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 | bea849a | 2021-07-30 16:25:30 -0700 | [diff] [blame] | 21 | TEST(DECONVOLUTION_NHWC_QS8, 1x1) { |
| 22 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 23 | DeconvolutionOperatorTester() |
| 24 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 25 | .kernel_size(1, 1) |
| 26 | .group_input_channels(23) |
| 27 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 28 | .iterations(3) |
| 29 | .TestQS8(); |
| 30 | } |
| 31 | |
| 32 | TEST(DECONVOLUTION_NHWC_QS8, 1x1_varying_input_width) { |
| 33 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 34 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
| 35 | DeconvolutionOperatorTester() |
| 36 | .input_size(input_height, kUnstridedInputWidth) |
| 37 | .kernel_size(1, 1) |
| 38 | .group_input_channels(23) |
| 39 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 40 | .iterations(1) |
| 41 | .TestQS8(); |
| 42 | } |
| 43 | } |
| 44 | |
| 45 | TEST(DECONVOLUTION_NHWC_QS8, 1x1_varying_input_height) { |
| 46 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 47 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
| 48 | DeconvolutionOperatorTester() |
| 49 | .input_size(kUnstridedInputHeight, input_width) |
| 50 | .kernel_size(1, 1) |
| 51 | .group_input_channels(23) |
| 52 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 53 | .iterations(1) |
| 54 | .TestQS8(); |
| 55 | } |
| 56 | } |
| 57 | |
| 58 | TEST(DECONVOLUTION_NHWC_QS8, 1x1_varying_input_channels) { |
| 59 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 60 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 61 | DeconvolutionOperatorTester() |
| 62 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 63 | .kernel_size(1, 1) |
| 64 | .group_input_channels(input_channels) |
| 65 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 66 | .iterations(1) |
| 67 | .TestQS8(); |
| 68 | } |
| 69 | } |
| 70 | |
| 71 | TEST(DECONVOLUTION_NHWC_QS8, 1x1_varying_output_channels) { |
| 72 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 73 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 74 | DeconvolutionOperatorTester() |
| 75 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 76 | .kernel_size(1, 1) |
| 77 | .group_input_channels(23) |
| 78 | .group_output_channels(output_channels) |
| 79 | .iterations(1) |
| 80 | .TestQS8(); |
| 81 | } |
| 82 | } |
| 83 | |
| 84 | TEST(DECONVOLUTION_NHWC_QS8, 1x1_with_input_stride) { |
| 85 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 86 | DeconvolutionOperatorTester() |
| 87 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 88 | .kernel_size(1, 1) |
| 89 | .group_input_channels(23) |
| 90 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 91 | .input_pixel_stride(28) |
| 92 | .iterations(3) |
| 93 | .TestQS8(); |
| 94 | } |
| 95 | |
| 96 | TEST(DECONVOLUTION_NHWC_QS8, 1x1_with_output_stride) { |
| 97 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 98 | DeconvolutionOperatorTester() |
| 99 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 100 | .kernel_size(1, 1) |
| 101 | .group_input_channels(23) |
| 102 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 103 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 104 | .iterations(3) |
| 105 | .TestQS8(); |
| 106 | } |
| 107 | |
| 108 | TEST(DECONVOLUTION_NHWC_QS8, 1x1_with_qmin) { |
| 109 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 110 | DeconvolutionOperatorTester() |
| 111 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 112 | .kernel_size(1, 1) |
| 113 | .group_input_channels(23) |
| 114 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 115 | .qmin(128) |
| 116 | .iterations(3) |
| 117 | .TestQS8(); |
| 118 | } |
| 119 | |
| 120 | TEST(DECONVOLUTION_NHWC_QS8, 1x1_with_qmax) { |
| 121 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 122 | DeconvolutionOperatorTester() |
| 123 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 124 | .kernel_size(1, 1) |
| 125 | .group_input_channels(23) |
| 126 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 127 | .qmax(128) |
| 128 | .iterations(3) |
| 129 | .TestQS8(); |
| 130 | } |
| 131 | |
| 132 | TEST(DECONVOLUTION_NHWC_QS8, 1x1_without_bias) { |
| 133 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 134 | DeconvolutionOperatorTester() |
| 135 | .has_bias(false) |
| 136 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 137 | .kernel_size(1, 1) |
| 138 | .group_input_channels(23) |
| 139 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 140 | .iterations(3) |
| 141 | .TestQS8(); |
| 142 | } |
| 143 | |
| 144 | /**************************** Future GEMM path, grouped ****************************/ |
| 145 | |
| 146 | TEST(DECONVOLUTION_NHWC_QS8, grouped_1x1) { |
| 147 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 148 | DeconvolutionOperatorTester() |
| 149 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 150 | .kernel_size(1, 1) |
| 151 | .groups(2) |
| 152 | .group_input_channels(23) |
| 153 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 154 | .iterations(3) |
| 155 | .TestQS8(); |
| 156 | } |
| 157 | |
| 158 | TEST(DECONVOLUTION_NHWC_QS8, grouped_1x1_varying_input_width) { |
| 159 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 160 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
| 161 | DeconvolutionOperatorTester() |
| 162 | .input_size(input_height, kUnstridedInputWidth) |
| 163 | .kernel_size(1, 1) |
| 164 | .groups(2) |
| 165 | .group_input_channels(23) |
| 166 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 167 | .iterations(1) |
| 168 | .TestQS8(); |
| 169 | } |
| 170 | } |
| 171 | |
| 172 | TEST(DECONVOLUTION_NHWC_QS8, grouped_1x1_varying_input_height) { |
| 173 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 174 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
| 175 | DeconvolutionOperatorTester() |
| 176 | .input_size(kUnstridedInputHeight, input_width) |
| 177 | .kernel_size(1, 1) |
| 178 | .groups(2) |
| 179 | .group_input_channels(23) |
| 180 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 181 | .iterations(1) |
| 182 | .TestQS8(); |
| 183 | } |
| 184 | } |
| 185 | |
| 186 | TEST(DECONVOLUTION_NHWC_QS8, grouped_1x1_varying_input_channels) { |
| 187 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 188 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 189 | DeconvolutionOperatorTester() |
| 190 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 191 | .kernel_size(1, 1) |
| 192 | .groups(2) |
| 193 | .group_input_channels(input_channels) |
| 194 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 195 | .iterations(1) |
| 196 | .TestQS8(); |
| 197 | } |
| 198 | } |
| 199 | |
| 200 | TEST(DECONVOLUTION_NHWC_QS8, grouped_1x1_varying_output_channels) { |
| 201 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 202 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 203 | DeconvolutionOperatorTester() |
| 204 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 205 | .kernel_size(1, 1) |
| 206 | .groups(2) |
| 207 | .group_input_channels(23) |
| 208 | .group_output_channels(output_channels) |
| 209 | .iterations(1) |
| 210 | .TestQS8(); |
| 211 | } |
| 212 | } |
| 213 | |
| 214 | TEST(DECONVOLUTION_NHWC_QS8, grouped_1x1_with_input_stride) { |
| 215 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 216 | DeconvolutionOperatorTester() |
| 217 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 218 | .kernel_size(1, 1) |
| 219 | .groups(2) |
| 220 | .group_input_channels(23) |
| 221 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 222 | .input_pixel_stride(47) |
| 223 | .iterations(3) |
| 224 | .TestQS8(); |
| 225 | } |
| 226 | |
| 227 | TEST(DECONVOLUTION_NHWC_QS8, grouped_1x1_with_output_stride) { |
| 228 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 229 | DeconvolutionOperatorTester() |
| 230 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 231 | .kernel_size(1, 1) |
| 232 | .groups(2) |
| 233 | .group_input_channels(23) |
| 234 | .group_output_channels(xnn_params.qu8.gemm.nr + 3) |
| 235 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 236 | .iterations(3) |
| 237 | .TestQS8(); |
| 238 | } |
| 239 | |
| 240 | TEST(DECONVOLUTION_NHWC_QS8, grouped_1x1_with_qmin) { |
| 241 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 242 | DeconvolutionOperatorTester() |
| 243 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 244 | .kernel_size(1, 1) |
| 245 | .groups(2) |
| 246 | .group_input_channels(23) |
| 247 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 248 | .qmin(128) |
| 249 | .iterations(3) |
| 250 | .TestQS8(); |
| 251 | } |
| 252 | |
| 253 | TEST(DECONVOLUTION_NHWC_QS8, grouped_1x1_with_qmax) { |
| 254 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 255 | DeconvolutionOperatorTester() |
| 256 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 257 | .kernel_size(1, 1) |
| 258 | .groups(2) |
| 259 | .group_input_channels(23) |
| 260 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 261 | .qmax(128) |
| 262 | .iterations(3) |
| 263 | .TestQS8(); |
| 264 | } |
| 265 | |
| 266 | TEST(DECONVOLUTION_NHWC_QS8, grouped_1x1_without_bias) { |
| 267 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 268 | DeconvolutionOperatorTester() |
| 269 | .has_bias(false) |
| 270 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 271 | .kernel_size(1, 1) |
| 272 | .groups(2) |
| 273 | .group_input_channels(23) |
| 274 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 275 | .iterations(3) |
| 276 | .TestQS8(); |
| 277 | } |
| 278 | |
| 279 | /**************************** Future GEMM path, batched ****************************/ |
| 280 | |
| 281 | TEST(DECONVOLUTION_NHWC_QS8, batched_1x1) { |
| 282 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 283 | DeconvolutionOperatorTester() |
| 284 | .batch_size(2) |
| 285 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 286 | .kernel_size(1, 1) |
| 287 | .group_input_channels(23) |
| 288 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 289 | .iterations(3) |
| 290 | .TestQS8(); |
| 291 | } |
| 292 | |
| 293 | TEST(DECONVOLUTION_NHWC_QS8, batched_1x1_varying_input_width) { |
| 294 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 295 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
| 296 | DeconvolutionOperatorTester() |
| 297 | .batch_size(2) |
| 298 | .input_size(input_height, kUnstridedInputWidth) |
| 299 | .kernel_size(1, 1) |
| 300 | .group_input_channels(23) |
| 301 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 302 | .iterations(1) |
| 303 | .TestQS8(); |
| 304 | } |
| 305 | } |
| 306 | |
| 307 | TEST(DECONVOLUTION_NHWC_QS8, batched_1x1_varying_input_height) { |
| 308 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 309 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
| 310 | DeconvolutionOperatorTester() |
| 311 | .batch_size(2) |
| 312 | .input_size(kUnstridedInputHeight, input_width) |
| 313 | .kernel_size(1, 1) |
| 314 | .group_input_channels(23) |
| 315 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 316 | .iterations(1) |
| 317 | .TestQS8(); |
| 318 | } |
| 319 | } |
| 320 | |
| 321 | TEST(DECONVOLUTION_NHWC_QS8, batched_1x1_varying_input_channels) { |
| 322 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 323 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 324 | DeconvolutionOperatorTester() |
| 325 | .batch_size(2) |
| 326 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 327 | .kernel_size(1, 1) |
| 328 | .group_input_channels(input_channels) |
| 329 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 330 | .iterations(1) |
| 331 | .TestQS8(); |
| 332 | } |
| 333 | } |
| 334 | |
| 335 | TEST(DECONVOLUTION_NHWC_QS8, batched_1x1_varying_output_channels) { |
| 336 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 337 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 338 | DeconvolutionOperatorTester() |
| 339 | .batch_size(2) |
| 340 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 341 | .kernel_size(1, 1) |
| 342 | .group_input_channels(23) |
| 343 | .group_output_channels(output_channels) |
| 344 | .iterations(1) |
| 345 | .TestQS8(); |
| 346 | } |
| 347 | } |
| 348 | |
| 349 | TEST(DECONVOLUTION_NHWC_QS8, batched_1x1_with_input_stride) { |
| 350 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 351 | DeconvolutionOperatorTester() |
| 352 | .batch_size(2) |
| 353 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 354 | .kernel_size(1, 1) |
| 355 | .group_input_channels(23) |
| 356 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 357 | .input_pixel_stride(28) |
| 358 | .iterations(3) |
| 359 | .TestQS8(); |
| 360 | } |
| 361 | |
| 362 | TEST(DECONVOLUTION_NHWC_QS8, batched_1x1_with_output_stride) { |
| 363 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 364 | DeconvolutionOperatorTester() |
| 365 | .batch_size(2) |
| 366 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 367 | .kernel_size(1, 1) |
| 368 | .group_input_channels(23) |
| 369 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 370 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 371 | .iterations(3) |
| 372 | .TestQS8(); |
| 373 | } |
| 374 | |
| 375 | TEST(DECONVOLUTION_NHWC_QS8, batched_1x1_with_qmin) { |
| 376 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 377 | DeconvolutionOperatorTester() |
| 378 | .batch_size(2) |
| 379 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 380 | .kernel_size(1, 1) |
| 381 | .group_input_channels(23) |
| 382 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 383 | .qmin(128) |
| 384 | .iterations(3) |
| 385 | .TestQS8(); |
| 386 | } |
| 387 | |
| 388 | TEST(DECONVOLUTION_NHWC_QS8, batched_1x1_with_qmax) { |
| 389 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 390 | DeconvolutionOperatorTester() |
| 391 | .batch_size(2) |
| 392 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 393 | .kernel_size(1, 1) |
| 394 | .group_input_channels(23) |
| 395 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 396 | .qmax(128) |
| 397 | .iterations(3) |
| 398 | .TestQS8(); |
| 399 | } |
| 400 | |
| 401 | TEST(DECONVOLUTION_NHWC_QS8, batched_1x1_without_bias) { |
| 402 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 403 | DeconvolutionOperatorTester() |
| 404 | .has_bias(false) |
| 405 | .batch_size(2) |
| 406 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 407 | .kernel_size(1, 1) |
| 408 | .group_input_channels(23) |
| 409 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 410 | .iterations(3) |
| 411 | .TestQS8(); |
| 412 | } |
| 413 | |
| 414 | /**************************** Future GEMM path, batched, grouped ****************************/ |
| 415 | |
| 416 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_1x1) { |
| 417 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 418 | DeconvolutionOperatorTester() |
| 419 | .batch_size(2) |
| 420 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 421 | .kernel_size(1, 1) |
| 422 | .groups(2) |
| 423 | .group_input_channels(23) |
| 424 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 425 | .iterations(3) |
| 426 | .TestQS8(); |
| 427 | } |
| 428 | |
| 429 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_1x1_varying_input_width) { |
| 430 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 431 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
| 432 | DeconvolutionOperatorTester() |
| 433 | .batch_size(2) |
| 434 | .input_size(input_height, kUnstridedInputWidth) |
| 435 | .kernel_size(1, 1) |
| 436 | .groups(2) |
| 437 | .group_input_channels(23) |
| 438 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 439 | .iterations(1) |
| 440 | .TestQS8(); |
| 441 | } |
| 442 | } |
| 443 | |
| 444 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_1x1_varying_input_height) { |
| 445 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 446 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
| 447 | DeconvolutionOperatorTester() |
| 448 | .batch_size(2) |
| 449 | .input_size(kUnstridedInputHeight, input_width) |
| 450 | .kernel_size(1, 1) |
| 451 | .groups(2) |
| 452 | .group_input_channels(23) |
| 453 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 454 | .iterations(1) |
| 455 | .TestQS8(); |
| 456 | } |
| 457 | } |
| 458 | |
| 459 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_1x1_varying_input_channels) { |
| 460 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 461 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 462 | DeconvolutionOperatorTester() |
| 463 | .batch_size(2) |
| 464 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 465 | .kernel_size(1, 1) |
| 466 | .groups(2) |
| 467 | .group_input_channels(input_channels) |
| 468 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 469 | .iterations(1) |
| 470 | .TestQS8(); |
| 471 | } |
| 472 | } |
| 473 | |
| 474 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_1x1_varying_output_channels) { |
| 475 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 476 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 477 | DeconvolutionOperatorTester() |
| 478 | .batch_size(2) |
| 479 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 480 | .kernel_size(1, 1) |
| 481 | .groups(2) |
| 482 | .group_input_channels(23) |
| 483 | .group_output_channels(output_channels) |
| 484 | .iterations(1) |
| 485 | .TestQS8(); |
| 486 | } |
| 487 | } |
| 488 | |
| 489 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_1x1_with_input_stride) { |
| 490 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 491 | DeconvolutionOperatorTester() |
| 492 | .batch_size(2) |
| 493 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 494 | .kernel_size(1, 1) |
| 495 | .groups(2) |
| 496 | .group_input_channels(23) |
| 497 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 498 | .input_pixel_stride(47) |
| 499 | .iterations(3) |
| 500 | .TestQS8(); |
| 501 | } |
| 502 | |
| 503 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_1x1_with_output_stride) { |
| 504 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 505 | DeconvolutionOperatorTester() |
| 506 | .batch_size(2) |
| 507 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 508 | .kernel_size(1, 1) |
| 509 | .groups(2) |
| 510 | .group_input_channels(23) |
| 511 | .group_output_channels(xnn_params.qu8.gemm.nr + 3) |
| 512 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 513 | .iterations(3) |
| 514 | .TestQS8(); |
| 515 | } |
| 516 | |
| 517 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_1x1_with_qmin) { |
| 518 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 519 | DeconvolutionOperatorTester() |
| 520 | .batch_size(2) |
| 521 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 522 | .kernel_size(1, 1) |
| 523 | .groups(2) |
| 524 | .group_input_channels(23) |
| 525 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 526 | .qmin(128) |
| 527 | .iterations(3) |
| 528 | .TestQS8(); |
| 529 | } |
| 530 | |
| 531 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_1x1_with_qmax) { |
| 532 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 533 | DeconvolutionOperatorTester() |
| 534 | .batch_size(2) |
| 535 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 536 | .kernel_size(1, 1) |
| 537 | .groups(2) |
| 538 | .group_input_channels(23) |
| 539 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 540 | .qmax(128) |
| 541 | .iterations(3) |
| 542 | .TestQS8(); |
| 543 | } |
| 544 | |
| 545 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_1x1_without_bias) { |
| 546 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 547 | DeconvolutionOperatorTester() |
| 548 | .has_bias(false) |
| 549 | .batch_size(2) |
| 550 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 551 | .kernel_size(1, 1) |
| 552 | .groups(2) |
| 553 | .group_input_channels(23) |
| 554 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 555 | .iterations(3) |
| 556 | .TestQS8(); |
| 557 | } |
| 558 | |
| 559 | /**************************** CONV path ****************************/ |
| 560 | |
| 561 | TEST(DECONVOLUTION_NHWC_QS8, 3x3) { |
| 562 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 563 | DeconvolutionOperatorTester() |
| 564 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 565 | .padding(1) |
| 566 | .kernel_size(3, 3) |
| 567 | .group_input_channels(15) |
| 568 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 569 | .iterations(3) |
| 570 | .TestQS8(); |
| 571 | } |
| 572 | |
| 573 | TEST(DECONVOLUTION_NHWC_QS8, Kx3) { |
| 574 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 575 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 576 | DeconvolutionOperatorTester() |
| 577 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 578 | .padding_width(1) |
| 579 | .kernel_size(kernel_height, 3) |
| 580 | .group_input_channels(17) |
| 581 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 582 | .iterations(3) |
| 583 | .TestQS8(); |
| 584 | } |
| 585 | } |
| 586 | |
| 587 | TEST(DECONVOLUTION_NHWC_QS8, 3xK) { |
| 588 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 589 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 590 | DeconvolutionOperatorTester() |
| 591 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 592 | .padding_height(1) |
| 593 | .kernel_size(3, kernel_width) |
| 594 | .group_input_channels(17) |
| 595 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 596 | .iterations(3) |
| 597 | .TestQS8(); |
| 598 | } |
| 599 | } |
| 600 | |
| 601 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_varying_height_padding) { |
| 602 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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() |
| 606 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 613 | .iterations(1) |
| 614 | .TestQS8(); |
| 615 | } |
| 616 | } |
| 617 | } |
| 618 | |
| 619 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_varying_width_padding) { |
| 620 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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() |
| 624 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 631 | .iterations(1) |
| 632 | .TestQS8(); |
| 633 | } |
| 634 | } |
| 635 | } |
| 636 | |
| 637 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_varying_height_adjustment) { |
| 638 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 639 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 640 | DeconvolutionOperatorTester() |
| 641 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 642 | .padding(1) |
| 643 | .stride_height(adjustment_height + 1) |
| 644 | .adjustment_height(adjustment_height) |
| 645 | .kernel_size(3, 3) |
| 646 | .group_input_channels(15) |
| 647 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 648 | .iterations(1) |
| 649 | .TestQS8(); |
| 650 | } |
| 651 | } |
| 652 | |
| 653 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_varying_width_adjustment) { |
| 654 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 655 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 656 | DeconvolutionOperatorTester() |
| 657 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 658 | .padding(1) |
| 659 | .stride_width(adjustment_width + 1) |
| 660 | .adjustment_width(adjustment_width) |
| 661 | .kernel_size(3, 3) |
| 662 | .group_input_channels(15) |
| 663 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 664 | .iterations(1) |
| 665 | .TestQS8(); |
| 666 | } |
| 667 | } |
| 668 | |
| 669 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_varying_input_height) { |
| 670 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 671 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
| 672 | DeconvolutionOperatorTester() |
| 673 | .input_size(input_height, kUnstridedInputWidth) |
| 674 | .padding(1) |
| 675 | .kernel_size(3, 3) |
| 676 | .group_input_channels(15) |
| 677 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 678 | .iterations(1) |
| 679 | .TestQS8(); |
| 680 | } |
| 681 | } |
| 682 | |
| 683 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_varying_input_width) { |
| 684 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 685 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
| 686 | DeconvolutionOperatorTester() |
| 687 | .input_size(kUnstridedInputHeight, input_width) |
| 688 | .padding(1) |
| 689 | .kernel_size(3, 3) |
| 690 | .group_input_channels(15) |
| 691 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 692 | .iterations(1) |
| 693 | .TestQS8(); |
| 694 | } |
| 695 | } |
| 696 | |
Marat Dukhan | bea849a | 2021-07-30 16:25:30 -0700 | [diff] [blame] | 697 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_varying_input_channels) { |
| 698 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 699 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 700 | DeconvolutionOperatorTester() |
| 701 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 702 | .padding(1) |
| 703 | .kernel_size(3, 3) |
| 704 | .group_input_channels(input_channels) |
| 705 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 706 | .iterations(1) |
| 707 | .TestQS8(); |
| 708 | } |
| 709 | } |
| 710 | |
| 711 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_varying_output_channels) { |
| 712 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 713 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 714 | DeconvolutionOperatorTester() |
| 715 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 716 | .padding(1) |
| 717 | .kernel_size(3, 3) |
| 718 | .group_input_channels(23) |
| 719 | .group_output_channels(output_channels) |
| 720 | .iterations(1) |
| 721 | .TestQS8(); |
| 722 | } |
| 723 | } |
| 724 | |
| 725 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_with_height_dilation) { |
| 726 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 727 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 728 | DeconvolutionOperatorTester() |
| 729 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 730 | .padding(1) |
| 731 | .kernel_size(3, 3) |
| 732 | .dilation_height(dilation_height) |
| 733 | .group_input_channels(23) |
| 734 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 735 | .iterations(3) |
| 736 | .TestQS8(); |
| 737 | } |
| 738 | } |
| 739 | |
| 740 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_with_width_dilation) { |
| 741 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 742 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 743 | DeconvolutionOperatorTester() |
| 744 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 745 | .padding(1) |
| 746 | .kernel_size(3, 3) |
| 747 | .dilation_width(dilation_width) |
| 748 | .group_input_channels(23) |
| 749 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 750 | .iterations(3) |
| 751 | .TestQS8(); |
| 752 | } |
| 753 | } |
| 754 | |
| 755 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_with_height_dilation_and_stride) { |
| 756 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 757 | DeconvolutionOperatorTester() |
| 758 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 765 | .iterations(3) |
| 766 | .TestQS8(); |
| 767 | } |
| 768 | |
| 769 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_with_width_dilation_and_stride) { |
| 770 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 771 | DeconvolutionOperatorTester() |
| 772 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 779 | .iterations(3) |
| 780 | .TestQS8(); |
| 781 | } |
| 782 | |
| 783 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_with_input_stride) { |
| 784 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 785 | DeconvolutionOperatorTester() |
| 786 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 787 | .padding(1) |
| 788 | .kernel_size(3, 3) |
| 789 | .group_input_channels(23) |
| 790 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 791 | .input_pixel_stride(28) |
| 792 | .iterations(3) |
| 793 | .TestQS8(); |
| 794 | } |
| 795 | |
| 796 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_with_output_stride) { |
| 797 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 798 | DeconvolutionOperatorTester() |
| 799 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 800 | .padding(1) |
| 801 | .kernel_size(3, 3) |
| 802 | .group_input_channels(23) |
| 803 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 804 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 805 | .iterations(3) |
| 806 | .TestQS8(); |
| 807 | } |
| 808 | |
| 809 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_with_qmin) { |
| 810 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 811 | DeconvolutionOperatorTester() |
| 812 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 813 | .padding(1) |
| 814 | .kernel_size(3, 3) |
| 815 | .group_input_channels(23) |
| 816 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 817 | .qmin(128) |
| 818 | .iterations(3) |
| 819 | .TestQS8(); |
| 820 | } |
| 821 | |
| 822 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_with_qmax) { |
| 823 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 824 | DeconvolutionOperatorTester() |
| 825 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 826 | .padding(1) |
| 827 | .kernel_size(3, 3) |
| 828 | .group_input_channels(23) |
| 829 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 830 | .qmax(128) |
| 831 | .iterations(3) |
| 832 | .TestQS8(); |
| 833 | } |
| 834 | |
| 835 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_without_bias) { |
| 836 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 837 | DeconvolutionOperatorTester() |
| 838 | .has_bias(false) |
| 839 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 840 | .padding(1) |
| 841 | .kernel_size(3, 3) |
| 842 | .group_input_channels(23) |
| 843 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 844 | .iterations(3) |
| 845 | .TestQS8(); |
| 846 | } |
| 847 | |
| 848 | /**************************** CONV path, grouped ****************************/ |
| 849 | |
| 850 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3) { |
| 851 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 852 | DeconvolutionOperatorTester() |
| 853 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 854 | .padding(1) |
| 855 | .kernel_size(3, 3) |
| 856 | .groups(2) |
| 857 | .group_input_channels(15) |
| 858 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 859 | .iterations(3) |
| 860 | .TestQS8(); |
| 861 | } |
| 862 | |
| 863 | TEST(DECONVOLUTION_NHWC_QS8, grouped_Kx3) { |
| 864 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 865 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 866 | DeconvolutionOperatorTester() |
| 867 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 868 | .padding_width(1) |
| 869 | .kernel_size(kernel_height, 3) |
| 870 | .groups(2) |
| 871 | .group_input_channels(17) |
| 872 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 873 | .iterations(3) |
| 874 | .TestQS8(); |
| 875 | } |
| 876 | } |
| 877 | |
| 878 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3xK) { |
| 879 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 880 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 881 | DeconvolutionOperatorTester() |
| 882 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 883 | .padding_height(1) |
| 884 | .kernel_size(3, kernel_width) |
| 885 | .groups(2) |
| 886 | .group_input_channels(17) |
| 887 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 888 | .iterations(3) |
| 889 | .TestQS8(); |
| 890 | } |
| 891 | } |
| 892 | |
| 893 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_varying_height_padding) { |
| 894 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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() |
| 898 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 906 | .iterations(1) |
| 907 | .TestQS8(); |
| 908 | } |
| 909 | } |
| 910 | } |
| 911 | |
| 912 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_varying_width_padding) { |
| 913 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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() |
| 917 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 925 | .iterations(1) |
| 926 | .TestQS8(); |
| 927 | } |
| 928 | } |
| 929 | } |
| 930 | |
| 931 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_varying_height_adjustment) { |
| 932 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 933 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 934 | DeconvolutionOperatorTester() |
| 935 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 936 | .padding(1) |
| 937 | .stride_height(adjustment_height + 1) |
| 938 | .adjustment_height(adjustment_height) |
| 939 | .kernel_size(3, 3) |
| 940 | .groups(2) |
| 941 | .group_input_channels(15) |
| 942 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 943 | .iterations(1) |
| 944 | .TestQS8(); |
| 945 | } |
| 946 | } |
| 947 | |
| 948 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_varying_width_adjustment) { |
| 949 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 950 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 951 | DeconvolutionOperatorTester() |
| 952 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 953 | .padding(1) |
| 954 | .stride_width(adjustment_width + 1) |
| 955 | .adjustment_width(adjustment_width) |
| 956 | .kernel_size(3, 3) |
| 957 | .groups(2) |
| 958 | .group_input_channels(15) |
| 959 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 960 | .iterations(1) |
| 961 | .TestQS8(); |
| 962 | } |
| 963 | } |
| 964 | |
| 965 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_varying_input_height) { |
| 966 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 967 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
| 968 | DeconvolutionOperatorTester() |
| 969 | .input_size(input_height, kUnstridedInputWidth) |
| 970 | .padding(1) |
| 971 | .kernel_size(3, 3) |
| 972 | .groups(2) |
| 973 | .group_input_channels(15) |
| 974 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 975 | .iterations(1) |
| 976 | .TestQS8(); |
| 977 | } |
| 978 | } |
| 979 | |
| 980 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_varying_input_width) { |
| 981 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 982 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
| 983 | DeconvolutionOperatorTester() |
| 984 | .input_size(kUnstridedInputHeight, input_width) |
| 985 | .padding(1) |
| 986 | .kernel_size(3, 3) |
| 987 | .groups(2) |
| 988 | .group_input_channels(15) |
| 989 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 990 | .iterations(1) |
| 991 | .TestQS8(); |
| 992 | } |
| 993 | } |
| 994 | |
Marat Dukhan | bea849a | 2021-07-30 16:25:30 -0700 | [diff] [blame] | 995 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_varying_input_channels) { |
| 996 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 997 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 998 | DeconvolutionOperatorTester() |
| 999 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1000 | .padding(1) |
| 1001 | .kernel_size(3, 3) |
| 1002 | .groups(2) |
| 1003 | .group_input_channels(input_channels) |
| 1004 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1005 | .iterations(1) |
