TEST(DECONVOLUTION_NHWC_F32, 1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3180 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3181 | DeconvolutionOperatorTester() |
| 3182 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3183 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3184 | .kernel_size(1, 1) |
| 3185 | .group_input_channels(23) |
| 3186 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3187 | .iterations(3) |
| 3188 | .TestF32(); |
| 3189 | } |
| 3190 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3191 | /**************************** Future GEMM path, grouped ****************************/ |
| 3192 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3193 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3194 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3195 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3196 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3197 | .kernel_size(1, 1) |
| 3198 | .groups(2) |
| 3199 | .group_input_channels(23) |
| 3200 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3201 | .iterations(3) |
| 3202 | .TestF32(); |
| 3203 | } |
| 3204 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3205 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3206 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3207 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3208 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3209 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3210 | .kernel_size(1, 1) |
| 3211 | .groups(2) |
| 3212 | .group_input_channels(23) |
| 3213 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3214 | .iterations(1) |
| 3215 | .TestF32(); |
| 3216 | } |
| 3217 | } |
| 3218 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3219 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3220 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3221 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3222 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3223 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3224 | .kernel_size(1, 1) |
| 3225 | .groups(2) |
| 3226 | .group_input_channels(23) |
| 3227 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3228 | .iterations(1) |
| 3229 | .TestF32(); |
| 3230 | } |
| 3231 | } |
| 3232 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3233 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3234 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3235 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 3236 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3237 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3238 | .kernel_size(1, 1) |
| 3239 | .groups(2) |
| 3240 | .group_input_channels(input_channels) |
| 3241 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3242 | .iterations(1) |
| 3243 | .TestF32(); |
| 3244 | } |
| 3245 | } |
| 3246 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3247 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3248 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3249 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 3250 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3251 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3252 | .kernel_size(1, 1) |
| 3253 | .groups(2) |
| 3254 | .group_input_channels(23) |
| 3255 | .group_output_channels(output_channels) |
| 3256 | .iterations(1) |
| 3257 | .TestF32(); |
| 3258 | } |
| 3259 | } |
| 3260 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3261 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3262 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3263 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3264 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3265 | .kernel_size(1, 1) |
| 3266 | .groups(2) |
| 3267 | .group_input_channels(23) |
| 3268 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3269 | .input_pixel_stride(47) |
| 3270 | .iterations(3) |
| 3271 | .TestF32(); |
| 3272 | } |
| 3273 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3274 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3275 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3276 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3277 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3278 | .kernel_size(1, 1) |
| 3279 | .groups(2) |
| 3280 | .group_input_channels(23) |
| 3281 | .group_output_channels(xnn_params.f32.gemm.nr + 3) |
| 3282 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 3283 | .iterations(3) |
| 3284 | .TestF32(); |
| 3285 | } |
| 3286 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3287 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3288 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3289 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3290 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3291 | .kernel_size(1, 1) |
| 3292 | .groups(2) |
| 3293 | .group_input_channels(23) |
| 3294 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3295 | .qmin(128) |
| 3296 | .iterations(3) |
| 3297 | .TestF32(); |
| 3298 | } |
| 3299 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3300 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3301 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3302 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3303 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3304 | .kernel_size(1, 1) |
| 3305 | .groups(2) |
| 3306 | .group_input_channels(23) |
| 3307 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 3308 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3309 | .iterations(3) |
| 3310 | .TestF32(); |
| 3311 | } |
| 3312 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3313 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3314 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3315 | DeconvolutionOperatorTester() |
| 3316 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3317 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3318 | .kernel_size(1, 1) |
| 3319 | .groups(2) |
| 3320 | .group_input_channels(23) |
| 3321 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3322 | .iterations(3) |
| 3323 | .TestF32(); |
| 3324 | } |
| 3325 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3326 | /**************************** Future GEMM path, batched ****************************/ |
| 3327 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3328 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3329 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3330 | DeconvolutionOperatorTester() |
| 3331 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3332 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3333 | .kernel_size(1, 1) |
| 3334 | .group_input_channels(23) |
| 3335 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3336 | .iterations(3) |
| 3337 | .TestF32(); |
| 3338 | } |
| 3339 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3340 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3341 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3342 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3343 | DeconvolutionOperatorTester() |
| 3344 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3345 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3346 | .kernel_size(1, 1) |
| 3347 | .group_input_channels(23) |
| 3348 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3349 | .iterations(1) |
| 3350 | .TestF32(); |
| 3351 | } |
| 3352 | } |
| 3353 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3354 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3355 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3356 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3357 | DeconvolutionOperatorTester() |
| 3358 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3359 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3360 | .kernel_size(1, 1) |
| 3361 | .group_input_channels(23) |
| 3362 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3363 | .iterations(1) |
| 3364 | .TestF32(); |
| 3365 | } |
| 3366 | } |
| 3367 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3368 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3369 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3370 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 3371 | DeconvolutionOperatorTester() |
| 3372 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3373 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3374 | .kernel_size(1, 1) |
| 3375 | .group_input_channels(input_channels) |
| 3376 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3377 | .iterations(1) |
| 3378 | .TestF32(); |
| 3379 | } |
| 3380 | } |
| 3381 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3382 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3383 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3384 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 3385 | DeconvolutionOperatorTester() |
| 3386 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3387 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3388 | .kernel_size(1, 1) |
| 3389 | .group_input_channels(23) |
| 3390 | .group_output_channels(output_channels) |
| 3391 | .iterations(1) |
| 3392 | .TestF32(); |
| 3393 | } |
| 3394 | } |
| 3395 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3396 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3397 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3398 | DeconvolutionOperatorTester() |
| 3399 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3400 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3401 | .kernel_size(1, 1) |
| 3402 | .group_input_channels(23) |
| 3403 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3404 | .input_pixel_stride(28) |
| 3405 | .iterations(3) |
| 3406 | .TestF32(); |
| 3407 | } |
| 3408 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3409 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3410 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3411 | DeconvolutionOperatorTester() |
| 3412 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3413 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3414 | .kernel_size(1, 1) |
| 3415 | .group_input_channels(23) |
| 3416 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3417 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 3418 | .iterations(3) |
| 3419 | .TestF32(); |
| 3420 | } |
| 3421 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3422 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3423 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3424 | DeconvolutionOperatorTester() |
| 3425 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3426 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3427 | .kernel_size(1, 1) |
| 3428 | .group_input_channels(23) |
| 3429 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3430 | .qmin(128) |
| 3431 | .iterations(3) |
| 3432 | .TestF32(); |
| 3433 | } |
| 3434 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3435 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3436 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3437 | DeconvolutionOperatorTester() |
| 3438 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3439 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3440 | .kernel_size(1, 1) |
| 3441 | .group_input_channels(23) |
| 3442 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 3443 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3444 | .iterations(3) |
| 3445 | .TestF32(); |
| 3446 | } |
| 3447 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3448 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3449 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3450 | DeconvolutionOperatorTester() |
| 3451 | .has_bias(false) |
| 3452 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3453 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3454 | .kernel_size(1, 1) |
| 3455 | .group_input_channels(23) |
| 3456 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3457 | .iterations(3) |
| 3458 | .TestF32(); |
| 3459 | } |
| 3460 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3461 | /**************************** Future GEMM path, batched, grouped ****************************/ |
| 3462 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3463 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3464 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3465 | DeconvolutionOperatorTester() |
| 3466 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3467 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3468 | .kernel_size(1, 1) |
| 3469 | .groups(2) |
| 3470 | .group_input_channels(23) |
| 3471 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3472 | .iterations(3) |
| 3473 | .TestF32(); |
| 3474 | } |
| 3475 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3476 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3477 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3478 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3479 | DeconvolutionOperatorTester() |
| 3480 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3481 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3482 | .kernel_size(1, 1) |
| 3483 | .groups(2) |
| 3484 | .group_input_channels(23) |
| 3485 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3486 | .iterations(1) |
| 3487 | .TestF32(); |
| 3488 | } |
| 3489 | } |
| 3490 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3491 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3492 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3493 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3494 | DeconvolutionOperatorTester() |
| 3495 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3496 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3497 | .kernel_size(1, 1) |
| 3498 | .groups(2) |
| 3499 | .group_input_channels(23) |
| 3500 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3501 | .iterations(1) |
| 3502 | .TestF32(); |
| 3503 | } |
| 3504 | } |
| 3505 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3506 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3507 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3508 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 3509 | DeconvolutionOperatorTester() |
| 3510 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3511 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3512 | .kernel_size(1, 1) |
| 3513 | .groups(2) |
| 3514 | .group_input_channels(input_channels) |
| 3515 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3516 | .iterations(1) |
| 3517 | .TestF32(); |
| 3518 | } |
| 3519 | } |
| 3520 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3521 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3522 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3523 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 3524 | DeconvolutionOperatorTester() |
| 3525 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3526 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3527 | .kernel_size(1, 1) |
| 3528 | .groups(2) |
| 3529 | .group_input_channels(23) |
| 3530 | .group_output_channels(output_channels) |
| 3531 | .iterations(1) |
| 3532 | .TestF32(); |