| 1006 | .TestQS8(); |
| 1007 | } |
| 1008 | } |
| 1009 | |
| 1010 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_varying_output_channels) { |
| 1011 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1012 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 1013 | DeconvolutionOperatorTester() |
| 1014 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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 | .TestQS8(); |
| 1022 | } |
| 1023 | } |
| 1024 | |
| 1025 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_with_height_dilation) { |
| 1026 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1027 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 1028 | DeconvolutionOperatorTester() |
| 1029 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1036 | .iterations(3) |
| 1037 | .TestQS8(); |
| 1038 | } |
| 1039 | } |
| 1040 | |
| 1041 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_with_width_dilation) { |
| 1042 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1043 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 1044 | DeconvolutionOperatorTester() |
| 1045 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1052 | .iterations(3) |
| 1053 | .TestQS8(); |
| 1054 | } |
| 1055 | } |
| 1056 | |
| 1057 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_with_height_dilation_and_stride) { |
| 1058 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1059 | DeconvolutionOperatorTester() |
| 1060 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1068 | .iterations(3) |
| 1069 | .TestQS8(); |
| 1070 | } |
| 1071 | |
| 1072 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_with_width_dilation_and_stride) { |
| 1073 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1074 | DeconvolutionOperatorTester() |
| 1075 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1083 | .iterations(3) |
| 1084 | .TestQS8(); |
| 1085 | } |
| 1086 | |
| 1087 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_with_input_stride) { |
| 1088 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1089 | DeconvolutionOperatorTester() |
| 1090 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1091 | .padding(1) |
| 1092 | .kernel_size(3, 3) |
| 1093 | .groups(2) |
| 1094 | .group_input_channels(23) |
| 1095 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1096 | .input_pixel_stride(47) |
| 1097 | .iterations(3) |
| 1098 | .TestQS8(); |
| 1099 | } |
| 1100 | |
| 1101 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_with_output_stride) { |
| 1102 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1103 | DeconvolutionOperatorTester() |
| 1104 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1105 | .padding(1) |
| 1106 | .kernel_size(3, 3) |
| 1107 | .groups(2) |
| 1108 | .group_input_channels(23) |
| 1109 | .group_output_channels(xnn_params.qu8.gemm.nr + 3) |
| 1110 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 1111 | .iterations(3) |
| 1112 | .TestQS8(); |
| 1113 | } |
| 1114 | |
| 1115 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_with_qmin) { |
| 1116 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1117 | DeconvolutionOperatorTester() |
| 1118 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1119 | .padding(1) |
| 1120 | .kernel_size(3, 3) |
| 1121 | .groups(2) |
| 1122 | .group_input_channels(23) |
| 1123 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1124 | .qmin(128) |
| 1125 | .iterations(3) |
| 1126 | .TestQS8(); |
| 1127 | } |
| 1128 | |
| 1129 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_with_qmax) { |
| 1130 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1131 | DeconvolutionOperatorTester() |
| 1132 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1133 | .padding(1) |
| 1134 | .kernel_size(3, 3) |
| 1135 | .groups(2) |
| 1136 | .group_input_channels(23) |
| 1137 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1138 | .qmax(128) |
| 1139 | .iterations(3) |
| 1140 | .TestQS8(); |
| 1141 | } |
| 1142 | |
| 1143 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3_without_bias) { |
| 1144 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1145 | DeconvolutionOperatorTester() |
| 1146 | .has_bias(false) |
| 1147 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1148 | .padding(1) |
| 1149 | .kernel_size(3, 3) |
| 1150 | .groups(2) |
| 1151 | .group_input_channels(23) |
| 1152 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1153 | .iterations(3) |
| 1154 | .TestQS8(); |
| 1155 | } |
| 1156 | |
| 1157 | /**************************** CONV path, batched ****************************/ |
| 1158 | |
| 1159 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3) { |
| 1160 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1161 | DeconvolutionOperatorTester() |
| 1162 | .batch_size(2) |
| 1163 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1164 | .padding(1) |
| 1165 | .kernel_size(3, 3) |
| 1166 | .group_input_channels(15) |
| 1167 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1168 | .iterations(3) |
| 1169 | .TestQS8(); |
| 1170 | } |
| 1171 | |
| 1172 | TEST(DECONVOLUTION_NHWC_QS8, batched_Kx3) { |
| 1173 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1174 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 1175 | DeconvolutionOperatorTester() |
| 1176 | .batch_size(2) |
| 1177 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1178 | .padding_width(1) |
| 1179 | .kernel_size(kernel_height, 3) |
| 1180 | .group_input_channels(17) |
| 1181 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1182 | .iterations(3) |
| 1183 | .TestQS8(); |
| 1184 | } |
| 1185 | } |
| 1186 | |
| 1187 | TEST(DECONVOLUTION_NHWC_QS8, batched_3xK) { |
| 1188 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1189 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 1190 | DeconvolutionOperatorTester() |
| 1191 | .batch_size(2) |
| 1192 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1193 | .padding_height(1) |
| 1194 | .kernel_size(3, kernel_width) |
| 1195 | .group_input_channels(17) |
| 1196 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1197 | .iterations(3) |
| 1198 | .TestQS8(); |
| 1199 | } |
| 1200 | } |
| 1201 | |
| 1202 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_varying_height_padding) { |
| 1203 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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) |
| 1208 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1215 | .iterations(1) |
| 1216 | .TestQS8(); |
| 1217 | } |
| 1218 | } |
| 1219 | } |
| 1220 | |
| 1221 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_varying_width_padding) { |
| 1222 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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) |
| 1227 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1234 | .iterations(1) |
| 1235 | .TestQS8(); |
| 1236 | } |
| 1237 | } |
| 1238 | } |
| 1239 | |
| 1240 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_varying_height_adjustment) { |
| 1241 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1242 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 1243 | DeconvolutionOperatorTester() |
| 1244 | .batch_size(2) |
| 1245 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1246 | .padding(1) |
| 1247 | .stride_height(adjustment_height + 1) |
| 1248 | .adjustment_height(adjustment_height) |
| 1249 | .kernel_size(3, 3) |
| 1250 | .group_input_channels(15) |
| 1251 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1252 | .iterations(1) |
| 1253 | .TestQS8(); |
| 1254 | } |
| 1255 | } |
| 1256 | |
| 1257 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_varying_width_adjustment) { |
| 1258 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1259 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 1260 | DeconvolutionOperatorTester() |
| 1261 | .batch_size(2) |
| 1262 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1263 | .padding(1) |
| 1264 | .stride_width(adjustment_width + 1) |
| 1265 | .adjustment_width(adjustment_width) |
| 1266 | .kernel_size(3, 3) |
| 1267 | .group_input_channels(15) |
| 1268 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1269 | .iterations(1) |
| 1270 | .TestQS8(); |
| 1271 | } |
| 1272 | } |
| 1273 | |
| 1274 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_varying_input_height) { |
| 1275 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1276 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
| 1277 | DeconvolutionOperatorTester() |
| 1278 | .batch_size(2) |
| 1279 | .input_size(input_height, kUnstridedInputWidth) |
| 1280 | .padding(1) |
| 1281 | .kernel_size(3, 3) |
| 1282 | .group_input_channels(15) |
| 1283 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1284 | .iterations(1) |
| 1285 | .TestQS8(); |
| 1286 | } |
| 1287 | } |
| 1288 | |
| 1289 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_varying_input_width) { |
| 1290 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1291 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
| 1292 | DeconvolutionOperatorTester() |
| 1293 | .batch_size(2) |
| 1294 | .input_size(kUnstridedInputHeight, input_width) |
| 1295 | .padding(1) |
| 1296 | .kernel_size(3, 3) |
| 1297 | .group_input_channels(15) |
| 1298 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1299 | .iterations(1) |
| 1300 | .TestQS8(); |
| 1301 | } |
| 1302 | } |
| 1303 | |
Marat Dukhan | bea849a | 2021-07-30 16:25:30 -0700 | [diff] [blame] | 1304 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_varying_input_channels) { |
| 1305 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1306 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 1307 | DeconvolutionOperatorTester() |
| 1308 | .batch_size(2) |
| 1309 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1310 | .padding(1) |
| 1311 | .kernel_size(3, 3) |
| 1312 | .group_input_channels(input_channels) |
| 1313 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1314 | .iterations(1) |
| 1315 | .TestQS8(); |
| 1316 | } |
| 1317 | } |
| 1318 | |
| 1319 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_varying_output_channels) { |
| 1320 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1321 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 1322 | DeconvolutionOperatorTester() |
| 1323 | .batch_size(2) |
| 1324 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1325 | .padding(1) |
| 1326 | .kernel_size(3, 3) |
| 1327 | .group_input_channels(23) |
| 1328 | .group_output_channels(output_channels) |
| 1329 | .iterations(1) |
| 1330 | .TestQS8(); |
| 1331 | } |
| 1332 | } |
| 1333 | |
| 1334 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_with_height_dilation) { |
| 1335 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1336 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 1337 | DeconvolutionOperatorTester() |
| 1338 | .batch_size(2) |
| 1339 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1340 | .padding(1) |
| 1341 | .kernel_size(3, 3) |
| 1342 | .dilation_height(dilation_height) |
| 1343 | .group_input_channels(23) |
| 1344 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1345 | .iterations(3) |
| 1346 | .TestQS8(); |
| 1347 | } |
| 1348 | } |
| 1349 | |
| 1350 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_with_width_dilation) { |
| 1351 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1352 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 1353 | DeconvolutionOperatorTester() |
| 1354 | .batch_size(2) |
| 1355 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1356 | .padding(1) |
| 1357 | .kernel_size(3, 3) |
| 1358 | .dilation_width(dilation_width) |
| 1359 | .group_input_channels(23) |
| 1360 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1361 | .iterations(3) |
| 1362 | .TestQS8(); |
| 1363 | } |
| 1364 | } |
| 1365 | |
| 1366 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_with_height_dilation_and_stride) { |
| 1367 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1368 | DeconvolutionOperatorTester() |
| 1369 | .batch_size(2) |
| 1370 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1377 | .iterations(3) |
| 1378 | .TestQS8(); |
| 1379 | } |
| 1380 | |
| 1381 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_with_width_dilation_and_stride) { |
| 1382 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1383 | DeconvolutionOperatorTester() |
| 1384 | .batch_size(2) |
| 1385 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1392 | .iterations(3) |
| 1393 | .TestQS8(); |
| 1394 | } |
| 1395 | |
| 1396 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_with_input_stride) { |
| 1397 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1398 | DeconvolutionOperatorTester() |
| 1399 | .batch_size(2) |
| 1400 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1401 | .padding(1) |
| 1402 | .kernel_size(3, 3) |
| 1403 | .group_input_channels(23) |
| 1404 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1405 | .input_pixel_stride(28) |
| 1406 | .iterations(3) |
| 1407 | .TestQS8(); |
| 1408 | } |
| 1409 | |
| 1410 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_with_output_stride) { |
| 1411 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1412 | DeconvolutionOperatorTester() |
| 1413 | .batch_size(2) |
| 1414 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1415 | .padding(1) |
| 1416 | .kernel_size(3, 3) |
| 1417 | .group_input_channels(23) |
| 1418 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1419 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 1420 | .iterations(3) |
| 1421 | .TestQS8(); |
| 1422 | } |
| 1423 | |
| 1424 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_with_qmin) { |
| 1425 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1426 | DeconvolutionOperatorTester() |
| 1427 | .batch_size(2) |
| 1428 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1429 | .padding(1) |
| 1430 | .kernel_size(3, 3) |
| 1431 | .group_input_channels(23) |
| 1432 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1433 | .qmin(128) |
| 1434 | .iterations(3) |
| 1435 | .TestQS8(); |
| 1436 | } |
| 1437 | |
| 1438 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_with_qmax) { |
| 1439 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1440 | DeconvolutionOperatorTester() |
| 1441 | .batch_size(2) |
| 1442 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1443 | .padding(1) |
| 1444 | .kernel_size(3, 3) |
| 1445 | .group_input_channels(23) |
| 1446 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1447 | .qmax(128) |
| 1448 | .iterations(3) |
| 1449 | .TestQS8(); |
| 1450 | } |
| 1451 | |
| 1452 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3_without_bias) { |
| 1453 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1454 | DeconvolutionOperatorTester() |
| 1455 | .has_bias(false) |
| 1456 | .batch_size(2) |
| 1457 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1458 | .padding(1) |
| 1459 | .kernel_size(3, 3) |
| 1460 | .group_input_channels(23) |
| 1461 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1462 | .iterations(3) |
| 1463 | .TestQS8(); |
| 1464 | } |
| 1465 | |
| 1466 | /**************************** CONV path, grouped, batched ****************************/ |
| 1467 | |
| 1468 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3) { |
| 1469 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1470 | DeconvolutionOperatorTester() |
| 1471 | .batch_size(2) |
| 1472 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1473 | .padding(1) |
| 1474 | .kernel_size(3, 3) |
| 1475 | .groups(2) |
| 1476 | .group_input_channels(15) |
| 1477 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1478 | .iterations(3) |
| 1479 | .TestQS8(); |
| 1480 | } |
| 1481 | |
| 1482 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_Kx3) { |
| 1483 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1484 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 1485 | DeconvolutionOperatorTester() |
| 1486 | .batch_size(2) |
| 1487 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1488 | .padding_width(1) |
| 1489 | .kernel_size(kernel_height, 3) |
| 1490 | .groups(2) |
| 1491 | .group_input_channels(17) |
| 1492 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1493 | .iterations(3) |
| 1494 | .TestQS8(); |
| 1495 | } |
| 1496 | } |
| 1497 | |
| 1498 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3xK) { |
| 1499 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1500 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 1501 | DeconvolutionOperatorTester() |
| 1502 | .batch_size(2) |
| 1503 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1504 | .padding_height(1) |
| 1505 | .kernel_size(3, kernel_width) |
| 1506 | .groups(2) |
| 1507 | .group_input_channels(17) |
| 1508 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1509 | .iterations(3) |
| 1510 | .TestQS8(); |
| 1511 | } |
| 1512 | } |
| 1513 | |
| 1514 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_varying_height_padding) { |
| 1515 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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) |
| 1520 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1528 | .iterations(1) |
| 1529 | .TestQS8(); |
| 1530 | } |
| 1531 | } |
| 1532 | } |
| 1533 | |
| 1534 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_varying_width_padding) { |
| 1535 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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) |
| 1540 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1548 | .iterations(1) |
| 1549 | .TestQS8(); |
| 1550 | } |
| 1551 | } |
| 1552 | } |
| 1553 | |
| 1554 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_varying_height_adjustment) { |
| 1555 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1556 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 1557 | DeconvolutionOperatorTester() |
| 1558 | .batch_size(2) |
| 1559 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1560 | .padding(1) |
| 1561 | .stride_height(adjustment_height + 1) |
| 1562 | .adjustment_height(adjustment_height) |
| 1563 | .kernel_size(3, 3) |
| 1564 | .groups(2) |
| 1565 | .group_input_channels(15) |
| 1566 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1567 | .iterations(1) |
| 1568 | .TestQS8(); |
| 1569 | } |
| 1570 | } |
| 1571 | |
| 1572 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_varying_width_adjustment) { |
| 1573 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1574 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 1575 | DeconvolutionOperatorTester() |
| 1576 | .batch_size(2) |
| 1577 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1578 | .padding(1) |
| 1579 | .stride_width(adjustment_width + 1) |
| 1580 | .adjustment_width(adjustment_width) |
| 1581 | .kernel_size(3, 3) |
| 1582 | .groups(2) |
| 1583 | .group_input_channels(15) |
| 1584 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1585 | .iterations(1) |
| 1586 | .TestQS8(); |
| 1587 | } |
| 1588 | } |
| 1589 | |
| 1590 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_varying_input_height) { |
| 1591 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1592 | for (size_t input_height = kUnstridedInputHeight - 2; input_height <= kUnstridedInputHeight + 2; input_height++) { |
| 1593 | DeconvolutionOperatorTester() |
| 1594 | .batch_size(2) |
| 1595 | .input_size(input_height, kUnstridedInputWidth) |
| 1596 | .padding(1) |
| 1597 | .kernel_size(3, 3) |
| 1598 | .groups(2) |
| 1599 | .group_input_channels(15) |
| 1600 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1601 | .iterations(1) |
| 1602 | .TestQS8(); |
| 1603 | } |
| 1604 | } |
| 1605 | |
| 1606 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_varying_input_width) { |
| 1607 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1608 | for (size_t input_width = kUnstridedInputWidth - 2; input_width <= kUnstridedInputWidth + 2; input_width++) { |
| 1609 | DeconvolutionOperatorTester() |
| 1610 | .batch_size(2) |
| 1611 | .input_size(kUnstridedInputHeight, input_width) |
| 1612 | .padding(1) |
| 1613 | .kernel_size(3, 3) |
| 1614 | .groups(2) |
| 1615 | .group_input_channels(15) |
| 1616 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1617 | .iterations(1) |
| 1618 | .TestQS8(); |
| 1619 | } |
| 1620 | } |
| 1621 | |
Marat Dukhan | bea849a | 2021-07-30 16:25:30 -0700 | [diff] [blame] | 1622 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_varying_input_channels) { |
| 1623 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1624 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 1625 | DeconvolutionOperatorTester() |
| 1626 | .batch_size(2) |
| 1627 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1628 | .padding(1) |
| 1629 | .kernel_size(3, 3) |
| 1630 | .groups(2) |
| 1631 | .group_input_channels(input_channels) |
| 1632 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1633 | .iterations(1) |
| 1634 | .TestQS8(); |
| 1635 | } |
| 1636 | } |
| 1637 | |
| 1638 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_varying_output_channels) { |
| 1639 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1640 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 1641 | DeconvolutionOperatorTester() |
| 1642 | .batch_size(2) |
| 1643 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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 | .TestQS8(); |
| 1651 | } |
| 1652 | } |
| 1653 | |
| 1654 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_with_height_dilation) { |
| 1655 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1656 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 1657 | DeconvolutionOperatorTester() |
| 1658 | .batch_size(2) |
| 1659 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1666 | .iterations(3) |
| 1667 | .TestQS8(); |
| 1668 | } |
| 1669 | } |
| 1670 | |
| 1671 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_with_width_dilation) { |
| 1672 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1673 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 1674 | DeconvolutionOperatorTester() |
| 1675 | .batch_size(2) |
| 1676 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1683 | .iterations(3) |
| 1684 | .TestQS8(); |
| 1685 | } |
| 1686 | } |
| 1687 | |
| 1688 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_with_height_dilation_and_stride) { |
| 1689 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1690 | DeconvolutionOperatorTester() |
| 1691 | .batch_size(2) |
| 1692 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1700 | .iterations(3) |
| 1701 | .TestQS8(); |
| 1702 | } |
| 1703 | |
| 1704 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_with_width_dilation_and_stride) { |
| 1705 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1706 | DeconvolutionOperatorTester() |
| 1707 | .batch_size(2) |
| 1708 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1716 | .iterations(3) |
| 1717 | .TestQS8(); |
| 1718 | } |
| 1719 | |
| 1720 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_with_input_stride) { |
| 1721 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1722 | DeconvolutionOperatorTester() |
| 1723 | .batch_size(2) |
| 1724 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1725 | .padding(1) |
| 1726 | .kernel_size(3, 3) |
| 1727 | .groups(2) |
| 1728 | .group_input_channels(23) |
| 1729 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1730 | .input_pixel_stride(47) |
| 1731 | .iterations(3) |
| 1732 | .TestQS8(); |
| 1733 | } |
| 1734 | |
| 1735 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_with_output_stride) { |
| 1736 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1737 | DeconvolutionOperatorTester() |
| 1738 | .batch_size(2) |
| 1739 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1740 | .padding(1) |
| 1741 | .kernel_size(3, 3) |
| 1742 | .groups(2) |
| 1743 | .group_input_channels(23) |
| 1744 | .group_output_channels(xnn_params.qu8.gemm.nr + 3) |
| 1745 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 1746 | .iterations(3) |
| 1747 | .TestQS8(); |
| 1748 | } |
| 1749 | |
| 1750 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_with_qmin) { |
| 1751 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1752 | DeconvolutionOperatorTester() |
| 1753 | .batch_size(2) |
| 1754 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1755 | .padding(1) |
| 1756 | .kernel_size(3, 3) |
| 1757 | .groups(2) |
| 1758 | .group_input_channels(23) |
| 1759 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1760 | .qmin(128) |
| 1761 | .iterations(3) |
| 1762 | .TestQS8(); |
| 1763 | } |
| 1764 | |
| 1765 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_with_qmax) { |
| 1766 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1767 | DeconvolutionOperatorTester() |
| 1768 | .batch_size(2) |
| 1769 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1770 | .padding(1) |
| 1771 | .kernel_size(3, 3) |
| 1772 | .groups(2) |
| 1773 | .group_input_channels(23) |
| 1774 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1775 | .qmax(128) |
| 1776 | .iterations(3) |
| 1777 | .TestQS8(); |
| 1778 | } |
| 1779 | |
| 1780 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3_without_bias) { |
| 1781 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1782 | DeconvolutionOperatorTester() |
| 1783 | .has_bias(false) |
| 1784 | .batch_size(2) |
| 1785 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1786 | .padding(1) |
| 1787 | .kernel_size(3, 3) |
| 1788 | .groups(2) |
| 1789 | .group_input_channels(23) |
| 1790 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1791 | .iterations(3) |
| 1792 | .TestQS8(); |
| 1793 | } |
| 1794 | |
| 1795 | /**************************** CONV path, setup ****************************/ |
| 1796 | |
| 1797 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_setup_changing_batch) { |
| 1798 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1799 | DeconvolutionOperatorTester() |
| 1800 | .batch_size(2) |
| 1801 | .next_batch_size(5) |
| 1802 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1803 | .kernel_height(3) |
| 1804 | .kernel_width(5) |
| 1805 | .groups(2) |
| 1806 | .group_input_channels(15) |
| 1807 | .group_output_channels(17) |
| 1808 | .TestSetupQS8(); |
| 1809 | } |
| 1810 | |
| 1811 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_setup_changing_height) { |
| 1812 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1813 | DeconvolutionOperatorTester() |
| 1814 | .batch_size(2) |
| 1815 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1816 | .next_input_height(kUnstridedInputHeight + 3) |
| 1817 | .kernel_height(3) |
| 1818 | .kernel_width(5) |
| 1819 | .groups(2) |
| 1820 | .group_input_channels(15) |
| 1821 | .group_output_channels(17) |
| 1822 | .TestSetupQS8(); |
| 1823 | } |
| 1824 | |
| 1825 | TEST(DECONVOLUTION_NHWC_QS8, 3x3_setup_changing_width) { |
| 1826 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1827 | DeconvolutionOperatorTester() |
| 1828 | .batch_size(2) |
| 1829 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 1830 | .next_input_width(kUnstridedInputWidth + 3) |
| 1831 | .kernel_height(3) |
| 1832 | .kernel_width(5) |
| 1833 | .groups(2) |
| 1834 | .group_input_channels(15) |
| 1835 | .group_output_channels(17) |
| 1836 | .TestSetupQS8(); |
| 1837 | } |
| 1838 | |
| 1839 | /**************************** SUBCONV2D/IGEMM path ****************************/ |
| 1840 | |
| 1841 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2) { |
| 1842 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1843 | DeconvolutionOperatorTester() |
| 1844 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 1845 | .padding(1) |
| 1846 | .kernel_size(3, 3) |
| 1847 | .stride(2) |
| 1848 | .group_input_channels(15) |
| 1849 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1850 | .iterations(3) |
| 1851 | .TestQS8(); |
| 1852 | } |
| 1853 | |
| 1854 | TEST(DECONVOLUTION_NHWC_QS8, Kx3s2) { |
| 1855 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1856 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 1857 | DeconvolutionOperatorTester() |
| 1858 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 1859 | .padding_width(1) |
| 1860 | .kernel_size(kernel_height, 3) |
| 1861 | .stride(2) |
| 1862 | .group_input_channels(17) |
| 1863 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1864 | .iterations(3) |
| 1865 | .TestQS8(); |
| 1866 | } |
| 1867 | } |
| 1868 | |
| 1869 | TEST(DECONVOLUTION_NHWC_QS8, 3xKs2) { |
| 1870 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1871 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 1872 | DeconvolutionOperatorTester() |
| 1873 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 1874 | .padding_height(1) |
| 1875 | .kernel_size(3, kernel_width) |
| 1876 | .stride(2) |
| 1877 | .group_input_channels(17) |
| 1878 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1879 | .iterations(3) |
| 1880 | .TestQS8(); |
| 1881 | } |
| 1882 | } |
| 1883 | |
| 1884 | TEST(DECONVOLUTION_NHWC_QS8, 3x3sSx1) { |
| 1885 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1886 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 1887 | DeconvolutionOperatorTester() |
| 1888 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1895 | .iterations(3) |
| 1896 | .TestQS8(); |
| 1897 | } |
| 1898 | } |
| 1899 | |
| 1900 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s1xS) { |
| 1901 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1902 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 1903 | DeconvolutionOperatorTester() |
| 1904 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1911 | .iterations(3) |
| 1912 | .TestQS8(); |
| 1913 | } |
| 1914 | } |
| 1915 | |
| 1916 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_varying_height_padding) { |
| 1917 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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() |
| 1921 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1929 | .iterations(1) |
| 1930 | .TestQS8(); |
| 1931 | } |
| 1932 | } |
| 1933 | } |
| 1934 | |
| 1935 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_varying_width_padding) { |
| 1936 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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() |
| 1940 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1948 | .iterations(1) |
| 1949 | .TestQS8(); |
| 1950 | } |
| 1951 | } |
| 1952 | } |
| 1953 | |
| 1954 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_varying_height_adjustment) { |
| 1955 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1956 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
| 1957 | DeconvolutionOperatorTester() |
| 1958 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1965 | .iterations(1) |
| 1966 | .TestQS8(); |
| 1967 | } |
| 1968 | } |
| 1969 | |
| 1970 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_varying_width_adjustment) { |
| 1971 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1972 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
| 1973 | DeconvolutionOperatorTester() |
| 1974 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 1981 | .iterations(1) |
| 1982 | .TestQS8(); |
| 1983 | } |
| 1984 | } |
| 1985 | |
| 1986 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_varying_input_height) { |
| 1987 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1988 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 1989 | DeconvolutionOperatorTester() |
| 1990 | .input_size(input_height, kStridedInputWidth) |
| 1991 | .padding(1) |
| 1992 | .kernel_size(3, 3) |
| 1993 | .stride(2) |
| 1994 | .group_input_channels(15) |
| 1995 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 1996 | .iterations(1) |
| 1997 | .TestQS8(); |
| 1998 | } |
| 1999 | } |
| 2000 | |
| 2001 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_varying_input_width) { |
| 2002 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2003 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 2004 | DeconvolutionOperatorTester() |
| 2005 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2006 | .padding(1) |
| 2007 | .kernel_size(3, 3) |
| 2008 | .stride(2) |
| 2009 | .group_input_channels(15) |
| 2010 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2011 | .iterations(1) |
| 2012 | .TestQS8(); |
| 2013 | } |
| 2014 | } |
| 2015 | |
Marat Dukhan | bea849a | 2021-07-30 16:25:30 -0700 | [diff] [blame] | 2016 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_varying_input_channels) { |
| 2017 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2018 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 2019 | DeconvolutionOperatorTester() |
| 2020 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2021 | .padding(1) |
| 2022 | .kernel_size(3, 3) |
| 2023 | .stride(2) |
| 2024 | .group_input_channels(input_channels) |
| 2025 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2026 | .iterations(1) |
| 2027 | .TestQS8(); |
| 2028 | } |
| 2029 | } |
| 2030 | |
| 2031 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_varying_output_channels) { |
| 2032 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2033 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 2034 | DeconvolutionOperatorTester() |
| 2035 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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 | .TestQS8(); |
| 2043 | } |
| 2044 | } |
| 2045 | |
| 2046 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_with_input_stride) { |
| 2047 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2048 | DeconvolutionOperatorTester() |
| 2049 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2050 | .padding(1) |
| 2051 | .kernel_size(3, 3) |
| 2052 | .stride(2) |
| 2053 | .group_input_channels(23) |
| 2054 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2055 | .input_pixel_stride(28) |
| 2056 | .iterations(3) |
| 2057 | .TestQS8(); |
| 2058 | } |
| 2059 | |
| 2060 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_with_output_stride) { |
| 2061 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2062 | DeconvolutionOperatorTester() |
| 2063 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2064 | .padding(1) |
| 2065 | .kernel_size(3, 3) |
| 2066 | .stride(2) |
| 2067 | .group_input_channels(23) |
| 2068 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2069 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 2070 | .iterations(3) |
| 2071 | .TestQS8(); |
| 2072 | } |
| 2073 | |
| 2074 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_with_qmin) { |
| 2075 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2076 | DeconvolutionOperatorTester() |
| 2077 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2078 | .padding(1) |
| 2079 | .kernel_size(3, 3) |
| 2080 | .stride(2) |
| 2081 | .group_input_channels(23) |
| 2082 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2083 | .qmin(128) |
| 2084 | .iterations(3) |
| 2085 | .TestQS8(); |
| 2086 | } |
| 2087 | |
| 2088 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_with_qmax) { |
| 2089 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2090 | DeconvolutionOperatorTester() |
| 2091 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2092 | .padding(1) |
| 2093 | .kernel_size(3, 3) |
| 2094 | .stride(2) |
| 2095 | .group_input_channels(23) |
| 2096 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2097 | .qmax(128) |
| 2098 | .iterations(3) |
| 2099 | .TestQS8(); |
| 2100 | } |
| 2101 | |
| 2102 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_without_bias) { |
| 2103 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2104 | DeconvolutionOperatorTester() |
| 2105 | .has_bias(false) |
| 2106 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2107 | .padding(1) |
| 2108 | .kernel_size(3, 3) |
| 2109 | .stride(2) |
| 2110 | .group_input_channels(23) |
| 2111 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2112 | .iterations(3) |
| 2113 | .TestQS8(); |
| 2114 | } |
| 2115 | |
| 2116 | /**************************** SUBCONV2D/IGEMM path, grouped ****************************/ |
| 2117 | |
| 2118 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s2) { |
| 2119 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2120 | DeconvolutionOperatorTester() |
| 2121 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2128 | .iterations(3) |
| 2129 | .TestQS8(); |
| 2130 | } |
| 2131 | |
| 2132 | TEST(DECONVOLUTION_NHWC_QS8, grouped_Kx3s2) { |
| 2133 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2134 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 2135 | DeconvolutionOperatorTester() |
| 2136 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2143 | .iterations(3) |
| 2144 | .TestQS8(); |
| 2145 | } |
| 2146 | } |
| 2147 | |
| 2148 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3xKs2) { |
| 2149 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2150 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 2151 | DeconvolutionOperatorTester() |
| 2152 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2159 | .iterations(3) |
| 2160 | .TestQS8(); |
| 2161 | } |
| 2162 | } |
| 2163 | |
| 2164 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3sSx1) { |
| 2165 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2166 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 2167 | DeconvolutionOperatorTester() |
| 2168 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2176 | .iterations(3) |
| 2177 | .TestQS8(); |
| 2178 | } |
| 2179 | } |
| 2180 | |
| 2181 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s1xS) { |
| 2182 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2183 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 2184 | DeconvolutionOperatorTester() |
| 2185 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2193 | .iterations(3) |
| 2194 | .TestQS8(); |
| 2195 | } |
| 2196 | } |
| 2197 | |
| 2198 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s2_varying_height_padding) { |
| 2199 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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() |
| 2203 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2212 | .iterations(1) |
| 2213 | .TestQS8(); |
| 2214 | } |
| 2215 | } |
| 2216 | } |
| 2217 | |
| 2218 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s2_varying_width_padding) { |
| 2219 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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() |
| 2223 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2232 | .iterations(1) |
| 2233 | .TestQS8(); |
| 2234 | } |
| 2235 | } |
| 2236 | } |
| 2237 | |
| 2238 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s2_varying_height_adjustment) { |
| 2239 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2240 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
| 2241 | DeconvolutionOperatorTester() |
| 2242 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2250 | .iterations(1) |
| 2251 | .TestQS8(); |
| 2252 | } |
| 2253 | } |
| 2254 | |
| 2255 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s2_varying_width_adjustment) { |
| 2256 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2257 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
| 2258 | DeconvolutionOperatorTester() |
| 2259 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2267 | .iterations(1) |
| 2268 | .TestQS8(); |
| 2269 | } |
| 2270 | } |
| 2271 | |
| 2272 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s2_varying_input_height) { |
| 2273 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2274 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 2275 | DeconvolutionOperatorTester() |
| 2276 | .input_size(input_height, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2283 | .iterations(1) |
| 2284 | .TestQS8(); |
| 2285 | } |
| 2286 | } |
| 2287 | |
| 2288 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s2_varying_input_width) { |
| 2289 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2290 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 2291 | DeconvolutionOperatorTester() |
| 2292 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2299 | .iterations(1) |
| 2300 | .TestQS8(); |
| 2301 | } |
| 2302 | } |
| 2303 | |
Marat Dukhan | bea849a | 2021-07-30 16:25:30 -0700 | [diff] [blame] | 2304 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s2_varying_input_channels) { |
| 2305 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2306 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 2307 | DeconvolutionOperatorTester() |
| 2308 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2315 | .iterations(1) |
| 2316 | .TestQS8(); |
| 2317 | } |
| 2318 | } |
| 2319 | |
| 2320 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s2_varying_output_channels) { |
| 2321 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2322 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 2323 | DeconvolutionOperatorTester() |
| 2324 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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 | .TestQS8(); |
| 2333 | } |
| 2334 | } |
| 2335 | |
| 2336 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s2_with_input_stride) { |
| 2337 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2338 | DeconvolutionOperatorTester() |
| 2339 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2346 | .input_pixel_stride(37) |
| 2347 | .iterations(3) |
| 2348 | .TestQS8(); |
| 2349 | } |
| 2350 | |
| 2351 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s2_with_output_stride) { |
| 2352 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2353 | DeconvolutionOperatorTester() |
| 2354 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr + 3) |
| 2361 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 2362 | .iterations(3) |
| 2363 | .TestQS8(); |
| 2364 | } |
| 2365 | |
| 2366 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s2_with_qmin) { |
| 2367 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2368 | DeconvolutionOperatorTester() |
| 2369 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2376 | .qmin(128) |
| 2377 | .iterations(3) |
| 2378 | .TestQS8(); |
| 2379 | } |
| 2380 | |
| 2381 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s2_with_qmax) { |
| 2382 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2383 | DeconvolutionOperatorTester() |
| 2384 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2391 | .qmax(128) |
| 2392 | .iterations(3) |
| 2393 | .TestQS8(); |
| 2394 | } |
| 2395 | |
| 2396 | TEST(DECONVOLUTION_NHWC_QS8, grouped_3x3s2_without_bias) { |
| 2397 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2398 | DeconvolutionOperatorTester() |
| 2399 | .has_bias(false) |
| 2400 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2407 | .iterations(3) |
| 2408 | .TestQS8(); |
| 2409 | } |
| 2410 | |
| 2411 | /**************************** SUBCONV2D/IGEMM path, batched ****************************/ |
| 2412 | |
| 2413 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s2) { |
| 2414 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2415 | DeconvolutionOperatorTester() |
| 2416 | .batch_size(2) |
| 2417 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2418 | .padding(1) |
| 2419 | .kernel_size(3, 3) |
| 2420 | .stride(2) |
| 2421 | .group_input_channels(15) |
| 2422 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2423 | .iterations(3) |
| 2424 | .TestQS8(); |
| 2425 | } |
| 2426 | |
| 2427 | TEST(DECONVOLUTION_NHWC_QS8, batched_Kx3s2) { |
| 2428 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2429 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 2430 | DeconvolutionOperatorTester() |
| 2431 | .batch_size(2) |
| 2432 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2433 | .padding_width(1) |
| 2434 | .kernel_size(kernel_height, 3) |
| 2435 | .stride(2) |
| 2436 | .group_input_channels(17) |
| 2437 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2438 | .iterations(3) |
| 2439 | .TestQS8(); |
| 2440 | } |
| 2441 | } |
| 2442 | |
| 2443 | TEST(DECONVOLUTION_NHWC_QS8, batched_3xKs2) { |
| 2444 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2445 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 2446 | DeconvolutionOperatorTester() |
| 2447 | .batch_size(2) |
| 2448 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2449 | .padding_height(1) |
| 2450 | .kernel_size(3, kernel_width) |
| 2451 | .stride(2) |
| 2452 | .group_input_channels(17) |
| 2453 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2454 | .iterations(3) |
| 2455 | .TestQS8(); |
| 2456 | } |
| 2457 | } |
| 2458 | |
| 2459 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3sSx1) { |
| 2460 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2461 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 2462 | DeconvolutionOperatorTester() |
| 2463 | .batch_size(2) |
| 2464 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2471 | .iterations(3) |
| 2472 | .TestQS8(); |
| 2473 | } |
| 2474 | } |
| 2475 | |
| 2476 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s1xS) { |
| 2477 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2478 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 2479 | DeconvolutionOperatorTester() |
| 2480 | .batch_size(2) |
| 2481 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2488 | .iterations(3) |
| 2489 | .TestQS8(); |
| 2490 | } |
| 2491 | } |
| 2492 | |
| 2493 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s2_varying_height_padding) { |
| 2494 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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) |
| 2499 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2507 | .iterations(1) |
| 2508 | .TestQS8(); |
| 2509 | } |
| 2510 | } |
| 2511 | } |
| 2512 | |
| 2513 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s2_varying_width_padding) { |
| 2514 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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) |
| 2519 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2527 | .iterations(1) |
| 2528 | .TestQS8(); |
| 2529 | } |
| 2530 | } |
| 2531 | } |
| 2532 | |
| 2533 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s2_varying_height_adjustment) { |
| 2534 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2535 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
| 2536 | DeconvolutionOperatorTester() |
| 2537 | .batch_size(2) |
| 2538 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2545 | .iterations(1) |
| 2546 | .TestQS8(); |
| 2547 | } |
| 2548 | } |
| 2549 | |
| 2550 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s2_varying_width_adjustment) { |
| 2551 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2552 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
| 2553 | DeconvolutionOperatorTester() |
| 2554 | .batch_size(2) |
| 2555 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2562 | .iterations(1) |
| 2563 | .TestQS8(); |
| 2564 | } |
| 2565 | } |
| 2566 | |
| 2567 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s2_varying_input_height) { |
| 2568 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2569 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 2570 | DeconvolutionOperatorTester() |
| 2571 | .batch_size(2) |
| 2572 | .input_size(input_height, kStridedInputWidth) |
| 2573 | .padding(1) |
| 2574 | .kernel_size(3, 3) |
| 2575 | .stride(2) |
| 2576 | .group_input_channels(15) |
| 2577 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2578 | .iterations(1) |
| 2579 | .TestQS8(); |
| 2580 | } |
| 2581 | } |
| 2582 | |
| 2583 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s2_varying_input_width) { |
| 2584 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2585 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 2586 | DeconvolutionOperatorTester() |
| 2587 | .batch_size(2) |
| 2588 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2589 | .padding(1) |
| 2590 | .kernel_size(3, 3) |
| 2591 | .stride(2) |
| 2592 | .group_input_channels(15) |
| 2593 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2594 | .iterations(1) |
| 2595 | .TestQS8(); |
| 2596 | } |
| 2597 | } |
| 2598 | |
Marat Dukhan | bea849a | 2021-07-30 16:25:30 -0700 | [diff] [blame] | 2599 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s2_varying_input_channels) { |
| 2600 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2601 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 2602 | DeconvolutionOperatorTester() |
| 2603 | .batch_size(2) |
| 2604 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2605 | .padding(1) |
| 2606 | .kernel_size(3, 3) |
| 2607 | .stride(2) |
| 2608 | .group_input_channels(input_channels) |
| 2609 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2610 | .iterations(1) |
| 2611 | .TestQS8(); |
| 2612 | } |
| 2613 | } |
| 2614 | |
| 2615 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s2_varying_output_channels) { |
| 2616 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2617 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 2618 | DeconvolutionOperatorTester() |
| 2619 | .batch_size(2) |
| 2620 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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 | .TestQS8(); |
| 2628 | } |
| 2629 | } |
| 2630 | |
| 2631 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s2_with_input_stride) { |
| 2632 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2633 | DeconvolutionOperatorTester() |
| 2634 | .batch_size(2) |
| 2635 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2636 | .padding(1) |
| 2637 | .kernel_size(3, 3) |
| 2638 | .stride(2) |
| 2639 | .group_input_channels(23) |
| 2640 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2641 | .input_pixel_stride(28) |
| 2642 | .iterations(3) |
| 2643 | .TestQS8(); |
| 2644 | } |
| 2645 | |
| 2646 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s2_with_output_stride) { |
| 2647 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2648 | DeconvolutionOperatorTester() |
| 2649 | .batch_size(2) |
| 2650 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2651 | .padding(1) |
| 2652 | .kernel_size(3, 3) |
| 2653 | .stride(2) |
| 2654 | .group_input_channels(23) |
| 2655 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2656 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 2657 | .iterations(3) |
| 2658 | .TestQS8(); |
| 2659 | } |
| 2660 | |
| 2661 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s2_with_qmin) { |
| 2662 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2663 | DeconvolutionOperatorTester() |
| 2664 | .batch_size(2) |
| 2665 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2666 | .padding(1) |
| 2667 | .kernel_size(3, 3) |
| 2668 | .stride(2) |
| 2669 | .group_input_channels(23) |
| 2670 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2671 | .qmin(128) |
| 2672 | .iterations(3) |
| 2673 | .TestQS8(); |
| 2674 | } |
| 2675 | |
| 2676 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s2_with_qmax) { |
| 2677 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2678 | DeconvolutionOperatorTester() |
| 2679 | .batch_size(2) |
| 2680 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2681 | .padding(1) |
| 2682 | .kernel_size(3, 3) |
| 2683 | .stride(2) |
| 2684 | .group_input_channels(23) |
| 2685 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2686 | .qmax(128) |
| 2687 | .iterations(3) |
| 2688 | .TestQS8(); |
| 2689 | } |
| 2690 | |
| 2691 | TEST(DECONVOLUTION_NHWC_QS8, batched_3x3s2_without_bias) { |
| 2692 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2693 | DeconvolutionOperatorTester() |
| 2694 | .has_bias(false) |
| 2695 | .batch_size(2) |
| 2696 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 2697 | .padding(1) |
| 2698 | .kernel_size(3, 3) |
| 2699 | .stride(2) |
| 2700 | .group_input_channels(23) |
| 2701 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 2702 | .iterations(3) |
| 2703 | .TestQS8(); |
| 2704 | } |
| 2705 | |
| 2706 | /**************************** SUBCONV2D/IGEMM path, grouped, batched ****************************/ |
| 2707 | |
| 2708 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s2) { |
| 2709 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2710 | DeconvolutionOperatorTester() |
| 2711 | .batch_size(2) |
| 2712 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2719 | .iterations(3) |
| 2720 | .TestQS8(); |
| 2721 | } |
| 2722 | |
| 2723 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_Kx3s2) { |
| 2724 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2725 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 2726 | DeconvolutionOperatorTester() |
| 2727 | .batch_size(2) |
| 2728 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2735 | .iterations(3) |
| 2736 | .TestQS8(); |
| 2737 | } |
| 2738 | } |
| 2739 | |
| 2740 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3xKs2) { |
| 2741 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2742 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 2743 | DeconvolutionOperatorTester() |
| 2744 | .batch_size(2) |
| 2745 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2752 | .iterations(3) |
| 2753 | .TestQS8(); |
| 2754 | } |
| 2755 | } |
| 2756 | |
| 2757 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3sSx1) { |
| 2758 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2759 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 2760 | DeconvolutionOperatorTester() |
| 2761 | .batch_size(2) |
| 2762 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2770 | .iterations(3) |
| 2771 | .TestQS8(); |
| 2772 | } |
| 2773 | } |
| 2774 | |
| 2775 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s1xS) { |
| 2776 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2777 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 2778 | DeconvolutionOperatorTester() |
| 2779 | .batch_size(2) |
| 2780 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2788 | .iterations(3) |
| 2789 | .TestQS8(); |
| 2790 | } |
| 2791 | } |
| 2792 | |
| 2793 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s2_varying_height_padding) { |
| 2794 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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) |
| 2799 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2808 | .iterations(1) |
| 2809 | .TestQS8(); |
| 2810 | } |
| 2811 | } |
| 2812 | } |
| 2813 | |
| 2814 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s2_varying_width_padding) { |
| 2815 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 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) |
| 2820 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2829 | .iterations(1) |
| 2830 | .TestQS8(); |
| 2831 | } |
| 2832 | } |
| 2833 | } |
| 2834 | |
| 2835 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s2_varying_height_adjustment) { |
| 2836 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2837 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
| 2838 | DeconvolutionOperatorTester() |
| 2839 | .batch_size(2) |
| 2840 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2848 | .iterations(1) |
| 2849 | .TestQS8(); |
| 2850 | } |
| 2851 | } |
| 2852 | |
| 2853 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s2_varying_width_adjustment) { |
| 2854 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2855 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
| 2856 | DeconvolutionOperatorTester() |
| 2857 | .batch_size(2) |
| 2858 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2866 | .iterations(1) |
| 2867 | .TestQS8(); |
| 2868 | } |
| 2869 | } |
| 2870 | |
| 2871 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s2_varying_input_height) { |
| 2872 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2873 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 2874 | DeconvolutionOperatorTester() |
| 2875 | .batch_size(2) |
| 2876 | .input_size(input_height, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2883 | .iterations(1) |
| 2884 | .TestQS8(); |
| 2885 | } |
| 2886 | } |
| 2887 | |
| 2888 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s2_varying_input_width) { |
| 2889 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2890 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 2891 | DeconvolutionOperatorTester() |
| 2892 | .batch_size(2) |
| 2893 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2900 | .iterations(1) |
| 2901 | .TestQS8(); |
| 2902 | } |
| 2903 | } |
| 2904 | |
Marat Dukhan | bea849a | 2021-07-30 16:25:30 -0700 | [diff] [blame] | 2905 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s2_varying_input_channels) { |
| 2906 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2907 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 2908 | DeconvolutionOperatorTester() |
| 2909 | .batch_size(2) |
| 2910 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2917 | .iterations(1) |
| 2918 | .TestQS8(); |
| 2919 | } |
| 2920 | } |
| 2921 | |
| 2922 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s2_varying_output_channels) { |
| 2923 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2924 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 2925 | DeconvolutionOperatorTester() |
| 2926 | .batch_size(2) |
| 2927 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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 | .TestQS8(); |
| 2936 | } |
| 2937 | } |
| 2938 | |
| 2939 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s2_with_input_stride) { |
| 2940 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2941 | DeconvolutionOperatorTester() |
| 2942 | .batch_size(2) |
| 2943 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2950 | .input_pixel_stride(37) |
| 2951 | .iterations(3) |
| 2952 | .TestQS8(); |
| 2953 | } |
| 2954 | |
| 2955 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s2_with_output_stride) { |
| 2956 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2957 | DeconvolutionOperatorTester() |
| 2958 | .batch_size(2) |
| 2959 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr + 3) |
| 2966 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 2967 | .iterations(3) |
| 2968 | .TestQS8(); |
| 2969 | } |
| 2970 | |
| 2971 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s2_with_qmin) { |
| 2972 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2973 | DeconvolutionOperatorTester() |
| 2974 | .batch_size(2) |
| 2975 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2982 | .qmin(128) |
| 2983 | .iterations(3) |
| 2984 | .TestQS8(); |
| 2985 | } |
| 2986 | |
| 2987 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s2_with_qmax) { |
| 2988 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2989 | DeconvolutionOperatorTester() |
| 2990 | .batch_size(2) |
| 2991 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 2998 | .qmax(128) |
| 2999 | .iterations(3) |
| 3000 | .TestQS8(); |
| 3001 | } |
| 3002 | |
| 3003 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_3x3s2_without_bias) { |
| 3004 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3005 | DeconvolutionOperatorTester() |
| 3006 | .has_bias(false) |
| 3007 | .batch_size(2) |
| 3008 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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.qu8.gemm.nr * 2 + 3) |
| 3015 | .iterations(3) |
| 3016 | .TestQS8(); |
| 3017 | } |
| 3018 | |
| 3019 | /**************************** SUBCONV2D/IGEMM path, setup ****************************/ |
| 3020 | |
| 3021 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_setup_changing_batch) { |
| 3022 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3023 | DeconvolutionOperatorTester() |
| 3024 | .batch_size(2) |
| 3025 | .next_batch_size(5) |
| 3026 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 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 | .TestSetupQS8(); |
| 3034 | } |
| 3035 | |
| 3036 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_setup_changing_height) { |
| 3037 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3038 | DeconvolutionOperatorTester() |
| 3039 | .batch_size(2) |
| 3040 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3041 | .next_input_height(kStridedInputHeight + 3) |
| 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 | .TestSetupQS8(); |
| 3049 | } |
| 3050 | |
| 3051 | TEST(DECONVOLUTION_NHWC_QS8, 3x3s2_setup_changing_width) { |
| 3052 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3053 | DeconvolutionOperatorTester() |
| 3054 | .batch_size(2) |
| 3055 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3056 | .next_input_width(kStridedInputWidth + 3) |
| 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 | .TestSetupQS8(); |
| 3064 | } |
| 3065 | |
| 3066 | /**************************** SUBCONV2D/GEMM path ****************************/ |
| 3067 | |
| 3068 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2) { |
| 3069 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3070 | DeconvolutionOperatorTester() |
| 3071 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3072 | .kernel_size(2, 2) |
| 3073 | .stride(2) |
| 3074 | .group_input_channels(15) |
| 3075 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3076 | .iterations(3) |
| 3077 | .TestQS8(); |
| 3078 | } |
| 3079 | |
| 3080 | TEST(DECONVOLUTION_NHWC_QS8, Kx2sKx2) { |
| 3081 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3082 | for (size_t kernel_height = 3; kernel_height <= 5; kernel_height++) { |
| 3083 | DeconvolutionOperatorTester() |
| 3084 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3085 | .kernel_size(kernel_height, 2) |
| 3086 | .stride(kernel_height, 2) |
| 3087 | .group_input_channels(17) |
| 3088 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3089 | .iterations(3) |
| 3090 | .TestQS8(); |
| 3091 | } |
| 3092 | } |
| 3093 | |
| 3094 | TEST(DECONVOLUTION_NHWC_QS8, 2xKs2xK) { |
| 3095 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3096 | for (size_t kernel_width = 3; kernel_width <= 5; kernel_width++) { |
| 3097 | DeconvolutionOperatorTester() |
| 3098 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3099 | .kernel_size(2, kernel_width) |
| 3100 | .stride(2, kernel_width) |
| 3101 | .group_input_channels(17) |
| 3102 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3103 | .iterations(3) |
| 3104 | .TestQS8(); |
| 3105 | } |
| 3106 | } |
| 3107 | |
| 3108 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2_height_adjustment) { |
| 3109 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3110 | DeconvolutionOperatorTester() |
| 3111 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3112 | .adjustment_height(1) |
| 3113 | .kernel_size(2, 2) |
| 3114 | .stride(2) |
| 3115 | .group_input_channels(15) |
| 3116 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3117 | .iterations(1) |
| 3118 | .TestQS8(); |
| 3119 | } |
| 3120 | |
| 3121 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2_width_adjustment) { |
| 3122 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3123 | DeconvolutionOperatorTester() |
| 3124 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3125 | .adjustment_width(1) |
| 3126 | .kernel_size(2, 2) |
| 3127 | .stride(2) |
| 3128 | .group_input_channels(15) |
| 3129 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3130 | .iterations(1) |
| 3131 | .TestQS8(); |
| 3132 | } |
| 3133 | |
| 3134 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2_varying_input_height) { |
| 3135 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3136 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 3137 | DeconvolutionOperatorTester() |
| 3138 | .input_size(input_height, kStridedInputWidth) |
| 3139 | .kernel_size(2, 2) |
| 3140 | .stride(2) |
| 3141 | .group_input_channels(15) |
| 3142 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3143 | .iterations(1) |
| 3144 | .TestQS8(); |
| 3145 | } |
| 3146 | } |
| 3147 | |
| 3148 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2_varying_input_width) { |
| 3149 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3150 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 3151 | DeconvolutionOperatorTester() |
| 3152 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3153 | .kernel_size(2, 2) |
| 3154 | .stride(2) |
| 3155 | .group_input_channels(15) |
| 3156 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3157 | .iterations(1) |
| 3158 | .TestQS8(); |
| 3159 | } |
| 3160 | } |
| 3161 | |
| 3162 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2_varying_input_channels) { |
| 3163 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3164 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 3165 | DeconvolutionOperatorTester() |
| 3166 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3167 | .kernel_size(2, 2) |
| 3168 | .stride(2) |
| 3169 | .group_input_channels(input_channels) |
| 3170 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3171 | .iterations(1) |
| 3172 | .TestQS8(); |
| 3173 | } |
| 3174 | } |
| 3175 | |
| 3176 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2_varying_output_channels) { |
| 3177 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3178 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 3179 | DeconvolutionOperatorTester() |
| 3180 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3181 | .kernel_size(2, 2) |
| 3182 | .stride(2) |
| 3183 | .group_input_channels(23) |
| 3184 | .group_output_channels(output_channels) |
| 3185 | .iterations(1) |
| 3186 | .TestQS8(); |
| 3187 | } |
| 3188 | } |
| 3189 | |
| 3190 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2_with_input_stride) { |
| 3191 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3192 | DeconvolutionOperatorTester() |
| 3193 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3194 | .kernel_size(2, 2) |
| 3195 | .stride(2) |
| 3196 | .group_input_channels(23) |
| 3197 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3198 | .input_pixel_stride(28) |
| 3199 | .iterations(3) |
| 3200 | .TestQS8(); |
| 3201 | } |
| 3202 | |
| 3203 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2_with_output_stride) { |
| 3204 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3205 | DeconvolutionOperatorTester() |
| 3206 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3207 | .kernel_size(2, 2) |
| 3208 | .stride(2) |
| 3209 | .group_input_channels(23) |
| 3210 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3211 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 3212 | .iterations(3) |
| 3213 | .TestQS8(); |
| 3214 | } |
| 3215 | |
| 3216 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2_with_qmin) { |
| 3217 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3218 | DeconvolutionOperatorTester() |
| 3219 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3220 | .kernel_size(2, 2) |
| 3221 | .stride(2) |
| 3222 | .group_input_channels(23) |
| 3223 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3224 | .qmin(128) |
| 3225 | .iterations(3) |
| 3226 | .TestQS8(); |
| 3227 | } |
| 3228 | |
| 3229 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2_with_qmax) { |
| 3230 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3231 | DeconvolutionOperatorTester() |
| 3232 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3233 | .kernel_size(2, 2) |
| 3234 | .stride(2) |
| 3235 | .group_input_channels(23) |
| 3236 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3237 | .qmax(128) |
| 3238 | .iterations(3) |
| 3239 | .TestQS8(); |
| 3240 | } |
| 3241 | |
| 3242 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2_without_bias) { |
| 3243 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3244 | DeconvolutionOperatorTester() |
| 3245 | .has_bias(false) |
| 3246 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3247 | .kernel_size(2, 2) |
| 3248 | .stride(2) |
| 3249 | .group_input_channels(23) |
| 3250 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3251 | .iterations(3) |
| 3252 | .TestQS8(); |
| 3253 | } |
| 3254 | |
| 3255 | /**************************** SUBCONV2D/GEMM path, grouped ****************************/ |
| 3256 | |
| 3257 | TEST(DECONVOLUTION_NHWC_QS8, grouped_2x2s2) { |
| 3258 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3259 | DeconvolutionOperatorTester() |
| 3260 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3261 | .kernel_size(2, 2) |
| 3262 | .stride(2) |
| 3263 | .groups(2) |
| 3264 | .group_input_channels(17) |
| 3265 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3266 | .iterations(3) |
| 3267 | .TestQS8(); |
| 3268 | } |
| 3269 | |
| 3270 | TEST(DECONVOLUTION_NHWC_QS8, grouped_Kx2sKx2) { |
| 3271 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3272 | for (size_t kernel_height = 3; kernel_height <= 5; kernel_height++) { |
| 3273 | DeconvolutionOperatorTester() |
| 3274 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3275 | .kernel_size(kernel_height, 2) |
| 3276 | .stride(kernel_height, 2) |
| 3277 | .groups(2) |
| 3278 | .group_input_channels(17) |
| 3279 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3280 | .iterations(3) |
| 3281 | .TestQS8(); |
| 3282 | } |
| 3283 | } |
| 3284 | |
| 3285 | TEST(DECONVOLUTION_NHWC_QS8, grouped_2xKs2xK) { |
| 3286 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3287 | for (size_t kernel_width = 3; kernel_width <= 5; kernel_width++) { |
| 3288 | DeconvolutionOperatorTester() |
| 3289 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3290 | .kernel_size(2, kernel_width) |
| 3291 | .stride(2, kernel_width) |
| 3292 | .groups(2) |
| 3293 | .group_input_channels(17) |
| 3294 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3295 | .iterations(3) |
| 3296 | .TestQS8(); |
| 3297 | } |
| 3298 | } |
| 3299 | |
| 3300 | TEST(DECONVOLUTION_NHWC_QS8, grouped_2x2s2_height_adjustment) { |
| 3301 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3302 | DeconvolutionOperatorTester() |
| 3303 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3304 | .adjustment_height(1) |
| 3305 | .kernel_size(2, 2) |
| 3306 | .stride(2) |
| 3307 | .groups(2) |
| 3308 | .group_input_channels(17) |
| 3309 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3310 | .iterations(1) |
| 3311 | .TestQS8(); |
| 3312 | } |
| 3313 | |