| 3533 | } |
| 3534 | } |
| 3535 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3536 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3537 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3538 | DeconvolutionOperatorTester() |
| 3539 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3540 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3541 | .kernel_size(1, 1) |
| 3542 | .groups(2) |
| 3543 | .group_input_channels(23) |
| 3544 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3545 | .input_pixel_stride(47) |
| 3546 | .iterations(3) |
| 3547 | .TestF32(); |
| 3548 | } |
| 3549 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3550 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3551 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3552 | DeconvolutionOperatorTester() |
| 3553 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3554 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3555 | .kernel_size(1, 1) |
| 3556 | .groups(2) |
| 3557 | .group_input_channels(23) |
| 3558 | .group_output_channels(xnn_params.f32.gemm.nr + 3) |
| 3559 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 3560 | .iterations(3) |
| 3561 | .TestF32(); |
| 3562 | } |
| 3563 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3564 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3565 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3566 | DeconvolutionOperatorTester() |
| 3567 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3568 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3569 | .kernel_size(1, 1) |
| 3570 | .groups(2) |
| 3571 | .group_input_channels(23) |
| 3572 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3573 | .qmin(128) |
| 3574 | .iterations(3) |
| 3575 | .TestF32(); |
| 3576 | } |
| 3577 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3578 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3579 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3580 | DeconvolutionOperatorTester() |
| 3581 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3582 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3583 | .kernel_size(1, 1) |
| 3584 | .groups(2) |
| 3585 | .group_input_channels(23) |
| 3586 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 3587 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3588 | .iterations(3) |
| 3589 | .TestF32(); |
| 3590 | } |
| 3591 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3592 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3593 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3594 | DeconvolutionOperatorTester() |
| 3595 | .has_bias(false) |
| 3596 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3597 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3598 | .kernel_size(1, 1) |
| 3599 | .groups(2) |
| 3600 | .group_input_channels(23) |
| 3601 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3602 | .iterations(3) |
| 3603 | .TestF32(); |
| 3604 | } |
| 3605 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3606 | /**************************** CONV path ****************************/ |
| 3607 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3608 | TEST(DECONVOLUTION_NHWC_F32, 3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3609 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3610 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3611 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3612 | .padding(1) |
| 3613 | .kernel_size(3, 3) |
| 3614 | .group_input_channels(15) |
| 3615 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3616 | .iterations(3) |
| 3617 | .TestF32(); |
| 3618 | } |
| 3619 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3620 | TEST(DECONVOLUTION_NHWC_F32, Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3621 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3622 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 3623 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3624 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3625 | .padding_width(1) |
| 3626 | .kernel_size(kernel_height, 3) |
| 3627 | .group_input_channels(17) |
| 3628 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3629 | .iterations(3) |
| 3630 | .TestF32(); |
| 3631 | } |
| 3632 | } |
| 3633 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3634 | TEST(DECONVOLUTION_NHWC_F32, 3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3635 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3636 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 3637 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3638 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3639 | .padding_height(1) |
| 3640 | .kernel_size(3, kernel_width) |
| 3641 | .group_input_channels(17) |
| 3642 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3643 | .iterations(3) |
| 3644 | .TestF32(); |
| 3645 | } |
| 3646 | } |
| 3647 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3648 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3649 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3650 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 3651 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 3652 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3653 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3654 | .padding_width(1) |
| 3655 | .padding_top(padding_top) |
| 3656 | .padding_bottom(padding_bottom) |
| 3657 | .kernel_size(3, 3) |
| 3658 | .group_input_channels(15) |
| 3659 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3660 | .iterations(1) |
| 3661 | .TestF32(); |
| 3662 | } |
| 3663 | } |
| 3664 | } |
| 3665 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3666 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3667 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3668 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 3669 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 3670 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3671 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3672 | .padding_height(1) |
| 3673 | .padding_left(padding_left) |
| 3674 | .padding_right(padding_right) |
| 3675 | .kernel_size(3, 3) |
| 3676 | .group_input_channels(15) |
| 3677 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3678 | .iterations(1) |
| 3679 | .TestF32(); |
| 3680 | } |
| 3681 | } |
| 3682 | } |
| 3683 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3684 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3685 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3686 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 3687 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3688 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3689 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 3690 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3691 | .adjustment_height(adjustment_height) |
| 3692 | .kernel_size(3, 3) |
| 3693 | .group_input_channels(15) |
| 3694 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3695 | .iterations(1) |
| 3696 | .TestF32(); |
| 3697 | } |
| 3698 | } |
| 3699 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3700 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3701 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3702 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 3703 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3704 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3705 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 3706 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3707 | .adjustment_width(adjustment_width) |
| 3708 | .kernel_size(3, 3) |
| 3709 | .group_input_channels(15) |
| 3710 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3711 | .iterations(1) |
| 3712 | .TestF32(); |
| 3713 | } |
| 3714 | } |
| 3715 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3716 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3717 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3718 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3719 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3720 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3721 | .padding(1) |
| 3722 | .kernel_size(3, 3) |
| 3723 | .group_input_channels(15) |
| 3724 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3725 | .iterations(1) |
| 3726 | .TestF32(); |
| 3727 | } |
| 3728 | } |
| 3729 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3730 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3731 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3732 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3733 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3734 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3735 | .padding(1) |
| 3736 | .kernel_size(3, 3) |
| 3737 | .group_input_channels(15) |
| 3738 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3739 | .iterations(1) |
| 3740 | .TestF32(); |
| 3741 | } |
| 3742 | } |
| 3743 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3744 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3745 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3746 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 3747 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3748 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3749 | .padding(1) |
| 3750 | .kernel_size(3, 3) |
| 3751 | .group_input_channels(input_channels) |
| 3752 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3753 | .iterations(1) |
| 3754 | .TestF32(); |
| 3755 | } |
| 3756 | } |
| 3757 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3758 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3759 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3760 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 3761 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3762 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3763 | .padding(1) |
| 3764 | .kernel_size(3, 3) |
| 3765 | .group_input_channels(23) |
| 3766 | .group_output_channels(output_channels) |
| 3767 | .iterations(1) |
| 3768 | .TestF32(); |
| 3769 | } |
| 3770 | } |
| 3771 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3772 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3773 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3774 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 3775 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3776 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3777 | .padding(1) |
| 3778 | .kernel_size(3, 3) |
| 3779 | .dilation_height(dilation_height) |
| 3780 | .group_input_channels(23) |
| 3781 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3782 | .iterations(3) |
| 3783 | .TestF32(); |
| 3784 | } |
| 3785 | } |
| 3786 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3787 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3788 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3789 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 3790 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3791 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3792 | .padding(1) |
| 3793 | .kernel_size(3, 3) |
| 3794 | .dilation_width(dilation_width) |
| 3795 | .group_input_channels(23) |
| 3796 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3797 | .iterations(3) |
| 3798 | .TestF32(); |
| 3799 | } |
| 3800 | } |
| 3801 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3802 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3803 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3804 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3805 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3806 | .padding(1) |
| 3807 | .kernel_size(3, 3) |
| 3808 | .dilation_height(3) |
| 3809 | .stride_height(2) |
| 3810 | .group_input_channels(23) |
| 3811 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3812 | .iterations(3) |
| 3813 | .TestF32(); |
| 3814 | } |
| 3815 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3816 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3817 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3818 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3819 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3820 | .padding(1) |
| 3821 | .kernel_size(3, 3) |
| 3822 | .dilation_width(3) |
| 3823 | .stride_width(2) |
| 3824 | .group_input_channels(23) |
| 3825 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3826 | .iterations(3) |
| 3827 | .TestF32(); |
| 3828 | } |
| 3829 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3830 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3831 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3832 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3833 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3834 | .padding(1) |
| 3835 | .kernel_size(3, 3) |
| 3836 | .group_input_channels(23) |
| 3837 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3838 | .input_pixel_stride(28) |
| 3839 | .iterations(3) |
| 3840 | .TestF32(); |
| 3841 | } |
| 3842 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3843 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3844 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3845 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3846 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3847 | .padding(1) |
| 3848 | .kernel_size(3, 3) |
| 3849 | .group_input_channels(23) |
| 3850 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3851 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 3852 | .iterations(3) |
| 3853 | .TestF32(); |
| 3854 | } |
| 3855 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3856 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3857 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3858 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3859 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3860 | .padding(1) |
| 3861 | .kernel_size(3, 3) |
| 3862 | .group_input_channels(23) |
| 3863 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3864 | .qmin(128) |
| 3865 | .iterations(3) |
| 3866 | .TestF32(); |
| 3867 | } |
| 3868 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3869 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3870 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3871 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3872 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3873 | .padding(1) |
| 3874 | .kernel_size(3, 3) |
| 3875 | .group_input_channels(23) |
| 3876 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 3877 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3878 | .iterations(3) |
| 3879 | .TestF32(); |
| 3880 | } |
| 3881 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3882 | TEST(DECONVOLUTION_NHWC_F32, 3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3883 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3884 | DeconvolutionOperatorTester() |
| 3885 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3886 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3887 | .padding(1) |
| 3888 | .kernel_size(3, 3) |
| 3889 | .group_input_channels(23) |
| 3890 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3891 | .iterations(3) |