| 3314 | TEST(DECONVOLUTION_NHWC_QS8, grouped_2x2s2_width_adjustment) { |
| 3315 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3316 | DeconvolutionOperatorTester() |
| 3317 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3318 | .adjustment_width(1) |
| 3319 | .kernel_size(2, 2) |
| 3320 | .stride(2) |
| 3321 | .groups(2) |
| 3322 | .group_input_channels(17) |
| 3323 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3324 | .iterations(1) |
| 3325 | .TestQS8(); |
| 3326 | } |
| 3327 | |
| 3328 | TEST(DECONVOLUTION_NHWC_QS8, grouped_2x2s2_varying_input_height) { |
| 3329 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3330 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 3331 | DeconvolutionOperatorTester() |
| 3332 | .input_size(input_height, kStridedInputWidth) |
| 3333 | .kernel_size(2, 2) |
| 3334 | .stride(2) |
| 3335 | .groups(2) |
| 3336 | .group_input_channels(17) |
| 3337 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3338 | .iterations(1) |
| 3339 | .TestQS8(); |
| 3340 | } |
| 3341 | } |
| 3342 | |
| 3343 | TEST(DECONVOLUTION_NHWC_QS8, grouped_2x2s2_varying_input_width) { |
| 3344 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3345 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 3346 | DeconvolutionOperatorTester() |
| 3347 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3348 | .kernel_size(2, 2) |
| 3349 | .stride(2) |
| 3350 | .groups(2) |
| 3351 | .group_input_channels(17) |
| 3352 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3353 | .iterations(1) |
| 3354 | .TestQS8(); |
| 3355 | } |
| 3356 | } |
| 3357 | |
| 3358 | TEST(DECONVOLUTION_NHWC_QS8, grouped_2x2s2_varying_input_channels) { |
| 3359 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3360 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 3361 | DeconvolutionOperatorTester() |
| 3362 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3363 | .kernel_size(2, 2) |
| 3364 | .stride(2) |
| 3365 | .groups(2) |
| 3366 | .group_input_channels(input_channels) |
| 3367 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3368 | .iterations(1) |
| 3369 | .TestQS8(); |
| 3370 | } |
| 3371 | } |
| 3372 | |
| 3373 | TEST(DECONVOLUTION_NHWC_QS8, grouped_2x2s2_varying_output_channels) { |
| 3374 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3375 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 3376 | DeconvolutionOperatorTester() |
| 3377 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3378 | .kernel_size(2, 2) |
| 3379 | .stride(2) |
| 3380 | .groups(2) |
| 3381 | .group_input_channels(17) |
| 3382 | .group_output_channels(output_channels) |
| 3383 | .iterations(1) |
| 3384 | .TestQS8(); |
| 3385 | } |
| 3386 | } |
| 3387 | |
| 3388 | TEST(DECONVOLUTION_NHWC_QS8, grouped_2x2s2_with_input_stride) { |
| 3389 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3390 | DeconvolutionOperatorTester() |
| 3391 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3392 | .kernel_size(2, 2) |
| 3393 | .stride(2) |
| 3394 | .groups(2) |
| 3395 | .group_input_channels(17) |
| 3396 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3397 | .input_pixel_stride(37) |
| 3398 | .iterations(3) |
| 3399 | .TestQS8(); |
| 3400 | } |
| 3401 | |
| 3402 | TEST(DECONVOLUTION_NHWC_QS8, grouped_2x2s2_with_output_stride) { |
| 3403 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3404 | DeconvolutionOperatorTester() |
| 3405 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3406 | .kernel_size(2, 2) |
| 3407 | .stride(2) |
| 3408 | .groups(2) |
| 3409 | .group_input_channels(17) |
| 3410 | .group_output_channels(xnn_params.qu8.gemm.nr + 3) |
| 3411 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 3412 | .iterations(3) |
| 3413 | .TestQS8(); |
| 3414 | } |
| 3415 | |
| 3416 | TEST(DECONVOLUTION_NHWC_QS8, grouped_2x2s2_with_qmin) { |
| 3417 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3418 | DeconvolutionOperatorTester() |
| 3419 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3420 | .kernel_size(2, 2) |
| 3421 | .stride(2) |
| 3422 | .groups(2) |
| 3423 | .group_input_channels(17) |
| 3424 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3425 | .qmin(128) |
| 3426 | .iterations(3) |
| 3427 | .TestQS8(); |
| 3428 | } |
| 3429 | |
| 3430 | TEST(DECONVOLUTION_NHWC_QS8, grouped_2x2s2_with_qmax) { |
| 3431 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3432 | DeconvolutionOperatorTester() |
| 3433 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3434 | .kernel_size(2, 2) |
| 3435 | .stride(2) |
| 3436 | .groups(2) |
| 3437 | .group_input_channels(17) |
| 3438 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3439 | .qmax(128) |
| 3440 | .iterations(3) |
| 3441 | .TestQS8(); |
| 3442 | } |
| 3443 | |
| 3444 | TEST(DECONVOLUTION_NHWC_QS8, grouped_2x2s2_without_bias) { |
| 3445 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3446 | DeconvolutionOperatorTester() |
| 3447 | .has_bias(false) |
| 3448 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3449 | .kernel_size(2, 2) |
| 3450 | .stride(2) |
| 3451 | .groups(2) |
| 3452 | .group_input_channels(17) |
| 3453 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3454 | .iterations(3) |
| 3455 | .TestQS8(); |
| 3456 | } |
| 3457 | |
| 3458 | /**************************** SUBCONV2D/GEMM path, batched ****************************/ |
| 3459 | |
| 3460 | TEST(DECONVOLUTION_NHWC_QS8, batched_2x2s2) { |
| 3461 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3462 | DeconvolutionOperatorTester() |
| 3463 | .batch_size(2) |
| 3464 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3465 | .kernel_size(2, 2) |
| 3466 | .stride(2) |
| 3467 | .group_input_channels(15) |
| 3468 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3469 | .iterations(3) |
| 3470 | .TestQS8(); |
| 3471 | } |
| 3472 | |
| 3473 | TEST(DECONVOLUTION_NHWC_QS8, batched_Kx2sKx2) { |
| 3474 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3475 | for (size_t kernel_height = 3; kernel_height <= 5; kernel_height++) { |
| 3476 | DeconvolutionOperatorTester() |
| 3477 | .batch_size(2) |
| 3478 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3479 | .kernel_size(kernel_height, 2) |
| 3480 | .stride(kernel_height, 2) |
| 3481 | .group_input_channels(17) |
| 3482 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3483 | .iterations(3) |
| 3484 | .TestQS8(); |
| 3485 | } |
| 3486 | } |
| 3487 | |
| 3488 | TEST(DECONVOLUTION_NHWC_QS8, batched_2xKs2xK) { |
| 3489 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3490 | for (size_t kernel_width = 3; kernel_width <= 5; kernel_width++) { |
| 3491 | DeconvolutionOperatorTester() |
| 3492 | .batch_size(2) |
| 3493 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3494 | .kernel_size(2, kernel_width) |
| 3495 | .stride(2, kernel_width) |
| 3496 | .group_input_channels(17) |
| 3497 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3498 | .iterations(3) |
| 3499 | .TestQS8(); |
| 3500 | } |
| 3501 | } |
| 3502 | |
| 3503 | TEST(DECONVOLUTION_NHWC_QS8, batched_2x2s2_height_adjustment) { |
| 3504 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3505 | DeconvolutionOperatorTester() |
| 3506 | .batch_size(2) |
| 3507 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3508 | .adjustment_height(1) |
| 3509 | .kernel_size(2, 2) |
| 3510 | .stride(2) |
| 3511 | .group_input_channels(15) |
| 3512 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3513 | .iterations(1) |
| 3514 | .TestQS8(); |
| 3515 | } |
| 3516 | |
| 3517 | TEST(DECONVOLUTION_NHWC_QS8, batched_2x2s2_width_adjustment) { |
| 3518 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3519 | DeconvolutionOperatorTester() |
| 3520 | .batch_size(2) |
| 3521 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3522 | .adjustment_width(1) |
| 3523 | .kernel_size(2, 2) |
| 3524 | .stride(2) |
| 3525 | .group_input_channels(15) |
| 3526 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3527 | .iterations(1) |
| 3528 | .TestQS8(); |
| 3529 | } |
| 3530 | |
| 3531 | TEST(DECONVOLUTION_NHWC_QS8, batched_2x2s2_varying_input_height) { |
| 3532 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3533 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 3534 | DeconvolutionOperatorTester() |
| 3535 | .batch_size(2) |
| 3536 | .input_size(input_height, kStridedInputWidth) |
| 3537 | .kernel_size(2, 2) |
| 3538 | .stride(2) |
| 3539 | .group_input_channels(15) |
| 3540 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3541 | .iterations(1) |
| 3542 | .TestQS8(); |
| 3543 | } |
| 3544 | } |
| 3545 | |
| 3546 | TEST(DECONVOLUTION_NHWC_QS8, batched_2x2s2_varying_input_width) { |
| 3547 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3548 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 3549 | DeconvolutionOperatorTester() |
| 3550 | .batch_size(2) |
| 3551 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3552 | .kernel_size(2, 2) |
| 3553 | .stride(2) |
| 3554 | .group_input_channels(15) |
| 3555 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3556 | .iterations(1) |
| 3557 | .TestQS8(); |
| 3558 | } |
| 3559 | } |
| 3560 | |
| 3561 | TEST(DECONVOLUTION_NHWC_QS8, batched_2x2s2_varying_input_channels) { |
| 3562 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3563 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 3564 | DeconvolutionOperatorTester() |
| 3565 | .batch_size(2) |
| 3566 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3567 | .kernel_size(2, 2) |
| 3568 | .stride(2) |
| 3569 | .group_input_channels(input_channels) |
| 3570 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3571 | .iterations(1) |
| 3572 | .TestQS8(); |
| 3573 | } |
| 3574 | } |
| 3575 | |
| 3576 | TEST(DECONVOLUTION_NHWC_QS8, batched_2x2s2_varying_output_channels) { |
| 3577 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3578 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 3579 | DeconvolutionOperatorTester() |
| 3580 | .batch_size(2) |
| 3581 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3582 | .kernel_size(2, 2) |
| 3583 | .stride(2) |
| 3584 | .group_input_channels(23) |
| 3585 | .group_output_channels(output_channels) |
| 3586 | .iterations(1) |
| 3587 | .TestQS8(); |
| 3588 | } |
| 3589 | } |
| 3590 | |
| 3591 | TEST(DECONVOLUTION_NHWC_QS8, batched_2x2s2_with_input_stride) { |
| 3592 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3593 | DeconvolutionOperatorTester() |
| 3594 | .batch_size(2) |
| 3595 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3596 | .kernel_size(2, 2) |
| 3597 | .stride(2) |
| 3598 | .group_input_channels(23) |
| 3599 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3600 | .input_pixel_stride(28) |
| 3601 | .iterations(3) |
| 3602 | .TestQS8(); |
| 3603 | } |
| 3604 | |
| 3605 | TEST(DECONVOLUTION_NHWC_QS8, batched_2x2s2_with_output_stride) { |
| 3606 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3607 | DeconvolutionOperatorTester() |
| 3608 | .batch_size(2) |
| 3609 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3610 | .kernel_size(2, 2) |
| 3611 | .stride(2) |
| 3612 | .group_input_channels(23) |
| 3613 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3614 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 3615 | .iterations(3) |
| 3616 | .TestQS8(); |
| 3617 | } |
| 3618 | |
| 3619 | TEST(DECONVOLUTION_NHWC_QS8, batched_2x2s2_with_qmin) { |
| 3620 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3621 | DeconvolutionOperatorTester() |
| 3622 | .batch_size(2) |
| 3623 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3624 | .kernel_size(2, 2) |
| 3625 | .stride(2) |
| 3626 | .group_input_channels(23) |
| 3627 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3628 | .qmin(128) |
| 3629 | .iterations(3) |
| 3630 | .TestQS8(); |
| 3631 | } |
| 3632 | |
| 3633 | TEST(DECONVOLUTION_NHWC_QS8, batched_2x2s2_with_qmax) { |
| 3634 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3635 | DeconvolutionOperatorTester() |
| 3636 | .batch_size(2) |
| 3637 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3638 | .kernel_size(2, 2) |
| 3639 | .stride(2) |
| 3640 | .group_input_channels(23) |
| 3641 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3642 | .qmax(128) |
| 3643 | .iterations(3) |
| 3644 | .TestQS8(); |
| 3645 | } |
| 3646 | |
| 3647 | TEST(DECONVOLUTION_NHWC_QS8, batched_2x2s2_without_bias) { |
| 3648 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3649 | DeconvolutionOperatorTester() |
| 3650 | .has_bias(false) |
| 3651 | .batch_size(2) |
| 3652 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3653 | .kernel_size(2, 2) |
| 3654 | .stride(2) |
| 3655 | .group_input_channels(23) |
| 3656 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3657 | .iterations(3) |
| 3658 | .TestQS8(); |
| 3659 | } |
| 3660 | |
| 3661 | /**************************** SUBCONV2D/GEMM path, grouped, batched ****************************/ |
| 3662 | |
| 3663 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_2x2s2) { |
| 3664 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3665 | DeconvolutionOperatorTester() |
| 3666 | .batch_size(2) |
| 3667 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3668 | .kernel_size(2, 2) |
| 3669 | .stride(2) |
| 3670 | .groups(2) |
| 3671 | .group_input_channels(17) |
| 3672 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3673 | .iterations(3) |
| 3674 | .TestQS8(); |
| 3675 | } |
| 3676 | |
| 3677 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_Kx2sKx2) { |
| 3678 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3679 | for (size_t kernel_height = 3; kernel_height <= 5; kernel_height++) { |
| 3680 | DeconvolutionOperatorTester() |
| 3681 | .batch_size(2) |
| 3682 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3683 | .kernel_size(kernel_height, 2) |
| 3684 | .stride(kernel_height, 2) |
| 3685 | .groups(2) |
| 3686 | .group_input_channels(17) |
| 3687 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3688 | .iterations(3) |
| 3689 | .TestQS8(); |
| 3690 | } |
| 3691 | } |
| 3692 | |
| 3693 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_2xKs2xK) { |
| 3694 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3695 | for (size_t kernel_width = 3; kernel_width <= 5; kernel_width++) { |
| 3696 | DeconvolutionOperatorTester() |
| 3697 | .batch_size(2) |
| 3698 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3699 | .kernel_size(2, kernel_width) |
| 3700 | .stride(2, kernel_width) |
| 3701 | .groups(2) |
| 3702 | .group_input_channels(17) |
| 3703 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3704 | .iterations(3) |
| 3705 | .TestQS8(); |
| 3706 | } |
| 3707 | } |
| 3708 | |
| 3709 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_2x2s2_height_adjustment) { |
| 3710 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3711 | DeconvolutionOperatorTester() |
| 3712 | .batch_size(2) |
| 3713 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3714 | .adjustment_height(1) |
| 3715 | .kernel_size(2, 2) |
| 3716 | .stride(2) |
| 3717 | .groups(2) |
| 3718 | .group_input_channels(17) |
| 3719 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3720 | .iterations(1) |
| 3721 | .TestQS8(); |
| 3722 | } |
| 3723 | |
| 3724 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_2x2s2_width_adjustment) { |
| 3725 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3726 | DeconvolutionOperatorTester() |
| 3727 | .batch_size(2) |
| 3728 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3729 | .adjustment_width(1) |
| 3730 | .kernel_size(2, 2) |
| 3731 | .stride(2) |
| 3732 | .groups(2) |
| 3733 | .group_input_channels(17) |
| 3734 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3735 | .iterations(1) |
| 3736 | .TestQS8(); |
| 3737 | } |
| 3738 | |
| 3739 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_2x2s2_varying_input_height) { |
| 3740 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3741 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 3742 | DeconvolutionOperatorTester() |
| 3743 | .batch_size(2) |
| 3744 | .input_size(input_height, kStridedInputWidth) |
| 3745 | .kernel_size(2, 2) |
| 3746 | .stride(2) |
| 3747 | .groups(2) |
| 3748 | .group_input_channels(17) |
| 3749 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3750 | .iterations(1) |
| 3751 | .TestQS8(); |
| 3752 | } |
| 3753 | } |
| 3754 | |
| 3755 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_2x2s2_varying_input_width) { |
| 3756 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3757 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 3758 | DeconvolutionOperatorTester() |
| 3759 | .batch_size(2) |
| 3760 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3761 | .kernel_size(2, 2) |
| 3762 | .stride(2) |
| 3763 | .groups(2) |
| 3764 | .group_input_channels(17) |
| 3765 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3766 | .iterations(1) |
| 3767 | .TestQS8(); |
| 3768 | } |
| 3769 | } |
| 3770 | |
| 3771 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_2x2s2_varying_input_channels) { |
| 3772 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3773 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 3774 | DeconvolutionOperatorTester() |
| 3775 | .batch_size(2) |
| 3776 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3777 | .kernel_size(2, 2) |
| 3778 | .stride(2) |
| 3779 | .groups(2) |
| 3780 | .group_input_channels(input_channels) |
| 3781 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3782 | .iterations(1) |
| 3783 | .TestQS8(); |
| 3784 | } |
| 3785 | } |
| 3786 | |
| 3787 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_2x2s2_varying_output_channels) { |
| 3788 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3789 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
| 3790 | DeconvolutionOperatorTester() |
| 3791 | .batch_size(2) |
| 3792 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3793 | .kernel_size(2, 2) |
| 3794 | .stride(2) |
| 3795 | .groups(2) |
| 3796 | .group_input_channels(17) |
| 3797 | .group_output_channels(output_channels) |
| 3798 | .iterations(1) |
| 3799 | .TestQS8(); |
| 3800 | } |
| 3801 | } |
| 3802 | |
| 3803 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_2x2s2_with_input_stride) { |
| 3804 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3805 | DeconvolutionOperatorTester() |
| 3806 | .batch_size(2) |
| 3807 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3808 | .kernel_size(2, 2) |
| 3809 | .stride(2) |
| 3810 | .groups(2) |
| 3811 | .group_input_channels(17) |
| 3812 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3813 | .input_pixel_stride(37) |
| 3814 | .iterations(3) |
| 3815 | .TestQS8(); |
| 3816 | } |
| 3817 | |
| 3818 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_2x2s2_with_output_stride) { |
| 3819 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3820 | DeconvolutionOperatorTester() |
| 3821 | .batch_size(2) |
| 3822 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3823 | .kernel_size(2, 2) |
| 3824 | .stride(2) |
| 3825 | .groups(2) |
| 3826 | .group_input_channels(17) |
| 3827 | .group_output_channels(xnn_params.qu8.gemm.nr + 3) |
| 3828 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
| 3829 | .iterations(3) |
| 3830 | .TestQS8(); |
| 3831 | } |
| 3832 | |
| 3833 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_2x2s2_with_qmin) { |
| 3834 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3835 | DeconvolutionOperatorTester() |
| 3836 | .batch_size(2) |
| 3837 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3838 | .kernel_size(2, 2) |
| 3839 | .stride(2) |
| 3840 | .groups(2) |
| 3841 | .group_input_channels(17) |
| 3842 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3843 | .qmin(128) |
| 3844 | .iterations(3) |
| 3845 | .TestQS8(); |
| 3846 | } |
| 3847 | |
| 3848 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_2x2s2_with_qmax) { |
| 3849 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3850 | DeconvolutionOperatorTester() |
| 3851 | .batch_size(2) |
| 3852 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3853 | .kernel_size(2, 2) |
| 3854 | .stride(2) |
| 3855 | .groups(2) |
| 3856 | .group_input_channels(17) |
| 3857 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3858 | .qmax(128) |
| 3859 | .iterations(3) |
| 3860 | .TestQS8(); |
| 3861 | } |
| 3862 | |
| 3863 | TEST(DECONVOLUTION_NHWC_QS8, batched_grouped_2x2s2_without_bias) { |
| 3864 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3865 | DeconvolutionOperatorTester() |
| 3866 | .has_bias(false) |
| 3867 | .batch_size(2) |
| 3868 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3869 | .kernel_size(2, 2) |
| 3870 | .stride(2) |
| 3871 | .groups(2) |
| 3872 | .group_input_channels(17) |
| 3873 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 3874 | .iterations(3) |
| 3875 | .TestQS8(); |
| 3876 | } |
| 3877 | |
| 3878 | /**************************** SUBCONV2D/GEMM path, setup ****************************/ |
| 3879 | |
| 3880 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2_setup_changing_batch) { |
| 3881 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3882 | DeconvolutionOperatorTester() |
| 3883 | .batch_size(2) |
| 3884 | .next_batch_size(5) |
| 3885 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3886 | .kernel_size(2, 2) |
| 3887 | .stride(2) |
| 3888 | .groups(2) |
| 3889 | .group_input_channels(15) |
| 3890 | .group_output_channels(17) |
| 3891 | .TestSetupQS8(); |
| 3892 | } |
| 3893 | |
| 3894 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2_setup_changing_height) { |
| 3895 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3896 | DeconvolutionOperatorTester() |
| 3897 | .batch_size(2) |
| 3898 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3899 | .next_input_height(kStridedInputHeight + 3) |
| 3900 | .kernel_size(2, 2) |
| 3901 | .stride(2) |
| 3902 | .groups(2) |
| 3903 | .group_input_channels(15) |
| 3904 | .group_output_channels(17) |
| 3905 | .TestSetupQS8(); |
| 3906 | } |
| 3907 | |
| 3908 | TEST(DECONVOLUTION_NHWC_QS8, 2x2s2_setup_changing_width) { |
| 3909 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3910 | DeconvolutionOperatorTester() |
| 3911 | .batch_size(2) |
| 3912 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 3913 | .next_input_width(kStridedInputWidth + 3) |
| 3914 | .kernel_size(2, 2) |
| 3915 | .stride(2) |
| 3916 | .groups(2) |
| 3917 | .group_input_channels(15) |
| 3918 | .group_output_channels(17) |
| 3919 | .TestSetupQS8(); |
| 3920 | } |
| 3921 | |
| 3922 | /**************************** Future GEMM path ****************************/ |
| 3923 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3924 | TEST(DECONVOLUTION_NHWC_QU8, 1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3925 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3926 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3927 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3928 | .kernel_size(1, 1) |
| 3929 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3930 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3931 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3932 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3933 | } |
| 3934 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3935 | TEST(DECONVOLUTION_NHWC_QU8, 1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3936 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3937 | 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] | 3938 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3939 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3940 | .kernel_size(1, 1) |
| 3941 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3942 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3943 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3944 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3945 | } |
| 3946 | } |
| 3947 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3948 | TEST(DECONVOLUTION_NHWC_QU8, 1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3949 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3950 | 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] | 3951 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3952 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3953 | .kernel_size(1, 1) |
| 3954 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3955 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3956 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3957 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3958 | } |
| 3959 | } |
| 3960 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3961 | TEST(DECONVOLUTION_NHWC_QU8, 1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3962 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3963 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 3964 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3965 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3966 | .kernel_size(1, 1) |
| 3967 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3968 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3969 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3970 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3971 | } |
| 3972 | } |
| 3973 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3974 | TEST(DECONVOLUTION_NHWC_QU8, 1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3975 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3976 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3977 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3978 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3979 | .kernel_size(1, 1) |
| 3980 | .group_input_channels(23) |
| 3981 | .group_output_channels(output_channels) |
| 3982 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3983 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3984 | } |
| 3985 | } |
| 3986 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3987 | TEST(DECONVOLUTION_NHWC_QU8, 1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3988 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3989 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 3990 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3991 | .kernel_size(1, 1) |
| 3992 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3993 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3994 | .input_pixel_stride(28) |
| 3995 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3996 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3997 | } |
| 3998 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3999 | TEST(DECONVOLUTION_NHWC_QU8, 1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4000 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4001 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4002 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4003 | .kernel_size(1, 1) |
| 4004 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4005 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 4006 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4007 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4008 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4009 | } |
| 4010 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4011 | TEST(DECONVOLUTION_NHWC_QU8, 1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4012 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4013 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4014 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4015 | .kernel_size(1, 1) |
| 4016 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4017 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4018 | .qmin(128) |
| 4019 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4020 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4021 | } |
| 4022 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4023 | TEST(DECONVOLUTION_NHWC_QU8, 1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4024 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4025 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4026 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4027 | .kernel_size(1, 1) |
| 4028 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4029 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 4030 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4031 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4032 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4033 | } |
| 4034 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4035 | TEST(DECONVOLUTION_NHWC_QU8, 1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4036 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4037 | DeconvolutionOperatorTester() |
| 4038 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4039 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4040 | .kernel_size(1, 1) |
| 4041 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4042 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4043 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4044 | .TestQU8(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4045 | } |
| 4046 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4047 | /**************************** Future GEMM path, grouped ****************************/ |
| 4048 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4049 | TEST(DECONVOLUTION_NHWC_QU8, grouped_1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4050 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4051 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4052 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4053 | .kernel_size(1, 1) |
| 4054 | .groups(2) |
| 4055 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4056 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4057 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4058 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4059 | } |
| 4060 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4061 | TEST(DECONVOLUTION_NHWC_QU8, grouped_1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4062 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4063 | 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] | 4064 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4065 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4066 | .kernel_size(1, 1) |
| 4067 | .groups(2) |
| 4068 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4069 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4070 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4071 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4072 | } |
| 4073 | } |
| 4074 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4075 | TEST(DECONVOLUTION_NHWC_QU8, grouped_1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4076 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4077 | 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] | 4078 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4079 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4080 | .kernel_size(1, 1) |
| 4081 | .groups(2) |
| 4082 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4083 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4084 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4085 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4086 | } |
| 4087 | } |
| 4088 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4089 | TEST(DECONVOLUTION_NHWC_QU8, grouped_1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4090 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4091 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 4092 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4093 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4094 | .kernel_size(1, 1) |
| 4095 | .groups(2) |
| 4096 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4097 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4098 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4099 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4100 | } |
| 4101 | } |
| 4102 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4103 | TEST(DECONVOLUTION_NHWC_QU8, grouped_1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4104 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4105 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
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 | .kernel_size(1, 1) |
| 4109 | .groups(2) |
| 4110 | .group_input_channels(23) |
| 4111 | .group_output_channels(output_channels) |
| 4112 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4113 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4114 | } |
| 4115 | } |
| 4116 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4117 | TEST(DECONVOLUTION_NHWC_QU8, grouped_1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4118 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4119 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4120 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4121 | .kernel_size(1, 1) |
| 4122 | .groups(2) |
| 4123 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4124 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4125 | .input_pixel_stride(47) |
| 4126 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4127 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4128 | } |
| 4129 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4130 | TEST(DECONVOLUTION_NHWC_QU8, grouped_1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4131 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4132 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4133 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4134 | .kernel_size(1, 1) |
| 4135 | .groups(2) |
| 4136 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4137 | .group_output_channels(xnn_params.qu8.gemm.nr + 3) |
| 4138 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4139 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4140 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4141 | } |
| 4142 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4143 | TEST(DECONVOLUTION_NHWC_QU8, grouped_1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4144 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4145 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4146 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4147 | .kernel_size(1, 1) |
| 4148 | .groups(2) |
| 4149 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4150 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4151 | .qmin(128) |
| 4152 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4153 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4154 | } |
| 4155 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4156 | TEST(DECONVOLUTION_NHWC_QU8, grouped_1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4157 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4158 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4159 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4160 | .kernel_size(1, 1) |
| 4161 | .groups(2) |
| 4162 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4163 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 4164 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4165 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4166 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4167 | } |