| 3892 | .TestF32(); |
| 3893 | } |
| 3894 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3895 | /**************************** CONV path, grouped ****************************/ |
| 3896 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3897 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3898 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3899 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3900 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3901 | .padding(1) |
| 3902 | .kernel_size(3, 3) |
| 3903 | .groups(2) |
| 3904 | .group_input_channels(15) |
| 3905 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3906 | .iterations(3) |
| 3907 | .TestF32(); |
| 3908 | } |
| 3909 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3910 | TEST(DECONVOLUTION_NHWC_F32, grouped_Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3911 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3912 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 3913 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3914 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3915 | .padding_width(1) |
| 3916 | .kernel_size(kernel_height, 3) |
| 3917 | .groups(2) |
| 3918 | .group_input_channels(17) |
| 3919 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3920 | .iterations(3) |
| 3921 | .TestF32(); |
| 3922 | } |
| 3923 | } |
| 3924 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3925 | TEST(DECONVOLUTION_NHWC_F32, grouped_3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3926 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3927 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 3928 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3929 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3930 | .padding_height(1) |
| 3931 | .kernel_size(3, kernel_width) |
| 3932 | .groups(2) |
| 3933 | .group_input_channels(17) |
| 3934 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3935 | .iterations(3) |
| 3936 | .TestF32(); |
| 3937 | } |
| 3938 | } |
| 3939 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3940 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3941 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3942 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 3943 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 3944 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3945 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3946 | .padding_width(1) |
| 3947 | .padding_top(padding_top) |
| 3948 | .padding_bottom(padding_bottom) |
| 3949 | .kernel_size(3, 3) |
| 3950 | .groups(2) |
| 3951 | .group_input_channels(15) |
| 3952 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3953 | .iterations(1) |
| 3954 | .TestF32(); |
| 3955 | } |
| 3956 | } |
| 3957 | } |
| 3958 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3959 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3960 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3961 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 3962 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 3963 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3964 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3965 | .padding_height(1) |
| 3966 | .padding_left(padding_left) |
| 3967 | .padding_right(padding_right) |
| 3968 | .kernel_size(3, 3) |
| 3969 | .groups(2) |
| 3970 | .group_input_channels(15) |
| 3971 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3972 | .iterations(1) |
| 3973 | .TestF32(); |
| 3974 | } |
| 3975 | } |
| 3976 | } |
| 3977 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3978 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3979 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3980 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 3981 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3982 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3983 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 3984 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3985 | .adjustment_height(adjustment_height) |
| 3986 | .kernel_size(3, 3) |
| 3987 | .groups(2) |
| 3988 | .group_input_channels(15) |
| 3989 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 3990 | .iterations(1) |
| 3991 | .TestF32(); |
| 3992 | } |
| 3993 | } |
| 3994 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3995 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3996 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3997 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 3998 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3999 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4000 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 4001 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4002 | .adjustment_width(adjustment_width) |
| 4003 | .kernel_size(3, 3) |
| 4004 | .groups(2) |
| 4005 | .group_input_channels(15) |
| 4006 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4007 | .iterations(1) |
| 4008 | .TestF32(); |
| 4009 | } |
| 4010 | } |
| 4011 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4012 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4013 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4014 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4015 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4016 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4017 | .padding(1) |
| 4018 | .kernel_size(3, 3) |
| 4019 | .groups(2) |
| 4020 | .group_input_channels(15) |
| 4021 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4022 | .iterations(1) |
| 4023 | .TestF32(); |
| 4024 | } |
| 4025 | } |
| 4026 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4027 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4028 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4029 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4030 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4031 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4032 | .padding(1) |
| 4033 | .kernel_size(3, 3) |
| 4034 | .groups(2) |
| 4035 | .group_input_channels(15) |
| 4036 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4037 | .iterations(1) |
| 4038 | .TestF32(); |
| 4039 | } |
| 4040 | } |
| 4041 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4042 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4043 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4044 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 4045 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4046 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4047 | .padding(1) |
| 4048 | .kernel_size(3, 3) |
| 4049 | .groups(2) |
| 4050 | .group_input_channels(input_channels) |
| 4051 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4052 | .iterations(1) |
| 4053 | .TestF32(); |
| 4054 | } |
| 4055 | } |
| 4056 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4057 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4058 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4059 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 4060 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4061 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4062 | .padding(1) |
| 4063 | .kernel_size(3, 3) |
| 4064 | .groups(2) |
| 4065 | .group_input_channels(23) |
| 4066 | .group_output_channels(output_channels) |
| 4067 | .iterations(1) |
| 4068 | .TestF32(); |
| 4069 | } |
| 4070 | } |
| 4071 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4072 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4073 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4074 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 4075 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4076 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4077 | .padding(1) |
| 4078 | .kernel_size(3, 3) |
| 4079 | .dilation_height(dilation_height) |
| 4080 | .groups(2) |
| 4081 | .group_input_channels(23) |
| 4082 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4083 | .iterations(3) |
| 4084 | .TestF32(); |
| 4085 | } |
| 4086 | } |
| 4087 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4088 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4089 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4090 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 4091 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4092 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4093 | .padding(1) |
| 4094 | .kernel_size(3, 3) |
| 4095 | .dilation_width(dilation_width) |
| 4096 | .groups(2) |
| 4097 | .group_input_channels(23) |
| 4098 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4099 | .iterations(3) |
| 4100 | .TestF32(); |
| 4101 | } |
| 4102 | } |
| 4103 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4104 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4105 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4106 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4107 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4108 | .padding(1) |
| 4109 | .kernel_size(3, 3) |
| 4110 | .dilation_height(3) |
| 4111 | .stride_height(2) |
| 4112 | .groups(2) |
| 4113 | .group_input_channels(23) |
| 4114 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4115 | .iterations(3) |
| 4116 | .TestF32(); |
| 4117 | } |
| 4118 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4119 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4120 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4121 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4122 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4123 | .padding(1) |
| 4124 | .kernel_size(3, 3) |
| 4125 | .dilation_width(3) |
| 4126 | .stride_width(2) |
| 4127 | .groups(2) |
| 4128 | .group_input_channels(23) |
| 4129 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4130 | .iterations(3) |
| 4131 | .TestF32(); |
| 4132 | } |
| 4133 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4134 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4135 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4136 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4137 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4138 | .padding(1) |
| 4139 | .kernel_size(3, 3) |
| 4140 | .groups(2) |
| 4141 | .group_input_channels(23) |
| 4142 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4143 | .input_pixel_stride(47) |
| 4144 | .iterations(3) |
| 4145 | .TestF32(); |
| 4146 | } |
| 4147 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4148 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4149 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4150 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4151 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4152 | .padding(1) |
| 4153 | .kernel_size(3, 3) |
| 4154 | .groups(2) |
| 4155 | .group_input_channels(23) |
| 4156 | .group_output_channels(xnn_params.f32.gemm.nr + 3) |
| 4157 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 4158 | .iterations(3) |
| 4159 | .TestF32(); |
| 4160 | } |
| 4161 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4162 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4163 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4164 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4165 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4166 | .padding(1) |
| 4167 | .kernel_size(3, 3) |
| 4168 | .groups(2) |
| 4169 | .group_input_channels(23) |
| 4170 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4171 | .qmin(128) |
| 4172 | .iterations(3) |
| 4173 | .TestF32(); |
| 4174 | } |
| 4175 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4176 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4177 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4178 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4179 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4180 | .padding(1) |
| 4181 | .kernel_size(3, 3) |
| 4182 | .groups(2) |
| 4183 | .group_input_channels(23) |
| 4184 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 4185 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4186 | .iterations(3) |
| 4187 | .TestF32(); |
| 4188 | } |
| 4189 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4190 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4191 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4192 | DeconvolutionOperatorTester() |
| 4193 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4194 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4195 | .padding(1) |
| 4196 | .kernel_size(3, 3) |
| 4197 | .groups(2) |
| 4198 | .group_input_channels(23) |
| 4199 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4200 | .iterations(3) |
| 4201 | .TestF32(); |
| 4202 | } |
| 4203 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4204 | /**************************** CONV path, batched ****************************/ |
| 4205 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4206 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4207 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4208 | DeconvolutionOperatorTester() |
| 4209 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4210 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4211 | .padding(1) |
| 4212 | .kernel_size(3, 3) |
| 4213 | .group_input_channels(15) |
| 4214 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4215 | .iterations(3) |
| 4216 | .TestF32(); |
| 4217 | } |
| 4218 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4219 | TEST(DECONVOLUTION_NHWC_F32, batched_Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4220 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4221 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 4222 | DeconvolutionOperatorTester() |
| 4223 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4224 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4225 | .padding_width(1) |
| 4226 | .kernel_size(kernel_height, 3) |
| 4227 | .group_input_channels(17) |
| 4228 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4229 | .iterations(3) |
| 4230 | .TestF32(); |
| 4231 | } |
| 4232 | } |
| 4233 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4234 | TEST(DECONVOLUTION_NHWC_F32, batched_3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4235 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4236 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 4237 | DeconvolutionOperatorTester() |
| 4238 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4239 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4240 | .padding_height(1) |
| 4241 | .kernel_size(3, kernel_width) |
| 4242 | .group_input_channels(17) |
| 4243 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4244 | .iterations(3) |
| 4245 | .TestF32(); |
| 4246 | } |
| 4247 | } |
| 4248 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4249 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4250 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4251 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 4252 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 4253 | DeconvolutionOperatorTester() |
| 4254 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4255 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4256 | .padding_width(1) |
| 4257 | .padding_top(padding_top) |
| 4258 | .padding_bottom(padding_bottom) |
| 4259 | .kernel_size(3, 3) |
| 4260 | .group_input_channels(15) |
| 4261 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4262 | .iterations(1) |
| 4263 | .TestF32(); |
| 4264 | } |
| 4265 | } |
| 4266 | } |
| 4267 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4268 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4269 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4270 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 4271 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 4272 | DeconvolutionOperatorTester() |
| 4273 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4274 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4275 | .padding_height(1) |
| 4276 | .padding_left(padding_left) |
| 4277 | .padding_right(padding_right) |
| 4278 | .kernel_size(3, 3) |
| 4279 | .group_input_channels(15) |
| 4280 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4281 | .iterations(1) |
| 4282 | .TestF32(); |
| 4283 | } |
| 4284 | } |
| 4285 | } |
| 4286 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4287 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4288 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4289 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 4290 | DeconvolutionOperatorTester() |
| 4291 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4292 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4293 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 4294 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4295 | .adjustment_height(adjustment_height) |
| 4296 | .kernel_size(3, 3) |
| 4297 | .group_input_channels(15) |
| 4298 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4299 | .iterations(1) |
| 4300 | .TestF32(); |
| 4301 | } |
| 4302 | } |
| 4303 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4304 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4305 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4306 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 4307 | DeconvolutionOperatorTester() |
| 4308 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4309 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4310 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 4311 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4312 | .adjustment_width(adjustment_width) |
| 4313 | .kernel_size(3, 3) |
| 4314 | .group_input_channels(15) |
| 4315 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4316 | .iterations(1) |
| 4317 | .TestF32(); |
| 4318 | } |
| 4319 | } |
| 4320 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4321 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4322 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4323 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4324 | DeconvolutionOperatorTester() |
| 4325 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4326 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4327 | .padding(1) |
| 4328 | .kernel_size(3, 3) |
| 4329 | .group_input_channels(15) |
| 4330 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4331 | .iterations(1) |
| 4332 | .TestF32(); |
| 4333 | } |
| 4334 | } |
| 4335 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4336 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4337 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4338 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4339 | DeconvolutionOperatorTester() |
| 4340 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4341 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4342 | .padding(1) |
| 4343 | .kernel_size(3, 3) |
| 4344 | .group_input_channels(15) |
| 4345 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4346 | .iterations(1) |
| 4347 | .TestF32(); |
| 4348 | } |
| 4349 | } |
| 4350 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4351 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4352 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4353 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 4354 | DeconvolutionOperatorTester() |
| 4355 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4356 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4357 | .padding(1) |
| 4358 | .kernel_size(3, 3) |
| 4359 | .group_input_channels(input_channels) |
| 4360 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4361 | .iterations(1) |
| 4362 | .TestF32(); |
| 4363 | } |
| 4364 | } |
| 4365 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4366 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4367 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4368 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 4369 | DeconvolutionOperatorTester() |
| 4370 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4371 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4372 | .padding(1) |
| 4373 | .kernel_size(3, 3) |
| 4374 | .group_input_channels(23) |
| 4375 | .group_output_channels(output_channels) |
| 4376 | .iterations(1) |
| 4377 | .TestF32(); |
| 4378 | } |
| 4379 | } |
| 4380 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4381 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4382 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4383 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 4384 | DeconvolutionOperatorTester() |
| 4385 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4386 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4387 | .padding(1) |
| 4388 | .kernel_size(3, 3) |
| 4389 | .dilation_height(dilation_height) |
| 4390 | .group_input_channels(23) |
| 4391 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4392 | .iterations(3) |
| 4393 | .TestF32(); |
| 4394 | } |
| 4395 | } |
| 4396 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4397 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4398 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4399 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 4400 | DeconvolutionOperatorTester() |
| 4401 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4402 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4403 | .padding(1) |
| 4404 | .kernel_size(3, 3) |
| 4405 | .dilation_width(dilation_width) |
| 4406 | .group_input_channels(23) |
| 4407 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4408 | .iterations(3) |
| 4409 | .TestF32(); |
| 4410 | } |
| 4411 | } |
| 4412 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4413 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4414 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4415 | DeconvolutionOperatorTester() |
| 4416 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4417 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4418 | .padding(1) |
| 4419 | .kernel_size(3, 3) |
| 4420 | .dilation_height(3) |
| 4421 | .stride_height(2) |
| 4422 | .group_input_channels(23) |
| 4423 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4424 | .iterations(3) |
| 4425 | .TestF32(); |
| 4426 | } |
| 4427 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4428 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4429 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4430 | DeconvolutionOperatorTester() |
| 4431 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4432 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4433 | .padding(1) |
| 4434 | .kernel_size(3, 3) |
| 4435 | .dilation_width(3) |
| 4436 | .stride_width(2) |
| 4437 | .group_input_channels(23) |
| 4438 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4439 | .iterations(3) |
| 4440 | .TestF32(); |
| 4441 | } |
| 4442 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4443 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4444 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4445 | DeconvolutionOperatorTester() |
| 4446 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4447 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4448 | .padding(1) |
| 4449 | .kernel_size(3, 3) |
| 4450 | .group_input_channels(23) |
| 4451 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4452 | .input_pixel_stride(28) |
| 4453 | .iterations(3) |
| 4454 | .TestF32(); |
| 4455 | } |
| 4456 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4457 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4458 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4459 | DeconvolutionOperatorTester() |
| 4460 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4461 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4462 | .padding(1) |
| 4463 | .kernel_size(3, 3) |
| 4464 | .group_input_channels(23) |
| 4465 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4466 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 4467 | .iterations(3) |
| 4468 | .TestF32(); |
| 4469 | } |
| 4470 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4471 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4472 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4473 | DeconvolutionOperatorTester() |
| 4474 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4475 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4476 | .padding(1) |
| 4477 | .kernel_size(3, 3) |
| 4478 | .group_input_channels(23) |
| 4479 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4480 | .qmin(128) |
| 4481 | .iterations(3) |
| 4482 | .TestF32(); |
| 4483 | } |
| 4484 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4485 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4486 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4487 | DeconvolutionOperatorTester() |
| 4488 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4489 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4490 | .padding(1) |
| 4491 | .kernel_size(3, 3) |
| 4492 | .group_input_channels(23) |
| 4493 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 4494 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4495 | .iterations(3) |
| 4496 | .TestF32(); |
| 4497 | } |
| 4498 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4499 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4500 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4501 | DeconvolutionOperatorTester() |
| 4502 | .has_bias(false) |
| 4503 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4504 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4505 | .padding(1) |
| 4506 | .kernel_size(3, 3) |
| 4507 | .group_input_channels(23) |
| 4508 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4509 | .iterations(3) |
| 4510 | .TestF32(); |
| 4511 | } |
| 4512 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4513 | /**************************** CONV path, grouped, batched ****************************/ |
| 4514 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4515 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4516 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4517 | DeconvolutionOperatorTester() |
| 4518 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4519 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4520 | .padding(1) |
| 4521 | .kernel_size(3, 3) |
| 4522 | .groups(2) |
| 4523 | .group_input_channels(15) |
| 4524 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4525 | .iterations(3) |
| 4526 | .TestF32(); |
| 4527 | } |
| 4528 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4529 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4530 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4531 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 4532 | DeconvolutionOperatorTester() |
| 4533 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4534 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4535 | .padding_width(1) |
| 4536 | .kernel_size(kernel_height, 3) |
| 4537 | .groups(2) |
| 4538 | .group_input_channels(17) |
| 4539 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4540 | .iterations(3) |
| 4541 | .TestF32(); |
| 4542 | } |
| 4543 | } |
| 4544 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4545 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4546 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4547 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 4548 | DeconvolutionOperatorTester() |
| 4549 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4550 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4551 | .padding_height(1) |
| 4552 | .kernel_size(3, kernel_width) |
| 4553 | .groups(2) |
| 4554 | .group_input_channels(17) |
| 4555 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4556 | .iterations(3) |
| 4557 | .TestF32(); |
| 4558 | } |
| 4559 | } |
| 4560 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4561 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4562 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4563 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 4564 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 4565 | DeconvolutionOperatorTester() |
| 4566 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4567 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4568 | .padding_width(1) |
| 4569 | .padding_top(padding_top) |
| 4570 | .padding_bottom(padding_bottom) |
| 4571 | .kernel_size(3, 3) |
| 4572 | .groups(2) |
| 4573 | .group_input_channels(15) |
| 4574 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4575 | .iterations(1) |
| 4576 | .TestF32(); |
| 4577 | } |
| 4578 | } |
| 4579 | } |
| 4580 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4581 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4582 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4583 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 4584 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 4585 | DeconvolutionOperatorTester() |
| 4586 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4587 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4588 | .padding_height(1) |
| 4589 | .padding_left(padding_left) |
| 4590 | .padding_right(padding_right) |
| 4591 | .kernel_size(3, 3) |
| 4592 | .groups(2) |
| 4593 | .group_input_channels(15) |
| 4594 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4595 | .iterations(1) |
| 4596 | .TestF32(); |
| 4597 | } |
| 4598 | } |
| 4599 | } |
| 4600 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4601 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4602 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4603 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 4604 | DeconvolutionOperatorTester() |
| 4605 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4606 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4607 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 4608 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4609 | .adjustment_height(adjustment_height) |
| 4610 | .kernel_size(3, 3) |
| 4611 | .groups(2) |
| 4612 | .group_input_channels(15) |
| 4613 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4614 | .iterations(1) |
| 4615 | .TestF32(); |
| 4616 | } |
| 4617 | } |
| 4618 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4619 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4620 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4621 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 4622 | DeconvolutionOperatorTester() |