| 4168 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4169 | TEST(DECONVOLUTION_NHWC_QU8, grouped_1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4170 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4171 | DeconvolutionOperatorTester() |
| 4172 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4173 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4174 | .kernel_size(1, 1) |
| 4175 | .groups(2) |
| 4176 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4177 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4178 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4179 | .TestQU8(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4180 | } |
| 4181 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4182 | /**************************** Future GEMM path, batched ****************************/ |
| 4183 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4184 | TEST(DECONVOLUTION_NHWC_QU8, batched_1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4185 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4186 | DeconvolutionOperatorTester() |
| 4187 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4188 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4189 | .kernel_size(1, 1) |
| 4190 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4191 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4192 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4193 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4194 | } |
| 4195 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4196 | TEST(DECONVOLUTION_NHWC_QU8, batched_1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4197 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4198 | 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] | 4199 | DeconvolutionOperatorTester() |
| 4200 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4201 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4202 | .kernel_size(1, 1) |
| 4203 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4204 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4205 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4206 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4207 | } |
| 4208 | } |
| 4209 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4210 | TEST(DECONVOLUTION_NHWC_QU8, batched_1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4211 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4212 | 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] | 4213 | DeconvolutionOperatorTester() |
| 4214 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4215 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4216 | .kernel_size(1, 1) |
| 4217 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4218 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4219 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4220 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4221 | } |
| 4222 | } |
| 4223 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4224 | TEST(DECONVOLUTION_NHWC_QU8, batched_1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4225 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4226 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 4227 | DeconvolutionOperatorTester() |
| 4228 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4229 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4230 | .kernel_size(1, 1) |
| 4231 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4232 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4233 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4234 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4235 | } |
| 4236 | } |
| 4237 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4238 | TEST(DECONVOLUTION_NHWC_QU8, batched_1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4239 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4240 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4241 | DeconvolutionOperatorTester() |
| 4242 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4243 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4244 | .kernel_size(1, 1) |
| 4245 | .group_input_channels(23) |
| 4246 | .group_output_channels(output_channels) |
| 4247 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4248 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4249 | } |
| 4250 | } |
| 4251 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4252 | TEST(DECONVOLUTION_NHWC_QU8, batched_1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4253 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4254 | DeconvolutionOperatorTester() |
| 4255 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4256 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4257 | .kernel_size(1, 1) |
| 4258 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4259 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4260 | .input_pixel_stride(28) |
| 4261 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4262 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4263 | } |
| 4264 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4265 | TEST(DECONVOLUTION_NHWC_QU8, batched_1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4266 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4267 | DeconvolutionOperatorTester() |
| 4268 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4269 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4270 | .kernel_size(1, 1) |
| 4271 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4272 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 4273 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4274 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4275 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4276 | } |
| 4277 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4278 | TEST(DECONVOLUTION_NHWC_QU8, batched_1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4279 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4280 | DeconvolutionOperatorTester() |
| 4281 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4282 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4283 | .kernel_size(1, 1) |
| 4284 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4285 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4286 | .qmin(128) |
| 4287 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4288 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4289 | } |
| 4290 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4291 | TEST(DECONVOLUTION_NHWC_QU8, batched_1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4292 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4293 | DeconvolutionOperatorTester() |
| 4294 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4295 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4296 | .kernel_size(1, 1) |
| 4297 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4298 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 4299 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4300 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4301 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4302 | } |
| 4303 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4304 | TEST(DECONVOLUTION_NHWC_QU8, batched_1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4305 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4306 | DeconvolutionOperatorTester() |
| 4307 | .has_bias(false) |
| 4308 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4309 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4310 | .kernel_size(1, 1) |
| 4311 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4312 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4313 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4314 | .TestQU8(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4315 | } |
| 4316 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4317 | /**************************** Future GEMM path, batched, grouped ****************************/ |
| 4318 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4319 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4320 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4321 | DeconvolutionOperatorTester() |
| 4322 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4323 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4324 | .kernel_size(1, 1) |
| 4325 | .groups(2) |
| 4326 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4327 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4328 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4329 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4330 | } |
| 4331 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4332 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4333 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4334 | 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] | 4335 | DeconvolutionOperatorTester() |
| 4336 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4337 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4338 | .kernel_size(1, 1) |
| 4339 | .groups(2) |
| 4340 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4341 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4342 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4343 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4344 | } |
| 4345 | } |
| 4346 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4347 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4348 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4349 | 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] | 4350 | DeconvolutionOperatorTester() |
| 4351 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4352 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4353 | .kernel_size(1, 1) |
| 4354 | .groups(2) |
| 4355 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4356 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4357 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4358 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4359 | } |
| 4360 | } |
| 4361 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4362 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4363 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4364 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 4365 | DeconvolutionOperatorTester() |
| 4366 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4367 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4368 | .kernel_size(1, 1) |
| 4369 | .groups(2) |
| 4370 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4371 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4372 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4373 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4374 | } |
| 4375 | } |
| 4376 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4377 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4378 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4379 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4380 | DeconvolutionOperatorTester() |
| 4381 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4382 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4383 | .kernel_size(1, 1) |
| 4384 | .groups(2) |
| 4385 | .group_input_channels(23) |
| 4386 | .group_output_channels(output_channels) |
| 4387 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4388 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4389 | } |
| 4390 | } |
| 4391 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4392 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4393 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4394 | DeconvolutionOperatorTester() |
| 4395 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4396 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4397 | .kernel_size(1, 1) |
| 4398 | .groups(2) |
| 4399 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4400 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4401 | .input_pixel_stride(47) |
| 4402 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4403 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4404 | } |
| 4405 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4406 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4407 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4408 | DeconvolutionOperatorTester() |
| 4409 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4410 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4411 | .kernel_size(1, 1) |
| 4412 | .groups(2) |
| 4413 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4414 | .group_output_channels(xnn_params.qu8.gemm.nr + 3) |
| 4415 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4416 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4417 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4418 | } |
| 4419 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4420 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4421 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4422 | DeconvolutionOperatorTester() |
| 4423 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4424 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4425 | .kernel_size(1, 1) |
| 4426 | .groups(2) |
| 4427 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4428 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4429 | .qmin(128) |
| 4430 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4431 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4432 | } |
| 4433 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4434 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4435 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4436 | DeconvolutionOperatorTester() |
| 4437 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4438 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4439 | .kernel_size(1, 1) |
| 4440 | .groups(2) |
| 4441 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4442 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 4443 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4444 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4445 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4446 | } |
| 4447 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4448 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4449 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4450 | DeconvolutionOperatorTester() |
| 4451 | .has_bias(false) |
| 4452 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4453 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4454 | .kernel_size(1, 1) |
| 4455 | .groups(2) |
| 4456 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4457 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4458 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4459 | .TestQU8(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4460 | } |
| 4461 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4462 | /**************************** CONV path ****************************/ |
| 4463 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4464 | TEST(DECONVOLUTION_NHWC_QU8, 3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4465 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4466 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4467 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4468 | .padding(1) |
| 4469 | .kernel_size(3, 3) |
| 4470 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4471 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4472 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4473 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4474 | } |
| 4475 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4476 | TEST(DECONVOLUTION_NHWC_QU8, Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4477 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4478 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 4479 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4480 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4481 | .padding_width(1) |
| 4482 | .kernel_size(kernel_height, 3) |
| 4483 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4484 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4485 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4486 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4487 | } |
| 4488 | } |
| 4489 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4490 | TEST(DECONVOLUTION_NHWC_QU8, 3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4491 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4492 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 4493 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4494 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4495 | .padding_height(1) |
| 4496 | .kernel_size(3, kernel_width) |
| 4497 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4498 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4499 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4500 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4501 | } |
| 4502 | } |
| 4503 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4504 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4505 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4506 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 4507 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 4508 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4509 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4510 | .padding_width(1) |
| 4511 | .padding_top(padding_top) |
| 4512 | .padding_bottom(padding_bottom) |
| 4513 | .kernel_size(3, 3) |
| 4514 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4515 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4516 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4517 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4518 | } |
| 4519 | } |
| 4520 | } |
| 4521 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4522 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4523 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4524 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 4525 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 4526 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4527 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4528 | .padding_height(1) |
| 4529 | .padding_left(padding_left) |
| 4530 | .padding_right(padding_right) |
| 4531 | .kernel_size(3, 3) |
| 4532 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4533 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4534 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4535 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4536 | } |
| 4537 | } |
| 4538 | } |
| 4539 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4540 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4541 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4542 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 4543 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4544 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4545 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 4546 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4547 | .adjustment_height(adjustment_height) |
| 4548 | .kernel_size(3, 3) |
| 4549 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4550 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4551 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4552 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4553 | } |
| 4554 | } |
| 4555 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4556 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4557 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4558 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 4559 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4560 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4561 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 4562 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4563 | .adjustment_width(adjustment_width) |
| 4564 | .kernel_size(3, 3) |
| 4565 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4566 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4567 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4568 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4569 | } |
| 4570 | } |
| 4571 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4572 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4573 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4574 | 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] | 4575 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4576 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4577 | .padding(1) |
| 4578 | .kernel_size(3, 3) |
| 4579 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4580 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4581 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4582 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4583 | } |
| 4584 | } |
| 4585 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4586 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4587 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4588 | 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] | 4589 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4590 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4591 | .padding(1) |
| 4592 | .kernel_size(3, 3) |
| 4593 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4594 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4595 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4596 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4597 | } |
| 4598 | } |
| 4599 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4600 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4601 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4602 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 4603 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4604 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4605 | .padding(1) |
| 4606 | .kernel_size(3, 3) |
| 4607 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4608 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4609 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4610 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4611 | } |
| 4612 | } |
| 4613 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4614 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4615 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4616 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4617 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4618 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4619 | .padding(1) |
| 4620 | .kernel_size(3, 3) |
| 4621 | .group_input_channels(23) |
| 4622 | .group_output_channels(output_channels) |
| 4623 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4624 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4625 | } |
| 4626 | } |
| 4627 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4628 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4629 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4630 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 4631 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4632 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4633 | .padding(1) |
| 4634 | .kernel_size(3, 3) |
| 4635 | .dilation_height(dilation_height) |
| 4636 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4637 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4638 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4639 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4640 | } |
| 4641 | } |
| 4642 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4643 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4644 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4645 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 4646 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4647 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4648 | .padding(1) |
| 4649 | .kernel_size(3, 3) |
| 4650 | .dilation_width(dilation_width) |
| 4651 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4652 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4653 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4654 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4655 | } |
| 4656 | } |
| 4657 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4658 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4659 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4660 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4661 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4662 | .padding(1) |
| 4663 | .kernel_size(3, 3) |
| 4664 | .dilation_height(3) |
| 4665 | .stride_height(2) |
| 4666 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4667 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4668 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4669 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4670 | } |
| 4671 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4672 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4673 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4674 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4675 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4676 | .padding(1) |
| 4677 | .kernel_size(3, 3) |
| 4678 | .dilation_width(3) |
| 4679 | .stride_width(2) |
| 4680 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4681 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4682 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4683 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4684 | } |
| 4685 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4686 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4687 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4688 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4689 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4690 | .padding(1) |
| 4691 | .kernel_size(3, 3) |
| 4692 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4693 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4694 | .input_pixel_stride(28) |
| 4695 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4696 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4697 | } |
| 4698 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4699 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4700 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4701 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4702 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4703 | .padding(1) |
| 4704 | .kernel_size(3, 3) |
| 4705 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4706 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 4707 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4708 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4709 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4710 | } |
| 4711 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4712 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4713 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4714 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4715 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4716 | .padding(1) |
| 4717 | .kernel_size(3, 3) |
| 4718 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4719 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4720 | .qmin(128) |
| 4721 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4722 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4723 | } |
| 4724 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4725 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4726 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4727 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4728 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4729 | .padding(1) |
| 4730 | .kernel_size(3, 3) |
| 4731 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4732 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 4733 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4734 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4735 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4736 | } |
| 4737 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4738 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4739 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4740 | DeconvolutionOperatorTester() |
| 4741 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4742 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4743 | .padding(1) |
| 4744 | .kernel_size(3, 3) |
| 4745 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4746 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4747 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4748 | .TestQU8(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4749 | } |
| 4750 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4751 | /**************************** CONV path, grouped ****************************/ |
| 4752 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4753 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4754 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4755 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4756 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4757 | .padding(1) |
| 4758 | .kernel_size(3, 3) |
| 4759 | .groups(2) |
| 4760 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4761 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4762 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4763 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4764 | } |
| 4765 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4766 | TEST(DECONVOLUTION_NHWC_QU8, grouped_Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4767 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4768 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 4769 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4770 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4771 | .padding_width(1) |
| 4772 | .kernel_size(kernel_height, 3) |
| 4773 | .groups(2) |
| 4774 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4775 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4776 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4777 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4778 | } |
| 4779 | } |
| 4780 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4781 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4782 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4783 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 4784 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4785 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4786 | .padding_height(1) |
| 4787 | .kernel_size(3, kernel_width) |
| 4788 | .groups(2) |
| 4789 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4790 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4791 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4792 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4793 | } |
| 4794 | } |
| 4795 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4796 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4797 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4798 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 4799 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 4800 | DeconvolutionOperatorTester() |
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_width(1) |
| 4803 | .padding_top(padding_top) |
| 4804 | .padding_bottom(padding_bottom) |
| 4805 | .kernel_size(3, 3) |
| 4806 | .groups(2) |
| 4807 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4808 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4809 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4810 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4811 | } |
| 4812 | } |
| 4813 | } |
| 4814 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4815 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4816 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4817 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 4818 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 4819 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4820 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4821 | .padding_height(1) |
| 4822 | .padding_left(padding_left) |
| 4823 | .padding_right(padding_right) |
| 4824 | .kernel_size(3, 3) |
| 4825 | .groups(2) |
| 4826 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4827 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4828 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4829 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4830 | } |
| 4831 | } |
| 4832 | } |
| 4833 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4834 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4835 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4836 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 4837 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4838 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4839 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 4840 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4841 | .adjustment_height(adjustment_height) |
| 4842 | .kernel_size(3, 3) |
| 4843 | .groups(2) |
| 4844 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4845 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4846 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4847 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4848 | } |
| 4849 | } |
| 4850 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4851 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4852 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4853 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 4854 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4855 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4856 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 4857 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4858 | .adjustment_width(adjustment_width) |
| 4859 | .kernel_size(3, 3) |
| 4860 | .groups(2) |
| 4861 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4862 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4863 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4864 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4865 | } |
| 4866 | } |
| 4867 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4868 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4869 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4870 | 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] | 4871 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4872 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4873 | .padding(1) |
| 4874 | .kernel_size(3, 3) |
| 4875 | .groups(2) |
| 4876 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4877 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4878 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4879 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4880 | } |
| 4881 | } |