| 4623 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4624 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4625 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 4626 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4627 | .adjustment_width(adjustment_width) |
| 4628 | .kernel_size(3, 3) |
| 4629 | .groups(2) |
| 4630 | .group_input_channels(15) |
| 4631 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4632 | .iterations(1) |
| 4633 | .TestF32(); |
| 4634 | } |
| 4635 | } |
| 4636 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4637 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4638 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4639 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4640 | DeconvolutionOperatorTester() |
| 4641 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4642 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4643 | .padding(1) |
| 4644 | .kernel_size(3, 3) |
| 4645 | .groups(2) |
| 4646 | .group_input_channels(15) |
| 4647 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4648 | .iterations(1) |
| 4649 | .TestF32(); |
| 4650 | } |
| 4651 | } |
| 4652 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4653 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4654 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4655 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4656 | DeconvolutionOperatorTester() |
| 4657 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4658 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4659 | .padding(1) |
| 4660 | .kernel_size(3, 3) |
| 4661 | .groups(2) |
| 4662 | .group_input_channels(15) |
| 4663 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4664 | .iterations(1) |
| 4665 | .TestF32(); |
| 4666 | } |
| 4667 | } |
| 4668 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4669 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4670 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4671 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 4672 | DeconvolutionOperatorTester() |
| 4673 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4674 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4675 | .padding(1) |
| 4676 | .kernel_size(3, 3) |
| 4677 | .groups(2) |
| 4678 | .group_input_channels(input_channels) |
| 4679 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4680 | .iterations(1) |
| 4681 | .TestF32(); |
| 4682 | } |
| 4683 | } |
| 4684 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4685 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4686 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4687 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 4688 | DeconvolutionOperatorTester() |
| 4689 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4690 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4691 | .padding(1) |
| 4692 | .kernel_size(3, 3) |
| 4693 | .groups(2) |
| 4694 | .group_input_channels(23) |
| 4695 | .group_output_channels(output_channels) |
| 4696 | .iterations(1) |
| 4697 | .TestF32(); |
| 4698 | } |
| 4699 | } |
| 4700 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4701 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4702 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4703 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 4704 | DeconvolutionOperatorTester() |
| 4705 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4706 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4707 | .padding(1) |
| 4708 | .kernel_size(3, 3) |
| 4709 | .dilation_height(dilation_height) |
| 4710 | .groups(2) |
| 4711 | .group_input_channels(23) |
| 4712 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4713 | .iterations(3) |
| 4714 | .TestF32(); |
| 4715 | } |
| 4716 | } |
| 4717 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4718 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4719 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4720 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 4721 | DeconvolutionOperatorTester() |
| 4722 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4723 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4724 | .padding(1) |
| 4725 | .kernel_size(3, 3) |
| 4726 | .dilation_width(dilation_width) |
| 4727 | .groups(2) |
| 4728 | .group_input_channels(23) |
| 4729 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4730 | .iterations(3) |
| 4731 | .TestF32(); |
| 4732 | } |
| 4733 | } |
| 4734 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4735 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4736 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4737 | DeconvolutionOperatorTester() |
| 4738 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4739 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4740 | .padding(1) |
| 4741 | .kernel_size(3, 3) |
| 4742 | .dilation_height(3) |
| 4743 | .stride_width(2) |
| 4744 | .groups(2) |
| 4745 | .group_input_channels(23) |
| 4746 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4747 | .iterations(3) |
| 4748 | .TestF32(); |
| 4749 | } |
| 4750 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4751 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4752 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4753 | DeconvolutionOperatorTester() |
| 4754 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4755 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4756 | .padding(1) |
| 4757 | .kernel_size(3, 3) |
| 4758 | .dilation_width(3) |
| 4759 | .stride_width(2) |
| 4760 | .groups(2) |
| 4761 | .group_input_channels(23) |
| 4762 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4763 | .iterations(3) |
| 4764 | .TestF32(); |
| 4765 | } |
| 4766 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4767 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4768 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4769 | DeconvolutionOperatorTester() |
| 4770 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4771 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4772 | .padding(1) |
| 4773 | .kernel_size(3, 3) |
| 4774 | .groups(2) |
| 4775 | .group_input_channels(23) |
| 4776 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4777 | .input_pixel_stride(47) |
| 4778 | .iterations(3) |
| 4779 | .TestF32(); |
| 4780 | } |
| 4781 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4782 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4783 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4784 | DeconvolutionOperatorTester() |
| 4785 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4786 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4787 | .padding(1) |
| 4788 | .kernel_size(3, 3) |
| 4789 | .groups(2) |
| 4790 | .group_input_channels(23) |
| 4791 | .group_output_channels(xnn_params.f32.gemm.nr + 3) |
| 4792 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 4793 | .iterations(3) |
| 4794 | .TestF32(); |
| 4795 | } |
| 4796 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4797 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4798 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4799 | DeconvolutionOperatorTester() |
| 4800 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4801 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4802 | .padding(1) |
| 4803 | .kernel_size(3, 3) |
| 4804 | .groups(2) |
| 4805 | .group_input_channels(23) |
| 4806 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4807 | .qmin(128) |
| 4808 | .iterations(3) |
| 4809 | .TestF32(); |
| 4810 | } |
| 4811 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4812 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4813 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4814 | DeconvolutionOperatorTester() |
| 4815 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4816 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4817 | .padding(1) |
| 4818 | .kernel_size(3, 3) |
| 4819 | .groups(2) |
| 4820 | .group_input_channels(23) |
| 4821 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 4822 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4823 | .iterations(3) |
| 4824 | .TestF32(); |
| 4825 | } |
| 4826 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4827 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4828 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4829 | DeconvolutionOperatorTester() |
| 4830 | .has_bias(false) |
| 4831 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4832 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4833 | .padding(1) |
| 4834 | .kernel_size(3, 3) |
| 4835 | .groups(2) |
| 4836 | .group_input_channels(23) |
| 4837 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4838 | .iterations(3) |
| 4839 | .TestF32(); |
| 4840 | } |
| 4841 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4842 | /**************************** CONV path, setup ****************************/ |
| 4843 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4844 | TEST(DECONVOLUTION_NHWC_F32, 3x3_setup_changing_batch) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4845 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4846 | DeconvolutionOperatorTester() |
| 4847 | .batch_size(2) |
| 4848 | .next_batch_size(5) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4849 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4850 | .kernel_height(3) |
| 4851 | .kernel_width(5) |
| 4852 | .groups(2) |
| 4853 | .group_input_channels(15) |
| 4854 | .group_output_channels(17) |
| 4855 | .TestSetupF32(); |
| 4856 | } |
| 4857 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4858 | TEST(DECONVOLUTION_NHWC_F32, 3x3_setup_changing_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4859 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4860 | DeconvolutionOperatorTester() |
| 4861 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4862 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 4863 | .next_input_height(kUnstridedInputHeight + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4864 | .kernel_height(3) |
| 4865 | .kernel_width(5) |
| 4866 | .groups(2) |
| 4867 | .group_input_channels(15) |
| 4868 | .group_output_channels(17) |
| 4869 | .TestSetupF32(); |
| 4870 | } |
| 4871 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4872 | TEST(DECONVOLUTION_NHWC_F32, 3x3_setup_changing_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4873 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4874 | DeconvolutionOperatorTester() |
| 4875 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4876 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 4877 | .next_input_width(kUnstridedInputWidth + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4878 | .kernel_height(3) |
| 4879 | .kernel_width(5) |
| 4880 | .groups(2) |
| 4881 | .group_input_channels(15) |
| 4882 | .group_output_channels(17) |
| 4883 | .TestSetupF32(); |
| 4884 | } |
| 4885 | |
| 4886 | /**************************** SUBCONV2D path ****************************/ |
| 4887 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4888 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4889 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4890 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4891 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4892 | .padding(1) |
| 4893 | .kernel_size(3, 3) |
| 4894 | .stride(2) |
| 4895 | .group_input_channels(15) |
| 4896 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4897 | .iterations(3) |
| 4898 | .TestF32(); |
| 4899 | } |
| 4900 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4901 | TEST(DECONVOLUTION_NHWC_F32, Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4902 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4903 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 4904 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4905 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4906 | .padding_width(1) |
| 4907 | .kernel_size(kernel_height, 3) |
| 4908 | .stride(2) |
| 4909 | .group_input_channels(17) |
| 4910 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4911 | .iterations(3) |
| 4912 | .TestF32(); |
| 4913 | } |
| 4914 | } |
| 4915 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4916 | TEST(DECONVOLUTION_NHWC_F32, 3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4917 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4918 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 4919 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4920 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4921 | .padding_height(1) |
| 4922 | .kernel_size(3, kernel_width) |
| 4923 | .stride(2) |
| 4924 | .group_input_channels(17) |
| 4925 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4926 | .iterations(3) |
| 4927 | .TestF32(); |
| 4928 | } |
| 4929 | } |
| 4930 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4931 | TEST(DECONVOLUTION_NHWC_F32, 3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4932 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4933 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 4934 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4935 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4936 | .padding(1) |
| 4937 | .padding_width(1) |
| 4938 | .kernel_size(3, 3) |
| 4939 | .stride_height(stride_height) |
| 4940 | .group_input_channels(17) |
| 4941 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4942 | .iterations(3) |
| 4943 | .TestF32(); |
| 4944 | } |
| 4945 | } |
| 4946 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4947 | TEST(DECONVOLUTION_NHWC_F32, 3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4948 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4949 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 4950 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4951 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4952 | .padding(1) |
| 4953 | .padding_width(1) |
| 4954 | .kernel_size(3, 3) |
| 4955 | .stride_width(stride_width) |
| 4956 | .group_input_channels(17) |
| 4957 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4958 | .iterations(3) |
| 4959 | .TestF32(); |
| 4960 | } |
| 4961 | } |
| 4962 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4963 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4964 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4965 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 4966 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 4967 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4968 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4969 | .padding_width(1) |
| 4970 | .padding_top(padding_top) |
| 4971 | .padding_bottom(padding_bottom) |
| 4972 | .kernel_size(3, 3) |
| 4973 | .stride(2) |
| 4974 | .group_input_channels(15) |
| 4975 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4976 | .iterations(1) |
| 4977 | .TestF32(); |
| 4978 | } |
| 4979 | } |
| 4980 | } |
| 4981 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4982 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4983 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4984 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 4985 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 4986 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4987 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4988 | .padding_height(1) |
| 4989 | .padding_left(padding_left) |
| 4990 | .padding_right(padding_right) |
| 4991 | .kernel_size(3, 3) |
| 4992 | .stride(2) |
| 4993 | .group_input_channels(15) |
| 4994 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 4995 | .iterations(1) |
| 4996 | .TestF32(); |
| 4997 | } |
| 4998 | } |
| 4999 | } |
| 5000 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5001 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5002 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 5003 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5004 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5005 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5006 | .padding(1) |
| 5007 | .adjustment_height(adjustment_height) |
| 5008 | .kernel_size(3, 3) |
| 5009 | .stride(2) |
| 5010 | .group_input_channels(15) |
| 5011 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5012 | .iterations(1) |
| 5013 | .TestF32(); |
| 5014 | } |
| 5015 | } |
| 5016 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5017 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5018 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 5019 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5020 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5021 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5022 | .padding(1) |
| 5023 | .adjustment_width(adjustment_width) |
| 5024 | .kernel_size(3, 3) |
| 5025 | .stride(2) |
| 5026 | .group_input_channels(15) |
| 5027 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5028 | .iterations(1) |
| 5029 | .TestF32(); |
| 5030 | } |
| 5031 | } |
| 5032 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5033 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5034 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5035 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5036 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5037 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5038 | .padding(1) |
| 5039 | .kernel_size(3, 3) |
| 5040 | .stride(2) |
| 5041 | .group_input_channels(15) |
| 5042 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5043 | .iterations(1) |
| 5044 | .TestF32(); |
| 5045 | } |
| 5046 | } |
| 5047 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5048 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5049 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5050 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5051 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5052 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5053 | .padding(1) |
| 5054 | .kernel_size(3, 3) |
| 5055 | .stride(2) |
| 5056 | .group_input_channels(15) |
| 5057 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5058 | .iterations(1) |
| 5059 | .TestF32(); |
| 5060 | } |
| 5061 | } |
| 5062 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5063 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5064 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5065 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 5066 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5067 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5068 | .padding(1) |
| 5069 | .kernel_size(3, 3) |
| 5070 | .stride(2) |
| 5071 | .group_input_channels(input_channels) |
| 5072 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5073 | .iterations(1) |
| 5074 | .TestF32(); |
| 5075 | } |
| 5076 | } |
| 5077 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5078 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5079 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5080 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 5081 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5082 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5083 | .padding(1) |
| 5084 | .kernel_size(3, 3) |
| 5085 | .stride(2) |
| 5086 | .group_input_channels(23) |
| 5087 | .group_output_channels(output_channels) |
| 5088 | .iterations(1) |
| 5089 | .TestF32(); |
| 5090 | } |
| 5091 | } |
| 5092 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5093 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5094 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5095 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5096 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5097 | .padding(1) |
| 5098 | .kernel_size(3, 3) |
| 5099 | .stride(2) |
| 5100 | .group_input_channels(23) |
| 5101 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5102 | .input_pixel_stride(28) |
| 5103 | .iterations(3) |
| 5104 | .TestF32(); |
| 5105 | } |
| 5106 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5107 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5108 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5109 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5110 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5111 | .padding(1) |
| 5112 | .kernel_size(3, 3) |
| 5113 | .stride(2) |
| 5114 | .group_input_channels(23) |
| 5115 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5116 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 5117 | .iterations(3) |
| 5118 | .TestF32(); |
| 5119 | } |
| 5120 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5121 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5122 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5123 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5124 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5125 | .padding(1) |
| 5126 | .kernel_size(3, 3) |
| 5127 | .stride(2) |
| 5128 | .group_input_channels(23) |
| 5129 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5130 | .qmin(128) |
| 5131 | .iterations(3) |
| 5132 | .TestF32(); |
| 5133 | } |
| 5134 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5135 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5136 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5137 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5138 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5139 | .padding(1) |
| 5140 | .kernel_size(3, 3) |
| 5141 | .stride(2) |
| 5142 | .group_input_channels(23) |
| 5143 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 5144 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5145 | .iterations(3) |
| 5146 | .TestF32(); |
| 5147 | } |
| 5148 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5149 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5150 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5151 | DeconvolutionOperatorTester() |
| 5152 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5153 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5154 | .padding(1) |
| 5155 | .kernel_size(3, 3) |
| 5156 | .stride(2) |
| 5157 | .group_input_channels(23) |
| 5158 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5159 | .iterations(3) |
| 5160 | .TestF32(); |
| 5161 | } |
| 5162 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5163 | /**************************** SUBCONV2D path, grouped ****************************/ |
| 5164 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5165 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5166 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5167 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5168 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5169 | .padding(1) |
| 5170 | .kernel_size(3, 3) |
| 5171 | .stride(2) |
| 5172 | .groups(2) |
| 5173 | .group_input_channels(17) |
| 5174 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5175 | .iterations(3) |
| 5176 | .TestF32(); |
| 5177 | } |
| 5178 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5179 | TEST(DECONVOLUTION_NHWC_F32, grouped_Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5180 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5181 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 5182 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5183 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5184 | .padding_width(1) |
| 5185 | .kernel_size(kernel_height, 3) |
| 5186 | .stride(2) |
| 5187 | .groups(2) |
| 5188 | .group_input_channels(17) |
| 5189 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5190 | .iterations(3) |
| 5191 | .TestF32(); |
| 5192 | } |
| 5193 | } |
| 5194 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5195 | TEST(DECONVOLUTION_NHWC_F32, grouped_3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5196 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5197 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 5198 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5199 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5200 | .padding_height(1) |
| 5201 | .kernel_size(3, kernel_width) |
| 5202 | .stride(2) |
| 5203 | .groups(2) |
| 5204 | .group_input_channels(17) |
| 5205 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5206 | .iterations(3) |
| 5207 | .TestF32(); |
| 5208 | } |
| 5209 | } |
| 5210 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5211 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5212 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5213 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 5214 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5215 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5216 | .padding(1) |
| 5217 | .padding_width(1) |
| 5218 | .kernel_size(3, 3) |
| 5219 | .stride_height(stride_height) |
| 5220 | .groups(2) |
| 5221 | .group_input_channels(17) |
| 5222 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5223 | .iterations(3) |
| 5224 | .TestF32(); |
| 5225 | } |
| 5226 | } |
| 5227 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5228 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5229 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5230 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 5231 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5232 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5233 | .padding(1) |
| 5234 | .padding_width(1) |
| 5235 | .kernel_size(3, 3) |
| 5236 | .stride_width(stride_width) |
| 5237 | .groups(2) |
| 5238 | .group_input_channels(17) |
| 5239 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5240 | .iterations(3) |
| 5241 | .TestF32(); |
| 5242 | } |
| 5243 | } |
| 5244 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5245 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5246 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5247 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 5248 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 5249 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5250 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5251 | .padding_width(1) |
| 5252 | .padding_top(padding_top) |
| 5253 | .padding_bottom(padding_bottom) |
| 5254 | .kernel_size(3, 3) |
| 5255 | .stride(2) |
| 5256 | .groups(2) |
| 5257 | .group_input_channels(17) |
| 5258 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5259 | .iterations(1) |
| 5260 | .TestF32(); |
| 5261 | } |
| 5262 | } |
| 5263 | } |
| 5264 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5265 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5266 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5267 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 5268 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 5269 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5270 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5271 | .padding_height(1) |
| 5272 | .padding_left(padding_left) |
| 5273 | .padding_right(padding_right) |
| 5274 | .kernel_size(3, 3) |
| 5275 | .stride(2) |
| 5276 | .groups(2) |
| 5277 | .group_input_channels(17) |
| 5278 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5279 | .iterations(1) |
| 5280 | .TestF32(); |
| 5281 | } |
| 5282 | } |
| 5283 | } |
| 5284 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5285 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5286 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 5287 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5288 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5289 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5290 | .padding(1) |
| 5291 | .adjustment_height(adjustment_height) |
| 5292 | .kernel_size(3, 3) |
| 5293 | .stride(2) |
| 5294 | .groups(2) |
| 5295 | .group_input_channels(17) |
| 5296 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5297 | .iterations(1) |
| 5298 | .TestF32(); |
| 5299 | } |
| 5300 | } |
| 5301 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5302 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5303 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 5304 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5305 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5306 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5307 | .padding(1) |
| 5308 | .adjustment_width(adjustment_width) |
| 5309 | .kernel_size(3, 3) |
| 5310 | .stride(2) |
| 5311 | .groups(2) |
| 5312 | .group_input_channels(17) |
| 5313 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5314 | .iterations(1) |
| 5315 | .TestF32(); |
| 5316 | } |
| 5317 | } |
| 5318 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5319 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5320 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5321 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5322 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5323 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5324 | .padding(1) |
| 5325 | .kernel_size(3, 3) |
| 5326 | .stride(2) |
| 5327 | .groups(2) |
| 5328 | .group_input_channels(17) |
| 5329 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5330 | .iterations(1) |
| 5331 | .TestF32(); |
| 5332 | } |
| 5333 | } |
| 5334 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5335 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5336 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5337 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5338 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5339 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5340 | .padding(1) |
| 5341 | .kernel_size(3, 3) |
| 5342 | .stride(2) |
| 5343 | .groups(2) |
| 5344 | .group_input_channels(17) |
| 5345 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5346 | .iterations(1) |
| 5347 | .TestF32(); |
| 5348 | } |
| 5349 | } |
| 5350 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5351 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5352 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5353 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 5354 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5355 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5356 | .padding(1) |
| 5357 | .kernel_size(3, 3) |
| 5358 | .stride(2) |
| 5359 | .groups(2) |
| 5360 | .group_input_channels(input_channels) |
| 5361 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5362 | .iterations(1) |