| 4882 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4883 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4884 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4885 | 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] | 4886 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4887 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4888 | .padding(1) |
| 4889 | .kernel_size(3, 3) |
| 4890 | .groups(2) |
| 4891 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4892 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4893 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4894 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4895 | } |
| 4896 | } |
| 4897 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4898 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4899 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4900 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 4901 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4902 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4903 | .padding(1) |
| 4904 | .kernel_size(3, 3) |
| 4905 | .groups(2) |
| 4906 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4907 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4908 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4909 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4910 | } |
| 4911 | } |
| 4912 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4913 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4914 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4915 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4916 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4917 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4918 | .padding(1) |
| 4919 | .kernel_size(3, 3) |
| 4920 | .groups(2) |
| 4921 | .group_input_channels(23) |
| 4922 | .group_output_channels(output_channels) |
| 4923 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4924 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4925 | } |
| 4926 | } |
| 4927 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4928 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4929 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4930 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 4931 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4932 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4933 | .padding(1) |
| 4934 | .kernel_size(3, 3) |
| 4935 | .dilation_height(dilation_height) |
| 4936 | .groups(2) |
| 4937 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4938 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4939 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4940 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4941 | } |
| 4942 | } |
| 4943 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4944 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4945 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4946 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 4947 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4948 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4949 | .padding(1) |
| 4950 | .kernel_size(3, 3) |
| 4951 | .dilation_width(dilation_width) |
| 4952 | .groups(2) |
| 4953 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4954 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4955 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4956 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4957 | } |
| 4958 | } |
| 4959 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4960 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4961 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4962 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4963 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4964 | .padding(1) |
| 4965 | .kernel_size(3, 3) |
| 4966 | .dilation_height(3) |
| 4967 | .stride_height(2) |
| 4968 | .groups(2) |
| 4969 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4970 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4971 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4972 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4973 | } |
| 4974 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4975 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4976 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4977 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4978 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4979 | .padding(1) |
| 4980 | .kernel_size(3, 3) |
| 4981 | .dilation_width(3) |
| 4982 | .stride_width(2) |
| 4983 | .groups(2) |
| 4984 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4985 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4986 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4987 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4988 | } |
| 4989 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4990 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4991 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4992 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 4993 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4994 | .padding(1) |
| 4995 | .kernel_size(3, 3) |
| 4996 | .groups(2) |
| 4997 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 4998 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4999 | .input_pixel_stride(47) |
| 5000 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5001 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5002 | } |
| 5003 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5004 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5005 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5006 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5007 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5008 | .padding(1) |
| 5009 | .kernel_size(3, 3) |
| 5010 | .groups(2) |
| 5011 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5012 | .group_output_channels(xnn_params.qu8.gemm.nr + 3) |
| 5013 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5014 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5015 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5016 | } |
| 5017 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5018 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5019 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
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(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5022 | .padding(1) |
| 5023 | .kernel_size(3, 3) |
| 5024 | .groups(2) |
| 5025 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5026 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5027 | .qmin(128) |
| 5028 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5029 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5030 | } |
| 5031 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5032 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5033 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5034 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5035 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5036 | .padding(1) |
| 5037 | .kernel_size(3, 3) |
| 5038 | .groups(2) |
| 5039 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5040 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 5041 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5042 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5043 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5044 | } |
| 5045 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5046 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5047 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5048 | DeconvolutionOperatorTester() |
| 5049 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5050 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5051 | .padding(1) |
| 5052 | .kernel_size(3, 3) |
| 5053 | .groups(2) |
| 5054 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5055 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5056 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5057 | .TestQU8(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5058 | } |
| 5059 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5060 | /**************************** CONV path, batched ****************************/ |
| 5061 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5062 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5063 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5064 | DeconvolutionOperatorTester() |
| 5065 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5066 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5067 | .padding(1) |
| 5068 | .kernel_size(3, 3) |
| 5069 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5070 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5071 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5072 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5073 | } |
| 5074 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5075 | TEST(DECONVOLUTION_NHWC_QU8, batched_Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5076 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5077 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 5078 | DeconvolutionOperatorTester() |
| 5079 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5080 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5081 | .padding_width(1) |
| 5082 | .kernel_size(kernel_height, 3) |
| 5083 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5084 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5085 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5086 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5087 | } |
| 5088 | } |
| 5089 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5090 | TEST(DECONVOLUTION_NHWC_QU8, batched_3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5091 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5092 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 5093 | DeconvolutionOperatorTester() |
| 5094 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5095 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5096 | .padding_height(1) |
| 5097 | .kernel_size(3, kernel_width) |
| 5098 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5099 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5100 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5101 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5102 | } |
| 5103 | } |
| 5104 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5105 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5106 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5107 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 5108 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 5109 | DeconvolutionOperatorTester() |
| 5110 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5111 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5112 | .padding_width(1) |
| 5113 | .padding_top(padding_top) |
| 5114 | .padding_bottom(padding_bottom) |
| 5115 | .kernel_size(3, 3) |
| 5116 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5117 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5118 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5119 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5120 | } |
| 5121 | } |
| 5122 | } |
| 5123 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5124 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5125 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5126 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 5127 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 5128 | DeconvolutionOperatorTester() |
| 5129 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5130 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5131 | .padding_height(1) |
| 5132 | .padding_left(padding_left) |
| 5133 | .padding_right(padding_right) |
| 5134 | .kernel_size(3, 3) |
| 5135 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5136 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5137 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5138 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5139 | } |
| 5140 | } |
| 5141 | } |
| 5142 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5143 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5144 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5145 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 5146 | DeconvolutionOperatorTester() |
| 5147 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5148 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5149 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 5150 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5151 | .adjustment_height(adjustment_height) |
| 5152 | .kernel_size(3, 3) |
| 5153 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5154 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5155 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5156 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5157 | } |
| 5158 | } |
| 5159 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5160 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5161 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5162 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 5163 | DeconvolutionOperatorTester() |
| 5164 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5165 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5166 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 5167 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5168 | .adjustment_width(adjustment_width) |
| 5169 | .kernel_size(3, 3) |
| 5170 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5171 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5172 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5173 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5174 | } |
| 5175 | } |
| 5176 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5177 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5178 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5179 | 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] | 5180 | DeconvolutionOperatorTester() |
| 5181 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5182 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5183 | .padding(1) |
| 5184 | .kernel_size(3, 3) |
| 5185 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5186 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5187 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5188 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5189 | } |
| 5190 | } |
| 5191 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5192 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5193 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5194 | 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] | 5195 | DeconvolutionOperatorTester() |
| 5196 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5197 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5198 | .padding(1) |
| 5199 | .kernel_size(3, 3) |
| 5200 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5201 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5202 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5203 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5204 | } |
| 5205 | } |
| 5206 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5207 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5208 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5209 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 5210 | DeconvolutionOperatorTester() |
| 5211 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5212 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5213 | .padding(1) |
| 5214 | .kernel_size(3, 3) |
| 5215 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5216 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5217 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5218 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5219 | } |
| 5220 | } |
| 5221 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5222 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5223 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5224 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5225 | DeconvolutionOperatorTester() |
| 5226 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5227 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5228 | .padding(1) |
| 5229 | .kernel_size(3, 3) |
| 5230 | .group_input_channels(23) |
| 5231 | .group_output_channels(output_channels) |
| 5232 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5233 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5234 | } |
| 5235 | } |
| 5236 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5237 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5238 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5239 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 5240 | DeconvolutionOperatorTester() |
| 5241 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5242 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5243 | .padding(1) |
| 5244 | .kernel_size(3, 3) |
| 5245 | .dilation_height(dilation_height) |
| 5246 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5247 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5248 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5249 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5250 | } |
| 5251 | } |
| 5252 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5253 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5254 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5255 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 5256 | DeconvolutionOperatorTester() |
| 5257 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5258 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5259 | .padding(1) |
| 5260 | .kernel_size(3, 3) |
| 5261 | .dilation_width(dilation_width) |
| 5262 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5263 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5264 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5265 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5266 | } |
| 5267 | } |
| 5268 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5269 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5270 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5271 | DeconvolutionOperatorTester() |
| 5272 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5273 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5274 | .padding(1) |
| 5275 | .kernel_size(3, 3) |
| 5276 | .dilation_height(3) |
| 5277 | .stride_height(2) |
| 5278 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5279 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5280 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5281 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5282 | } |
| 5283 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5284 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5285 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5286 | DeconvolutionOperatorTester() |
| 5287 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5288 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5289 | .padding(1) |
| 5290 | .kernel_size(3, 3) |
| 5291 | .dilation_width(3) |
| 5292 | .stride_width(2) |
| 5293 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5294 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5295 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5296 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5297 | } |
| 5298 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5299 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5300 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5301 | DeconvolutionOperatorTester() |
| 5302 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5303 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5304 | .padding(1) |
| 5305 | .kernel_size(3, 3) |
| 5306 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5307 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5308 | .input_pixel_stride(28) |
| 5309 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5310 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5311 | } |
| 5312 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5313 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5314 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5315 | DeconvolutionOperatorTester() |
| 5316 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5317 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5318 | .padding(1) |
| 5319 | .kernel_size(3, 3) |
| 5320 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5321 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 5322 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5323 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5324 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5325 | } |
| 5326 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5327 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5328 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5329 | DeconvolutionOperatorTester() |
| 5330 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5331 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5332 | .padding(1) |
| 5333 | .kernel_size(3, 3) |
| 5334 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5335 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5336 | .qmin(128) |
| 5337 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5338 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5339 | } |
| 5340 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5341 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5342 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5343 | DeconvolutionOperatorTester() |
| 5344 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5345 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5346 | .padding(1) |
| 5347 | .kernel_size(3, 3) |
| 5348 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5349 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 5350 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5351 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5352 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5353 | } |
| 5354 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5355 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5356 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5357 | DeconvolutionOperatorTester() |
| 5358 | .has_bias(false) |
| 5359 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5360 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5361 | .padding(1) |
| 5362 | .kernel_size(3, 3) |
| 5363 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5364 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5365 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5366 | .TestQU8(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5367 | } |
| 5368 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5369 | /**************************** CONV path, grouped, batched ****************************/ |
| 5370 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5371 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5372 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5373 | DeconvolutionOperatorTester() |
| 5374 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5375 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5376 | .padding(1) |
| 5377 | .kernel_size(3, 3) |
| 5378 | .groups(2) |
| 5379 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5380 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5381 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5382 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5383 | } |
| 5384 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5385 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5386 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5387 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 5388 | DeconvolutionOperatorTester() |
| 5389 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5390 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5391 | .padding_width(1) |
| 5392 | .kernel_size(kernel_height, 3) |
| 5393 | .groups(2) |
| 5394 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5395 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5396 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5397 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5398 | } |
| 5399 | } |
| 5400 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5401 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5402 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5403 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 5404 | DeconvolutionOperatorTester() |
| 5405 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5406 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5407 | .padding_height(1) |
| 5408 | .kernel_size(3, kernel_width) |
| 5409 | .groups(2) |
| 5410 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5411 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5412 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5413 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5414 | } |
| 5415 | } |
| 5416 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5417 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5418 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5419 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 5420 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 5421 | DeconvolutionOperatorTester() |
| 5422 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5423 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5424 | .padding_width(1) |
| 5425 | .padding_top(padding_top) |
| 5426 | .padding_bottom(padding_bottom) |
| 5427 | .kernel_size(3, 3) |
| 5428 | .groups(2) |
| 5429 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5430 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5431 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5432 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5433 | } |
| 5434 | } |
| 5435 | } |
| 5436 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5437 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5438 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5439 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 5440 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 5441 | DeconvolutionOperatorTester() |
| 5442 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5443 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5444 | .padding_height(1) |
| 5445 | .padding_left(padding_left) |
| 5446 | .padding_right(padding_right) |
| 5447 | .kernel_size(3, 3) |
| 5448 | .groups(2) |
| 5449 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5450 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5451 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5452 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5453 | } |
| 5454 | } |
| 5455 | } |
| 5456 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5457 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5458 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5459 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 5460 | DeconvolutionOperatorTester() |
| 5461 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5462 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5463 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 5464 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5465 | .adjustment_height(adjustment_height) |
| 5466 | .kernel_size(3, 3) |
| 5467 | .groups(2) |
| 5468 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5469 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5470 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5471 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5472 | } |
| 5473 | } |
| 5474 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5475 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5476 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5477 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 5478 | DeconvolutionOperatorTester() |
| 5479 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5480 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5481 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 5482 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5483 | .adjustment_width(adjustment_width) |
| 5484 | .kernel_size(3, 3) |
| 5485 | .groups(2) |
| 5486 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5487 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5488 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5489 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5490 | } |
| 5491 | } |
| 5492 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5493 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5494 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5495 | 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] | 5496 | DeconvolutionOperatorTester() |
| 5497 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5498 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5499 | .padding(1) |
| 5500 | .kernel_size(3, 3) |
| 5501 | .groups(2) |
| 5502 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5503 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5504 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5505 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5506 | } |
| 5507 | } |
| 5508 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5509 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5510 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5511 | 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] | 5512 | DeconvolutionOperatorTester() |
| 5513 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5514 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5515 | .padding(1) |
| 5516 | .kernel_size(3, 3) |
| 5517 | .groups(2) |
| 5518 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5519 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5520 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5521 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5522 | } |
| 5523 | } |
| 5524 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5525 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5526 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5527 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 5528 | DeconvolutionOperatorTester() |
| 5529 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5530 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5531 | .padding(1) |
| 5532 | .kernel_size(3, 3) |
| 5533 | .groups(2) |
| 5534 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5535 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5536 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5537 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5538 | } |
| 5539 | } |
| 5540 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5541 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5542 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5543 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5544 | DeconvolutionOperatorTester() |
| 5545 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5546 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5547 | .padding(1) |
| 5548 | .kernel_size(3, 3) |
| 5549 | .groups(2) |
| 5550 | .group_input_channels(23) |
| 5551 | .group_output_channels(output_channels) |
| 5552 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5553 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5554 | } |
| 5555 | } |
| 5556 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5557 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5558 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5559 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 5560 | DeconvolutionOperatorTester() |
| 5561 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5562 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5563 | .padding(1) |
| 5564 | .kernel_size(3, 3) |
| 5565 | .dilation_height(dilation_height) |
| 5566 | .groups(2) |
| 5567 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5568 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5569 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5570 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5571 | } |
| 5572 | } |
| 5573 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5574 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5575 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5576 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 5577 | DeconvolutionOperatorTester() |
| 5578 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5579 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5580 | .padding(1) |
| 5581 | .kernel_size(3, 3) |
| 5582 | .dilation_width(dilation_width) |
| 5583 | .groups(2) |
| 5584 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5585 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5586 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5587 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5588 | } |
| 5589 | } |
| 5590 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5591 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5592 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5593 | DeconvolutionOperatorTester() |
| 5594 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5595 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5596 | .padding(1) |
| 5597 | .kernel_size(3, 3) |
| 5598 | .dilation_height(3) |
| 5599 | .stride_width(2) |
| 5600 | .groups(2) |
| 5601 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5602 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5603 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5604 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5605 | } |
| 5606 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5607 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5608 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5609 | DeconvolutionOperatorTester() |
| 5610 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5611 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5612 | .padding(1) |
| 5613 | .kernel_size(3, 3) |
| 5614 | .dilation_width(3) |
| 5615 | .stride_width(2) |
| 5616 | .groups(2) |
| 5617 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5618 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5619 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5620 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5621 | } |
| 5622 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5623 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5624 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5625 | DeconvolutionOperatorTester() |
| 5626 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5627 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5628 | .padding(1) |
| 5629 | .kernel_size(3, 3) |
| 5630 | .groups(2) |
| 5631 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5632 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5633 | .input_pixel_stride(47) |
| 5634 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5635 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5636 | } |