| 5363 | .TestF32(); |
| 5364 | } |
| 5365 | } |
| 5366 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5367 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5368 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5369 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 5370 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5371 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5372 | .padding(1) |
| 5373 | .kernel_size(3, 3) |
| 5374 | .stride(2) |
| 5375 | .groups(2) |
| 5376 | .group_input_channels(17) |
| 5377 | .group_output_channels(output_channels) |
| 5378 | .iterations(1) |
| 5379 | .TestF32(); |
| 5380 | } |
| 5381 | } |
| 5382 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5383 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5384 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5385 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5386 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5387 | .padding(1) |
| 5388 | .kernel_size(3, 3) |
| 5389 | .stride(2) |
| 5390 | .groups(2) |
| 5391 | .group_input_channels(17) |
| 5392 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5393 | .input_pixel_stride(37) |
| 5394 | .iterations(3) |
| 5395 | .TestF32(); |
| 5396 | } |
| 5397 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5398 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5399 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5400 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5401 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5402 | .padding(1) |
| 5403 | .kernel_size(3, 3) |
| 5404 | .stride(2) |
| 5405 | .groups(2) |
| 5406 | .group_input_channels(17) |
| 5407 | .group_output_channels(xnn_params.f32.gemm.nr + 3) |
| 5408 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 5409 | .iterations(3) |
| 5410 | .TestF32(); |
| 5411 | } |
| 5412 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5413 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5414 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5415 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5416 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5417 | .padding(1) |
| 5418 | .kernel_size(3, 3) |
| 5419 | .stride(2) |
| 5420 | .groups(2) |
| 5421 | .group_input_channels(17) |
| 5422 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5423 | .qmin(128) |
| 5424 | .iterations(3) |
| 5425 | .TestF32(); |
| 5426 | } |
| 5427 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5428 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5429 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5430 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5431 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5432 | .padding(1) |
| 5433 | .kernel_size(3, 3) |
| 5434 | .stride(2) |
| 5435 | .groups(2) |
| 5436 | .group_input_channels(17) |
| 5437 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 5438 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5439 | .iterations(3) |
| 5440 | .TestF32(); |
| 5441 | } |
| 5442 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5443 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5444 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5445 | DeconvolutionOperatorTester() |
| 5446 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5447 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5448 | .padding(1) |
| 5449 | .kernel_size(3, 3) |
| 5450 | .stride(2) |
| 5451 | .groups(2) |
| 5452 | .group_input_channels(17) |
| 5453 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5454 | .iterations(3) |
| 5455 | .TestF32(); |
| 5456 | } |
| 5457 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5458 | /**************************** SUBCONV2D path, batched ****************************/ |
| 5459 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5460 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5461 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5462 | DeconvolutionOperatorTester() |
| 5463 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5464 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5465 | .padding(1) |
| 5466 | .kernel_size(3, 3) |
| 5467 | .stride(2) |
| 5468 | .group_input_channels(15) |
| 5469 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5470 | .iterations(3) |
| 5471 | .TestF32(); |
| 5472 | } |
| 5473 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5474 | TEST(DECONVOLUTION_NHWC_F32, batched_Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5475 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5476 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 5477 | DeconvolutionOperatorTester() |
| 5478 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5479 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5480 | .padding_width(1) |
| 5481 | .kernel_size(kernel_height, 3) |
| 5482 | .stride(2) |
| 5483 | .group_input_channels(17) |
| 5484 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5485 | .iterations(3) |
| 5486 | .TestF32(); |
| 5487 | } |
| 5488 | } |
| 5489 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5490 | TEST(DECONVOLUTION_NHWC_F32, batched_3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5491 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5492 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 5493 | DeconvolutionOperatorTester() |
| 5494 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5495 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5496 | .padding_height(1) |
| 5497 | .kernel_size(3, kernel_width) |
| 5498 | .stride(2) |
| 5499 | .group_input_channels(17) |
| 5500 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5501 | .iterations(3) |
| 5502 | .TestF32(); |
| 5503 | } |
| 5504 | } |
| 5505 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5506 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5507 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5508 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 5509 | DeconvolutionOperatorTester() |
| 5510 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5511 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5512 | .padding(1) |
| 5513 | .padding_width(1) |
| 5514 | .kernel_size(3, 3) |
| 5515 | .stride_height(stride_height) |
| 5516 | .group_input_channels(17) |
| 5517 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5518 | .iterations(3) |
| 5519 | .TestF32(); |
| 5520 | } |
| 5521 | } |
| 5522 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5523 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5524 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5525 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 5526 | DeconvolutionOperatorTester() |
| 5527 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5528 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5529 | .padding(1) |
| 5530 | .padding_width(1) |
| 5531 | .kernel_size(3, 3) |
| 5532 | .stride_width(stride_width) |
| 5533 | .group_input_channels(17) |
| 5534 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5535 | .iterations(3) |
| 5536 | .TestF32(); |
| 5537 | } |
| 5538 | } |
| 5539 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5540 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5541 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5542 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 5543 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 5544 | DeconvolutionOperatorTester() |
| 5545 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5546 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5547 | .padding_width(1) |
| 5548 | .padding_top(padding_top) |
| 5549 | .padding_bottom(padding_bottom) |
| 5550 | .kernel_size(3, 3) |
| 5551 | .stride(2) |
| 5552 | .group_input_channels(15) |
| 5553 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5554 | .iterations(1) |
| 5555 | .TestF32(); |
| 5556 | } |
| 5557 | } |
| 5558 | } |
| 5559 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5560 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5561 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5562 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 5563 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 5564 | DeconvolutionOperatorTester() |
| 5565 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5566 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5567 | .padding_height(1) |
| 5568 | .padding_left(padding_left) |
| 5569 | .padding_right(padding_right) |
| 5570 | .kernel_size(3, 3) |
| 5571 | .stride(2) |
| 5572 | .group_input_channels(15) |
| 5573 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5574 | .iterations(1) |
| 5575 | .TestF32(); |
| 5576 | } |
| 5577 | } |
| 5578 | } |
| 5579 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5580 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5581 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 5582 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5583 | DeconvolutionOperatorTester() |
| 5584 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5585 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5586 | .padding(1) |
| 5587 | .adjustment_height(adjustment_height) |
| 5588 | .kernel_size(3, 3) |
| 5589 | .stride(2) |
| 5590 | .group_input_channels(15) |
| 5591 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5592 | .iterations(1) |
| 5593 | .TestF32(); |
| 5594 | } |
| 5595 | } |
| 5596 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5597 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5598 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 5599 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5600 | DeconvolutionOperatorTester() |
| 5601 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5602 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5603 | .padding(1) |
| 5604 | .adjustment_width(adjustment_width) |
| 5605 | .kernel_size(3, 3) |
| 5606 | .stride(2) |
| 5607 | .group_input_channels(15) |
| 5608 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5609 | .iterations(1) |
| 5610 | .TestF32(); |
| 5611 | } |
| 5612 | } |
| 5613 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5614 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5615 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5616 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5617 | DeconvolutionOperatorTester() |
| 5618 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5619 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5620 | .padding(1) |
| 5621 | .kernel_size(3, 3) |
| 5622 | .stride(2) |
| 5623 | .group_input_channels(15) |
| 5624 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5625 | .iterations(1) |
| 5626 | .TestF32(); |
| 5627 | } |
| 5628 | } |
| 5629 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5630 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5631 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5632 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5633 | DeconvolutionOperatorTester() |
| 5634 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5635 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5636 | .padding(1) |
| 5637 | .kernel_size(3, 3) |
| 5638 | .stride(2) |
| 5639 | .group_input_channels(15) |
| 5640 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5641 | .iterations(1) |
| 5642 | .TestF32(); |
| 5643 | } |
| 5644 | } |
| 5645 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5646 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5647 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5648 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 5649 | DeconvolutionOperatorTester() |
| 5650 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5651 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5652 | .padding(1) |
| 5653 | .kernel_size(3, 3) |
| 5654 | .stride(2) |
| 5655 | .group_input_channels(input_channels) |
| 5656 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5657 | .iterations(1) |
| 5658 | .TestF32(); |
| 5659 | } |
| 5660 | } |
| 5661 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5662 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5663 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5664 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 5665 | DeconvolutionOperatorTester() |
| 5666 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5667 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5668 | .padding(1) |
| 5669 | .kernel_size(3, 3) |
| 5670 | .stride(2) |
| 5671 | .group_input_channels(23) |
| 5672 | .group_output_channels(output_channels) |
| 5673 | .iterations(1) |
| 5674 | .TestF32(); |
| 5675 | } |
| 5676 | } |
| 5677 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5678 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5679 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5680 | DeconvolutionOperatorTester() |
| 5681 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5682 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5683 | .padding(1) |
| 5684 | .kernel_size(3, 3) |
| 5685 | .stride(2) |
| 5686 | .group_input_channels(23) |
| 5687 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5688 | .input_pixel_stride(28) |
| 5689 | .iterations(3) |
| 5690 | .TestF32(); |
| 5691 | } |
| 5692 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5693 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5694 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5695 | DeconvolutionOperatorTester() |
| 5696 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5697 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5698 | .padding(1) |
| 5699 | .kernel_size(3, 3) |
| 5700 | .stride(2) |
| 5701 | .group_input_channels(23) |
| 5702 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5703 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 5704 | .iterations(3) |
| 5705 | .TestF32(); |
| 5706 | } |
| 5707 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5708 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5709 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5710 | DeconvolutionOperatorTester() |
| 5711 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5712 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5713 | .padding(1) |
| 5714 | .kernel_size(3, 3) |
| 5715 | .stride(2) |
| 5716 | .group_input_channels(23) |
| 5717 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5718 | .qmin(128) |
| 5719 | .iterations(3) |
| 5720 | .TestF32(); |
| 5721 | } |
| 5722 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5723 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5724 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5725 | DeconvolutionOperatorTester() |
| 5726 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5727 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5728 | .padding(1) |
| 5729 | .kernel_size(3, 3) |
| 5730 | .stride(2) |
| 5731 | .group_input_channels(23) |
| 5732 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 5733 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5734 | .iterations(3) |
| 5735 | .TestF32(); |
| 5736 | } |