| 5637 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5638 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5639 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5640 | DeconvolutionOperatorTester() |
| 5641 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5642 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5643 | .padding(1) |
| 5644 | .kernel_size(3, 3) |
| 5645 | .groups(2) |
| 5646 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5647 | .group_output_channels(xnn_params.qu8.gemm.nr + 3) |
| 5648 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5649 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5650 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5651 | } |
| 5652 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5653 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5654 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5655 | DeconvolutionOperatorTester() |
| 5656 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5657 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5658 | .padding(1) |
| 5659 | .kernel_size(3, 3) |
| 5660 | .groups(2) |
| 5661 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5662 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5663 | .qmin(128) |
| 5664 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5665 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5666 | } |
| 5667 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5668 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5669 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5670 | DeconvolutionOperatorTester() |
| 5671 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5672 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5673 | .padding(1) |
| 5674 | .kernel_size(3, 3) |
| 5675 | .groups(2) |
| 5676 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5677 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 5678 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5679 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5680 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5681 | } |
| 5682 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5683 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5684 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5685 | DeconvolutionOperatorTester() |
| 5686 | .has_bias(false) |
| 5687 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5688 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5689 | .padding(1) |
| 5690 | .kernel_size(3, 3) |
| 5691 | .groups(2) |
| 5692 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5693 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5694 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5695 | .TestQU8(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 5696 | } |
| 5697 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5698 | /**************************** CONV path, setup ****************************/ |
| 5699 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5700 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_setup_changing_batch) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5701 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5702 | DeconvolutionOperatorTester() |
| 5703 | .batch_size(2) |
| 5704 | .next_batch_size(5) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5705 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5706 | .kernel_height(3) |
| 5707 | .kernel_width(5) |
| 5708 | .groups(2) |
| 5709 | .group_input_channels(15) |
| 5710 | .group_output_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5711 | .TestSetupQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5712 | } |
| 5713 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5714 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_setup_changing_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5715 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5716 | DeconvolutionOperatorTester() |
| 5717 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5718 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 5719 | .next_input_height(kUnstridedInputHeight + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5720 | .kernel_height(3) |
| 5721 | .kernel_width(5) |
| 5722 | .groups(2) |
| 5723 | .group_input_channels(15) |
| 5724 | .group_output_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5725 | .TestSetupQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5726 | } |
| 5727 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5728 | TEST(DECONVOLUTION_NHWC_QU8, 3x3_setup_changing_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5729 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5730 | DeconvolutionOperatorTester() |
| 5731 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5732 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 5733 | .next_input_width(kUnstridedInputWidth + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5734 | .kernel_height(3) |
| 5735 | .kernel_width(5) |
| 5736 | .groups(2) |
| 5737 | .group_input_channels(15) |
| 5738 | .group_output_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5739 | .TestSetupQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5740 | } |
| 5741 | |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 5742 | /**************************** SUBCONV2D/IGEMM path ****************************/ |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5743 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5744 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5745 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5746 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5747 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5748 | .padding(1) |
| 5749 | .kernel_size(3, 3) |
| 5750 | .stride(2) |
| 5751 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5752 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5753 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5754 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5755 | } |
| 5756 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5757 | TEST(DECONVOLUTION_NHWC_QU8, Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5758 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5759 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 5760 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5761 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5762 | .padding_width(1) |
| 5763 | .kernel_size(kernel_height, 3) |
| 5764 | .stride(2) |
| 5765 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5766 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5767 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5768 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5769 | } |
| 5770 | } |
| 5771 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5772 | TEST(DECONVOLUTION_NHWC_QU8, 3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5773 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5774 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 5775 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5776 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5777 | .padding_height(1) |
| 5778 | .kernel_size(3, kernel_width) |
| 5779 | .stride(2) |
| 5780 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5781 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5782 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5783 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5784 | } |
| 5785 | } |
| 5786 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5787 | TEST(DECONVOLUTION_NHWC_QU8, 3x3sSx1) { |
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 stride_height = 2; stride_height <= 3; stride_height++) { |
| 5790 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5791 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5792 | .padding(1) |
| 5793 | .padding_width(1) |
| 5794 | .kernel_size(3, 3) |
| 5795 | .stride_height(stride_height) |
| 5796 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5797 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5798 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5799 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5800 | } |
| 5801 | } |
| 5802 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5803 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5804 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5805 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 5806 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5807 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5808 | .padding(1) |
| 5809 | .padding_width(1) |
| 5810 | .kernel_size(3, 3) |
| 5811 | .stride_width(stride_width) |
| 5812 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5813 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5814 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5815 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5816 | } |
| 5817 | } |
| 5818 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5819 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5820 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5821 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 5822 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 5823 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5824 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5825 | .padding_width(1) |
| 5826 | .padding_top(padding_top) |
| 5827 | .padding_bottom(padding_bottom) |
| 5828 | .kernel_size(3, 3) |
| 5829 | .stride(2) |
| 5830 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5831 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5832 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5833 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5834 | } |
| 5835 | } |
| 5836 | } |
| 5837 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5838 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5839 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5840 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 5841 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 5842 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5843 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5844 | .padding_height(1) |
| 5845 | .padding_left(padding_left) |
| 5846 | .padding_right(padding_right) |
| 5847 | .kernel_size(3, 3) |
| 5848 | .stride(2) |
| 5849 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5850 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5851 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5852 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5853 | } |
| 5854 | } |
| 5855 | } |
| 5856 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5857 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5858 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 5859 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5860 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5861 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5862 | .padding(1) |
| 5863 | .adjustment_height(adjustment_height) |
| 5864 | .kernel_size(3, 3) |
| 5865 | .stride(2) |
| 5866 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5867 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5868 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5869 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5870 | } |
| 5871 | } |
| 5872 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5873 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5874 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 5875 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5876 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5877 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5878 | .padding(1) |
| 5879 | .adjustment_width(adjustment_width) |
| 5880 | .kernel_size(3, 3) |
| 5881 | .stride(2) |
| 5882 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5883 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5884 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5885 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5886 | } |
| 5887 | } |
| 5888 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5889 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5890 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5891 | 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] | 5892 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5893 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5894 | .padding(1) |
| 5895 | .kernel_size(3, 3) |
| 5896 | .stride(2) |
| 5897 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5898 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5899 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5900 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5901 | } |
| 5902 | } |
| 5903 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5904 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5905 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5906 | 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] | 5907 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5908 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5909 | .padding(1) |
| 5910 | .kernel_size(3, 3) |
| 5911 | .stride(2) |
| 5912 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5913 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5914 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5915 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5916 | } |
| 5917 | } |
| 5918 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5919 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5920 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5921 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 5922 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5923 | .input_size(kStridedInputHeight, 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 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5928 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5929 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5930 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5931 | } |
| 5932 | } |
| 5933 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5934 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5935 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5936 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5937 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5938 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5939 | .padding(1) |
| 5940 | .kernel_size(3, 3) |
| 5941 | .stride(2) |
| 5942 | .group_input_channels(23) |
| 5943 | .group_output_channels(output_channels) |
| 5944 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5945 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5946 | } |
| 5947 | } |
| 5948 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5949 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5950 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5951 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5952 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5953 | .padding(1) |
| 5954 | .kernel_size(3, 3) |
| 5955 | .stride(2) |
| 5956 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5957 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5958 | .input_pixel_stride(28) |
| 5959 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5960 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5961 | } |
| 5962 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5963 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5964 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5965 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5966 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5967 | .padding(1) |
| 5968 | .kernel_size(3, 3) |
| 5969 | .stride(2) |
| 5970 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5971 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 5972 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5973 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5974 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5975 | } |
| 5976 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5977 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5978 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5979 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5980 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5981 | .padding(1) |
| 5982 | .kernel_size(3, 3) |
| 5983 | .stride(2) |
| 5984 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5985 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5986 | .qmin(128) |
| 5987 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5988 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5989 | } |
| 5990 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5991 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5992 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5993 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 5994 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5995 | .padding(1) |
| 5996 | .kernel_size(3, 3) |
| 5997 | .stride(2) |
| 5998 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 5999 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 6000 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6001 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6002 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6003 | } |
| 6004 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6005 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6006 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6007 | DeconvolutionOperatorTester() |
| 6008 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6009 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6010 | .padding(1) |
| 6011 | .kernel_size(3, 3) |
| 6012 | .stride(2) |
| 6013 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6014 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6015 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6016 | .TestQU8(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6017 | } |
| 6018 | |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 6019 | /**************************** SUBCONV2D/IGEMM path, grouped ****************************/ |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6020 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6021 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6022 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6023 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6024 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6025 | .padding(1) |
| 6026 | .kernel_size(3, 3) |
| 6027 | .stride(2) |
| 6028 | .groups(2) |
| 6029 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6030 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6031 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6032 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6033 | } |
| 6034 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6035 | TEST(DECONVOLUTION_NHWC_QU8, grouped_Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6036 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6037 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 6038 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6039 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6040 | .padding_width(1) |
| 6041 | .kernel_size(kernel_height, 3) |
| 6042 | .stride(2) |
| 6043 | .groups(2) |
| 6044 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6045 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6046 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6047 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6048 | } |
| 6049 | } |
| 6050 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6051 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6052 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6053 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 6054 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6055 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6056 | .padding_height(1) |
| 6057 | .kernel_size(3, kernel_width) |
| 6058 | .stride(2) |
| 6059 | .groups(2) |
| 6060 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6061 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6062 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6063 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6064 | } |
| 6065 | } |
| 6066 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6067 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6068 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6069 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 6070 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6071 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6072 | .padding(1) |
| 6073 | .padding_width(1) |
| 6074 | .kernel_size(3, 3) |
| 6075 | .stride_height(stride_height) |
| 6076 | .groups(2) |
| 6077 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6078 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6079 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6080 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6081 | } |
| 6082 | } |
| 6083 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6084 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6085 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6086 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 6087 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6088 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6089 | .padding(1) |
| 6090 | .padding_width(1) |
| 6091 | .kernel_size(3, 3) |
| 6092 | .stride_width(stride_width) |
| 6093 | .groups(2) |
| 6094 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6095 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6096 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6097 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6098 | } |
| 6099 | } |
| 6100 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6101 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6102 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6103 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 6104 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 6105 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6106 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6107 | .padding_width(1) |
| 6108 | .padding_top(padding_top) |
| 6109 | .padding_bottom(padding_bottom) |
| 6110 | .kernel_size(3, 3) |
| 6111 | .stride(2) |
| 6112 | .groups(2) |
| 6113 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6114 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6115 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6116 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6117 | } |
| 6118 | } |
| 6119 | } |
| 6120 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6121 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6122 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6123 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 6124 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 6125 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6126 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6127 | .padding_height(1) |
| 6128 | .padding_left(padding_left) |
| 6129 | .padding_right(padding_right) |
| 6130 | .kernel_size(3, 3) |
| 6131 | .stride(2) |
| 6132 | .groups(2) |
| 6133 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6134 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6135 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6136 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6137 | } |
| 6138 | } |
| 6139 | } |
| 6140 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6141 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6142 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 6143 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6144 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6145 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6146 | .padding(1) |
| 6147 | .adjustment_height(adjustment_height) |
| 6148 | .kernel_size(3, 3) |
| 6149 | .stride(2) |
| 6150 | .groups(2) |
| 6151 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6152 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6153 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6154 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6155 | } |
| 6156 | } |
| 6157 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6158 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6159 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 6160 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6161 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6162 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6163 | .padding(1) |
| 6164 | .adjustment_width(adjustment_width) |
| 6165 | .kernel_size(3, 3) |
| 6166 | .stride(2) |
| 6167 | .groups(2) |
| 6168 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6169 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6170 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6171 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6172 | } |
| 6173 | } |
| 6174 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6175 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6176 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6177 | 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] | 6178 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6179 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6180 | .padding(1) |
| 6181 | .kernel_size(3, 3) |
| 6182 | .stride(2) |
| 6183 | .groups(2) |
| 6184 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6185 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6186 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6187 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6188 | } |
| 6189 | } |
| 6190 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6191 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6192 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6193 | 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] | 6194 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6195 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6196 | .padding(1) |
| 6197 | .kernel_size(3, 3) |
| 6198 | .stride(2) |
| 6199 | .groups(2) |
| 6200 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6201 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6202 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6203 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6204 | } |
| 6205 | } |
| 6206 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6207 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6208 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6209 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 6210 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6211 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6212 | .padding(1) |
| 6213 | .kernel_size(3, 3) |
| 6214 | .stride(2) |
| 6215 | .groups(2) |
| 6216 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6217 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6218 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6219 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6220 | } |
| 6221 | } |
| 6222 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6223 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6224 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6225 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6226 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6227 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6228 | .padding(1) |
| 6229 | .kernel_size(3, 3) |
| 6230 | .stride(2) |
| 6231 | .groups(2) |
| 6232 | .group_input_channels(17) |
| 6233 | .group_output_channels(output_channels) |
| 6234 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6235 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6236 | } |
| 6237 | } |
| 6238 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6239 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6240 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6241 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6242 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6243 | .padding(1) |
| 6244 | .kernel_size(3, 3) |
| 6245 | .stride(2) |
| 6246 | .groups(2) |
| 6247 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6248 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6249 | .input_pixel_stride(37) |
| 6250 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6251 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6252 | } |
| 6253 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6254 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6255 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6256 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6257 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6258 | .padding(1) |
| 6259 | .kernel_size(3, 3) |
| 6260 | .stride(2) |
| 6261 | .groups(2) |
| 6262 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6263 | .group_output_channels(xnn_params.qu8.gemm.nr + 3) |
| 6264 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6265 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6266 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6267 | } |
| 6268 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6269 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6270 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6271 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6272 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6273 | .padding(1) |
| 6274 | .kernel_size(3, 3) |
| 6275 | .stride(2) |
| 6276 | .groups(2) |
| 6277 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6278 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6279 | .qmin(128) |
| 6280 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6281 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6282 | } |
| 6283 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6284 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6285 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6286 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6287 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6288 | .padding(1) |
| 6289 | .kernel_size(3, 3) |
| 6290 | .stride(2) |
| 6291 | .groups(2) |
| 6292 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6293 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 6294 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6295 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6296 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6297 | } |
| 6298 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6299 | TEST(DECONVOLUTION_NHWC_QU8, grouped_3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6300 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6301 | DeconvolutionOperatorTester() |
| 6302 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6303 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6304 | .padding(1) |
| 6305 | .kernel_size(3, 3) |
| 6306 | .stride(2) |
| 6307 | .groups(2) |
| 6308 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6309 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6310 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6311 | .TestQU8(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6312 | } |
| 6313 | |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 6314 | /**************************** SUBCONV2D/IGEMM path, batched ****************************/ |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6315 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6316 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6317 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6318 | DeconvolutionOperatorTester() |
| 6319 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6320 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6321 | .padding(1) |
| 6322 | .kernel_size(3, 3) |
| 6323 | .stride(2) |
| 6324 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6325 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6326 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6327 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6328 | } |
| 6329 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6330 | TEST(DECONVOLUTION_NHWC_QU8, batched_Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6331 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6332 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 6333 | DeconvolutionOperatorTester() |
| 6334 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6335 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6336 | .padding_width(1) |
| 6337 | .kernel_size(kernel_height, 3) |
| 6338 | .stride(2) |
| 6339 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6340 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6341 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6342 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6343 | } |
| 6344 | } |
| 6345 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6346 | TEST(DECONVOLUTION_NHWC_QU8, batched_3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6347 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6348 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 6349 | DeconvolutionOperatorTester() |
| 6350 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6351 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6352 | .padding_height(1) |
| 6353 | .kernel_size(3, kernel_width) |
| 6354 | .stride(2) |
| 6355 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6356 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6357 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6358 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6359 | } |
| 6360 | } |
| 6361 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6362 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6363 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6364 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 6365 | DeconvolutionOperatorTester() |
| 6366 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6367 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6368 | .padding(1) |
| 6369 | .padding_width(1) |
| 6370 | .kernel_size(3, 3) |
| 6371 | .stride_height(stride_height) |
| 6372 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6373 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6374 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6375 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6376 | } |
| 6377 | } |
| 6378 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6379 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6380 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6381 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 6382 | DeconvolutionOperatorTester() |
| 6383 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6384 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6385 | .padding(1) |
| 6386 | .padding_width(1) |
| 6387 | .kernel_size(3, 3) |
| 6388 | .stride_width(stride_width) |