| 5737 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5738 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5739 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5740 | DeconvolutionOperatorTester() |
| 5741 | .has_bias(false) |
| 5742 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5743 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5744 | .padding(1) |
| 5745 | .kernel_size(3, 3) |
| 5746 | .stride(2) |
| 5747 | .group_input_channels(23) |
| 5748 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5749 | .iterations(3) |
| 5750 | .TestF32(); |
| 5751 | } |
| 5752 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5753 | /**************************** SUBCONV2D path, grouped, batched ****************************/ |
| 5754 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5755 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5756 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5757 | DeconvolutionOperatorTester() |
| 5758 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5759 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5760 | .padding(1) |
| 5761 | .kernel_size(3, 3) |
| 5762 | .stride(2) |
| 5763 | .groups(2) |
| 5764 | .group_input_channels(17) |
| 5765 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5766 | .iterations(3) |
| 5767 | .TestF32(); |
| 5768 | } |
| 5769 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5770 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5771 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5772 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 5773 | DeconvolutionOperatorTester() |
| 5774 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5775 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5776 | .padding_width(1) |
| 5777 | .kernel_size(kernel_height, 3) |
| 5778 | .stride(2) |
| 5779 | .groups(2) |
| 5780 | .group_input_channels(17) |
| 5781 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5782 | .iterations(3) |
| 5783 | .TestF32(); |
| 5784 | } |
| 5785 | } |
| 5786 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5787 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5788 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5789 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 5790 | DeconvolutionOperatorTester() |
| 5791 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5792 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5793 | .padding_height(1) |
| 5794 | .kernel_size(3, kernel_width) |
| 5795 | .stride(2) |
| 5796 | .groups(2) |
| 5797 | .group_input_channels(17) |
| 5798 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5799 | .iterations(3) |
| 5800 | .TestF32(); |
| 5801 | } |
| 5802 | } |
| 5803 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5804 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5805 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5806 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 5807 | DeconvolutionOperatorTester() |
| 5808 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5809 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5810 | .padding(1) |
| 5811 | .padding_width(1) |
| 5812 | .kernel_size(3, 3) |
| 5813 | .stride_height(stride_height) |
| 5814 | .groups(2) |
| 5815 | .group_input_channels(17) |
| 5816 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5817 | .iterations(3) |
| 5818 | .TestF32(); |
| 5819 | } |
| 5820 | } |
| 5821 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5822 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5823 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5824 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 5825 | DeconvolutionOperatorTester() |
| 5826 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5827 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5828 | .padding(1) |
| 5829 | .padding_width(1) |
| 5830 | .kernel_size(3, 3) |
| 5831 | .stride_width(stride_width) |
| 5832 | .groups(2) |
| 5833 | .group_input_channels(17) |
| 5834 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5835 | .iterations(3) |
| 5836 | .TestF32(); |
| 5837 | } |
| 5838 | } |
| 5839 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5840 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5841 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5842 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 5843 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 5844 | DeconvolutionOperatorTester() |
| 5845 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5846 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5847 | .padding_width(1) |
| 5848 | .padding_top(padding_top) |
| 5849 | .padding_bottom(padding_bottom) |
| 5850 | .kernel_size(3, 3) |
| 5851 | .stride(2) |
| 5852 | .groups(2) |
| 5853 | .group_input_channels(17) |
| 5854 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5855 | .iterations(1) |
| 5856 | .TestF32(); |
| 5857 | } |
| 5858 | } |
| 5859 | } |
| 5860 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5861 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5862 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5863 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 5864 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 5865 | DeconvolutionOperatorTester() |
| 5866 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5867 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5868 | .padding_height(1) |
| 5869 | .padding_left(padding_left) |
| 5870 | .padding_right(padding_right) |
| 5871 | .kernel_size(3, 3) |
| 5872 | .stride(2) |
| 5873 | .groups(2) |
| 5874 | .group_input_channels(17) |
| 5875 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5876 | .iterations(1) |
| 5877 | .TestF32(); |
| 5878 | } |
| 5879 | } |
| 5880 | } |
| 5881 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5882 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5883 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 5884 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5885 | DeconvolutionOperatorTester() |
| 5886 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5887 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5888 | .padding(1) |
| 5889 | .adjustment_height(adjustment_height) |
| 5890 | .kernel_size(3, 3) |
| 5891 | .stride(2) |
| 5892 | .groups(2) |
| 5893 | .group_input_channels(17) |
| 5894 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5895 | .iterations(1) |
| 5896 | .TestF32(); |
| 5897 | } |
| 5898 | } |
| 5899 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5900 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5901 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 5902 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5903 | DeconvolutionOperatorTester() |
| 5904 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5905 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5906 | .padding(1) |
| 5907 | .adjustment_width(adjustment_width) |
| 5908 | .kernel_size(3, 3) |
| 5909 | .stride(2) |
| 5910 | .groups(2) |
| 5911 | .group_input_channels(17) |
| 5912 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5913 | .iterations(1) |
| 5914 | .TestF32(); |
| 5915 | } |
| 5916 | } |
| 5917 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5918 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5919 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5920 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5921 | DeconvolutionOperatorTester() |
| 5922 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5923 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5924 | .padding(1) |
| 5925 | .kernel_size(3, 3) |
| 5926 | .stride(2) |
| 5927 | .groups(2) |
| 5928 | .group_input_channels(17) |
| 5929 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5930 | .iterations(1) |
| 5931 | .TestF32(); |
| 5932 | } |
| 5933 | } |
| 5934 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5935 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5936 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5937 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5938 | DeconvolutionOperatorTester() |
| 5939 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5940 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5941 | .padding(1) |
| 5942 | .kernel_size(3, 3) |
| 5943 | .stride(2) |
| 5944 | .groups(2) |
| 5945 | .group_input_channels(17) |
| 5946 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5947 | .iterations(1) |
| 5948 | .TestF32(); |
| 5949 | } |
| 5950 | } |
| 5951 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5952 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5953 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5954 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 5955 | DeconvolutionOperatorTester() |
| 5956 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5957 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5958 | .padding(1) |
| 5959 | .kernel_size(3, 3) |
| 5960 | .stride(2) |
| 5961 | .groups(2) |
| 5962 | .group_input_channels(input_channels) |
| 5963 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5964 | .iterations(1) |
| 5965 | .TestF32(); |
| 5966 | } |
| 5967 | } |
| 5968 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5969 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5970 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5971 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 5972 | DeconvolutionOperatorTester() |
| 5973 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5974 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5975 | .padding(1) |
| 5976 | .kernel_size(3, 3) |
| 5977 | .stride(2) |
| 5978 | .groups(2) |
| 5979 | .group_input_channels(17) |
| 5980 | .group_output_channels(output_channels) |
| 5981 | .iterations(1) |
| 5982 | .TestF32(); |
| 5983 | } |
| 5984 | } |
| 5985 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5986 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5987 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5988 | DeconvolutionOperatorTester() |
| 5989 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5990 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5991 | .padding(1) |
| 5992 | .kernel_size(3, 3) |
| 5993 | .stride(2) |
| 5994 | .groups(2) |
| 5995 | .group_input_channels(17) |
| 5996 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 5997 | .input_pixel_stride(37) |
| 5998 | .iterations(3) |
| 5999 | .TestF32(); |
| 6000 | } |
| 6001 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 6002 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6003 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6004 | DeconvolutionOperatorTester() |
| 6005 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6006 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6007 | .padding(1) |
| 6008 | .kernel_size(3, 3) |
| 6009 | .stride(2) |
| 6010 | .groups(2) |
| 6011 | .group_input_channels(17) |
| 6012 | .group_output_channels(xnn_params.f32.gemm.nr + 3) |
| 6013 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 6014 | .iterations(3) |
| 6015 | .TestF32(); |
| 6016 | } |
| 6017 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 6018 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6019 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6020 | DeconvolutionOperatorTester() |
| 6021 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6022 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6023 | .padding(1) |
| 6024 | .kernel_size(3, 3) |
| 6025 | .stride(2) |
| 6026 | .groups(2) |
| 6027 | .group_input_channels(17) |
| 6028 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 6029 | .qmin(128) |
| 6030 | .iterations(3) |
| 6031 | .TestF32(); |
| 6032 | } |
| 6033 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 6034 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6035 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6036 | DeconvolutionOperatorTester() |
| 6037 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6038 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6039 | .padding(1) |
| 6040 | .kernel_size(3, 3) |
| 6041 | .stride(2) |
| 6042 | .groups(2) |
| 6043 | .group_input_channels(17) |
| 6044 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 6045 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6046 | .iterations(3) |
| 6047 | .TestF32(); |
| 6048 | } |
| 6049 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 6050 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6051 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6052 | DeconvolutionOperatorTester() |
| 6053 | .has_bias(false) |
| 6054 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6055 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6056 | .padding(1) |
| 6057 | .kernel_size(3, 3) |
| 6058 | .stride(2) |
| 6059 | .groups(2) |
| 6060 | .group_input_channels(17) |
| 6061 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 6062 | .iterations(3) |
| 6063 | .TestF32(); |
| 6064 | } |
| 6065 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6066 | /**************************** SUBCONV2D path, setup ****************************/ |
| 6067 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 6068 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_setup_changing_batch) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6069 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6070 | DeconvolutionOperatorTester() |
| 6071 | .batch_size(2) |
| 6072 | .next_batch_size(5) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6073 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6074 | .kernel_height(3) |
| 6075 | .kernel_width(5) |
| 6076 | .stride(2) |
| 6077 | .groups(2) |
| 6078 | .group_input_channels(15) |
| 6079 | .group_output_channels(17) |
| 6080 | .TestSetupF32(); |
| 6081 | } |
| 6082 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 6083 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_setup_changing_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6084 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6085 | DeconvolutionOperatorTester() |
| 6086 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6087 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 6088 | .next_input_height(kStridedInputHeight + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6089 | .kernel_height(3) |
| 6090 | .kernel_width(5) |
| 6091 | .stride(2) |
| 6092 | .groups(2) |
| 6093 | .group_input_channels(15) |
| 6094 | .group_output_channels(17) |
| 6095 | .TestSetupF32(); |
| 6096 | } |
| 6097 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 6098 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_setup_changing_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6099 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6100 | DeconvolutionOperatorTester() |
| 6101 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6102 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 6103 | .next_input_width(kStridedInputWidth + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6104 | .kernel_height(3) |
| 6105 | .kernel_width(5) |
| 6106 | .stride(2) |
| 6107 | .groups(2) |
| 6108 | .group_input_channels(15) |
| 6109 | .group_output_channels(17) |
| 6110 | .TestSetupF32(); |
| 6111 | } |