| 6389 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6390 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6391 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6392 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6393 | } |
| 6394 | } |
| 6395 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6396 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6397 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6398 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 6399 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 6400 | DeconvolutionOperatorTester() |
| 6401 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6402 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6403 | .padding_width(1) |
| 6404 | .padding_top(padding_top) |
| 6405 | .padding_bottom(padding_bottom) |
| 6406 | .kernel_size(3, 3) |
| 6407 | .stride(2) |
| 6408 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6409 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6410 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6411 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6412 | } |
| 6413 | } |
| 6414 | } |
| 6415 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6416 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6417 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6418 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 6419 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 6420 | DeconvolutionOperatorTester() |
| 6421 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6422 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6423 | .padding_height(1) |
| 6424 | .padding_left(padding_left) |
| 6425 | .padding_right(padding_right) |
| 6426 | .kernel_size(3, 3) |
| 6427 | .stride(2) |
| 6428 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6429 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6430 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6431 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6432 | } |
| 6433 | } |
| 6434 | } |
| 6435 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6436 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6437 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 6438 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6439 | DeconvolutionOperatorTester() |
| 6440 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6441 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6442 | .padding(1) |
| 6443 | .adjustment_height(adjustment_height) |
| 6444 | .kernel_size(3, 3) |
| 6445 | .stride(2) |
| 6446 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6447 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6448 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6449 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6450 | } |
| 6451 | } |
| 6452 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6453 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6454 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 6455 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6456 | DeconvolutionOperatorTester() |
| 6457 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6458 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6459 | .padding(1) |
| 6460 | .adjustment_width(adjustment_width) |
| 6461 | .kernel_size(3, 3) |
| 6462 | .stride(2) |
| 6463 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6464 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6465 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6466 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6467 | } |
| 6468 | } |
| 6469 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6470 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6471 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6472 | 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] | 6473 | DeconvolutionOperatorTester() |
| 6474 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6475 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6476 | .padding(1) |
| 6477 | .kernel_size(3, 3) |
| 6478 | .stride(2) |
| 6479 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6480 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6481 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6482 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6483 | } |
| 6484 | } |
| 6485 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6486 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6487 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6488 | 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] | 6489 | DeconvolutionOperatorTester() |
| 6490 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6491 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6492 | .padding(1) |
| 6493 | .kernel_size(3, 3) |
| 6494 | .stride(2) |
| 6495 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6496 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6497 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6498 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6499 | } |
| 6500 | } |
| 6501 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6502 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6503 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6504 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 6505 | DeconvolutionOperatorTester() |
| 6506 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6507 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6508 | .padding(1) |
| 6509 | .kernel_size(3, 3) |
| 6510 | .stride(2) |
| 6511 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6512 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6513 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6514 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6515 | } |
| 6516 | } |
| 6517 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6518 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6519 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6520 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6521 | DeconvolutionOperatorTester() |
| 6522 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6523 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6524 | .padding(1) |
| 6525 | .kernel_size(3, 3) |
| 6526 | .stride(2) |
| 6527 | .group_input_channels(23) |
| 6528 | .group_output_channels(output_channels) |
| 6529 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6530 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6531 | } |
| 6532 | } |
| 6533 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6534 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6535 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6536 | DeconvolutionOperatorTester() |
| 6537 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6538 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6539 | .padding(1) |
| 6540 | .kernel_size(3, 3) |
| 6541 | .stride(2) |
| 6542 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6543 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6544 | .input_pixel_stride(28) |
| 6545 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6546 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6547 | } |
| 6548 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6549 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6550 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6551 | DeconvolutionOperatorTester() |
| 6552 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6553 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6554 | .padding(1) |
| 6555 | .kernel_size(3, 3) |
| 6556 | .stride(2) |
| 6557 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6558 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 6559 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6560 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6561 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6562 | } |
| 6563 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6564 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6565 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6566 | DeconvolutionOperatorTester() |
| 6567 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6568 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6569 | .padding(1) |
| 6570 | .kernel_size(3, 3) |
| 6571 | .stride(2) |
| 6572 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6573 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6574 | .qmin(128) |
| 6575 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6576 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6577 | } |
| 6578 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6579 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6580 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6581 | DeconvolutionOperatorTester() |
| 6582 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6583 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6584 | .padding(1) |
| 6585 | .kernel_size(3, 3) |
| 6586 | .stride(2) |
| 6587 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6588 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 6589 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6590 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6591 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6592 | } |
| 6593 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6594 | TEST(DECONVOLUTION_NHWC_QU8, batched_3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6595 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6596 | DeconvolutionOperatorTester() |
| 6597 | .has_bias(false) |
| 6598 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6599 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6600 | .padding(1) |
| 6601 | .kernel_size(3, 3) |
| 6602 | .stride(2) |
| 6603 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6604 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6605 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6606 | .TestQU8(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6607 | } |
| 6608 | |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 6609 | /**************************** SUBCONV2D/IGEMM path, grouped, batched ****************************/ |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6610 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6611 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6612 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6613 | DeconvolutionOperatorTester() |
| 6614 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6615 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6616 | .padding(1) |
| 6617 | .kernel_size(3, 3) |
| 6618 | .stride(2) |
| 6619 | .groups(2) |
| 6620 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6621 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6622 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6623 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6624 | } |
| 6625 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6626 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6627 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6628 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 6629 | DeconvolutionOperatorTester() |
| 6630 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6631 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6632 | .padding_width(1) |
| 6633 | .kernel_size(kernel_height, 3) |
| 6634 | .stride(2) |
| 6635 | .groups(2) |
| 6636 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6637 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6638 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6639 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6640 | } |
| 6641 | } |
| 6642 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6643 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6644 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6645 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 6646 | DeconvolutionOperatorTester() |
| 6647 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6648 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6649 | .padding_height(1) |
| 6650 | .kernel_size(3, kernel_width) |
| 6651 | .stride(2) |
| 6652 | .groups(2) |
| 6653 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6654 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6655 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6656 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6657 | } |
| 6658 | } |
| 6659 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6660 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6661 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6662 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 6663 | DeconvolutionOperatorTester() |
| 6664 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6665 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6666 | .padding(1) |
| 6667 | .padding_width(1) |
| 6668 | .kernel_size(3, 3) |
| 6669 | .stride_height(stride_height) |
| 6670 | .groups(2) |
| 6671 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6672 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6673 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6674 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6675 | } |
| 6676 | } |
| 6677 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6678 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6679 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6680 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 6681 | DeconvolutionOperatorTester() |
| 6682 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6683 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6684 | .padding(1) |
| 6685 | .padding_width(1) |
| 6686 | .kernel_size(3, 3) |
| 6687 | .stride_width(stride_width) |
| 6688 | .groups(2) |
| 6689 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6690 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6691 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6692 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6693 | } |
| 6694 | } |
| 6695 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6696 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6697 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6698 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 6699 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 6700 | DeconvolutionOperatorTester() |
| 6701 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6702 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6703 | .padding_width(1) |
| 6704 | .padding_top(padding_top) |
| 6705 | .padding_bottom(padding_bottom) |
| 6706 | .kernel_size(3, 3) |
| 6707 | .stride(2) |
| 6708 | .groups(2) |
| 6709 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6710 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6711 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6712 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6713 | } |
| 6714 | } |
| 6715 | } |
| 6716 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6717 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6718 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6719 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 6720 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 6721 | DeconvolutionOperatorTester() |
| 6722 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6723 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6724 | .padding_height(1) |
| 6725 | .padding_left(padding_left) |
| 6726 | .padding_right(padding_right) |
| 6727 | .kernel_size(3, 3) |
| 6728 | .stride(2) |
| 6729 | .groups(2) |
| 6730 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6731 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6732 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6733 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6734 | } |
| 6735 | } |
| 6736 | } |
| 6737 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6738 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6739 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 6740 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6741 | DeconvolutionOperatorTester() |
| 6742 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6743 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6744 | .padding(1) |
| 6745 | .adjustment_height(adjustment_height) |
| 6746 | .kernel_size(3, 3) |
| 6747 | .stride(2) |
| 6748 | .groups(2) |
| 6749 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6750 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6751 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6752 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6753 | } |
| 6754 | } |
| 6755 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6756 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6757 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 6758 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6759 | DeconvolutionOperatorTester() |
| 6760 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6761 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6762 | .padding(1) |
| 6763 | .adjustment_width(adjustment_width) |
| 6764 | .kernel_size(3, 3) |
| 6765 | .stride(2) |
| 6766 | .groups(2) |
| 6767 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6768 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6769 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6770 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6771 | } |
| 6772 | } |
| 6773 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6774 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6775 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6776 | 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] | 6777 | DeconvolutionOperatorTester() |
| 6778 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6779 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6780 | .padding(1) |
| 6781 | .kernel_size(3, 3) |
| 6782 | .stride(2) |
| 6783 | .groups(2) |
| 6784 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6785 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6786 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6787 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6788 | } |
| 6789 | } |
| 6790 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6791 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6792 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6793 | 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] | 6794 | DeconvolutionOperatorTester() |
| 6795 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6796 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6797 | .padding(1) |
| 6798 | .kernel_size(3, 3) |
| 6799 | .stride(2) |
| 6800 | .groups(2) |
| 6801 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6802 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6803 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6804 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6805 | } |
| 6806 | } |
| 6807 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6808 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6809 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6810 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 6811 | DeconvolutionOperatorTester() |
| 6812 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6813 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6814 | .padding(1) |
| 6815 | .kernel_size(3, 3) |
| 6816 | .stride(2) |
| 6817 | .groups(2) |
| 6818 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6819 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6820 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6821 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6822 | } |
| 6823 | } |
| 6824 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6825 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6826 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6827 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6828 | DeconvolutionOperatorTester() |
| 6829 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6830 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6831 | .padding(1) |
| 6832 | .kernel_size(3, 3) |
| 6833 | .stride(2) |
| 6834 | .groups(2) |
| 6835 | .group_input_channels(17) |
| 6836 | .group_output_channels(output_channels) |
| 6837 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6838 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6839 | } |
| 6840 | } |
| 6841 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6842 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6843 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6844 | DeconvolutionOperatorTester() |
| 6845 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6846 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6847 | .padding(1) |
| 6848 | .kernel_size(3, 3) |
| 6849 | .stride(2) |
| 6850 | .groups(2) |
| 6851 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6852 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6853 | .input_pixel_stride(37) |
| 6854 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6855 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6856 | } |
| 6857 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6858 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6859 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6860 | DeconvolutionOperatorTester() |
| 6861 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6862 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6863 | .padding(1) |
| 6864 | .kernel_size(3, 3) |
| 6865 | .stride(2) |
| 6866 | .groups(2) |
| 6867 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6868 | .group_output_channels(xnn_params.qu8.gemm.nr + 3) |
| 6869 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6870 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6871 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6872 | } |
| 6873 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6874 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6875 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6876 | DeconvolutionOperatorTester() |
| 6877 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6878 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6879 | .padding(1) |
| 6880 | .kernel_size(3, 3) |
| 6881 | .stride(2) |
| 6882 | .groups(2) |
| 6883 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6884 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6885 | .qmin(128) |
| 6886 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6887 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6888 | } |
| 6889 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6890 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6891 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6892 | DeconvolutionOperatorTester() |
| 6893 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6894 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6895 | .padding(1) |
| 6896 | .kernel_size(3, 3) |
| 6897 | .stride(2) |
| 6898 | .groups(2) |
| 6899 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6900 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 6901 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6902 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6903 | .TestQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6904 | } |
| 6905 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6906 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6907 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6908 | DeconvolutionOperatorTester() |
| 6909 | .has_bias(false) |
| 6910 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6911 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6912 | .padding(1) |
| 6913 | .kernel_size(3, 3) |
| 6914 | .stride(2) |
| 6915 | .groups(2) |
| 6916 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6917 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6918 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6919 | .TestQU8(); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 6920 | } |
| 6921 | |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 6922 | /**************************** SUBCONV2D/IGEMM path, setup ****************************/ |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6923 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6924 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_setup_changing_batch) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6925 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6926 | DeconvolutionOperatorTester() |
| 6927 | .batch_size(2) |
| 6928 | .next_batch_size(5) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6929 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6930 | .kernel_height(3) |
| 6931 | .kernel_width(5) |
| 6932 | .stride(2) |
| 6933 | .groups(2) |
| 6934 | .group_input_channels(15) |
| 6935 | .group_output_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6936 | .TestSetupQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6937 | } |
| 6938 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6939 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_setup_changing_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6940 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6941 | DeconvolutionOperatorTester() |
| 6942 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6943 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 6944 | .next_input_height(kStridedInputHeight + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6945 | .kernel_height(3) |
| 6946 | .kernel_width(5) |
| 6947 | .stride(2) |
| 6948 | .groups(2) |
| 6949 | .group_input_channels(15) |
| 6950 | .group_output_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6951 | .TestSetupQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6952 | } |
| 6953 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6954 | TEST(DECONVOLUTION_NHWC_QU8, 3x3s2_setup_changing_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 6955 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6956 | DeconvolutionOperatorTester() |
| 6957 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 6958 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 6959 | .next_input_width(kStridedInputWidth + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6960 | .kernel_height(3) |
| 6961 | .kernel_width(5) |
| 6962 | .stride(2) |
| 6963 | .groups(2) |
| 6964 | .group_input_channels(15) |
| 6965 | .group_output_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6966 | .TestSetupQU8(); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 6967 | } |
| 6968 | |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 6969 | /**************************** SUBCONV2D/GEMM path ****************************/ |
| 6970 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6971 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 6972 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 6973 | DeconvolutionOperatorTester() |
| 6974 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 6975 | .kernel_size(2, 2) |
| 6976 | .stride(2) |
| 6977 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6978 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 6979 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6980 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 6981 | } |
| 6982 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6983 | TEST(DECONVOLUTION_NHWC_QU8, Kx2sKx2) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 6984 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 6985 | for (size_t kernel_height = 3; kernel_height <= 5; kernel_height++) { |
| 6986 | DeconvolutionOperatorTester() |
| 6987 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 6988 | .kernel_size(kernel_height, 2) |
| 6989 | .stride(kernel_height, 2) |
| 6990 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6991 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 6992 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6993 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 6994 | } |
| 6995 | } |
| 6996 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 6997 | TEST(DECONVOLUTION_NHWC_QU8, 2xKs2xK) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 6998 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 6999 | for (size_t kernel_width = 3; kernel_width <= 5; kernel_width++) { |
| 7000 | DeconvolutionOperatorTester() |
| 7001 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7002 | .kernel_size(2, kernel_width) |
| 7003 | .stride(2, kernel_width) |
| 7004 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7005 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7006 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7007 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7008 | } |
| 7009 | } |
| 7010 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7011 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2_height_adjustment) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7012 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7013 | DeconvolutionOperatorTester() |
| 7014 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7015 | .adjustment_height(1) |
| 7016 | .kernel_size(2, 2) |
| 7017 | .stride(2) |
| 7018 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7019 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7020 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7021 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7022 | } |
| 7023 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7024 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2_width_adjustment) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7025 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7026 | DeconvolutionOperatorTester() |
| 7027 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7028 | .adjustment_width(1) |
| 7029 | .kernel_size(2, 2) |
| 7030 | .stride(2) |
| 7031 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7032 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7033 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7034 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7035 | } |
| 7036 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7037 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2_varying_input_height) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7038 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7039 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 7040 | DeconvolutionOperatorTester() |
| 7041 | .input_size(input_height, kStridedInputWidth) |
| 7042 | .kernel_size(2, 2) |
| 7043 | .stride(2) |
| 7044 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7045 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7046 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7047 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7048 | } |
| 7049 | } |
| 7050 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7051 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2_varying_input_width) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7052 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7053 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 7054 | DeconvolutionOperatorTester() |
| 7055 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7056 | .kernel_size(2, 2) |
| 7057 | .stride(2) |
| 7058 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7059 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7060 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7061 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7062 | } |
| 7063 | } |
| 7064 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7065 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2_varying_input_channels) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7066 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7067 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 7068 | DeconvolutionOperatorTester() |
| 7069 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7070 | .kernel_size(2, 2) |
| 7071 | .stride(2) |
| 7072 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7073 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7074 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7075 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7076 | } |
| 7077 | } |
| 7078 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7079 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2_varying_output_channels) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7080 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7081 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7082 | DeconvolutionOperatorTester() |
| 7083 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7084 | .kernel_size(2, 2) |
| 7085 | .stride(2) |
| 7086 | .group_input_channels(23) |
| 7087 | .group_output_channels(output_channels) |
| 7088 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7089 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7090 | } |
| 7091 | } |
| 7092 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7093 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2_with_input_stride) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7094 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7095 | DeconvolutionOperatorTester() |
| 7096 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7097 | .kernel_size(2, 2) |
| 7098 | .stride(2) |
| 7099 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7100 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7101 | .input_pixel_stride(28) |
| 7102 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7103 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7104 | } |
| 7105 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7106 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2_with_output_stride) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7107 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7108 | DeconvolutionOperatorTester() |
| 7109 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7110 | .kernel_size(2, 2) |
| 7111 | .stride(2) |
| 7112 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7113 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 7114 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7115 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7116 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7117 | } |
| 7118 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7119 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2_with_qmin) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7120 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7121 | DeconvolutionOperatorTester() |
| 7122 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7123 | .kernel_size(2, 2) |
| 7124 | .stride(2) |
| 7125 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7126 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7127 | .qmin(128) |
| 7128 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7129 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7130 | } |
| 7131 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7132 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2_with_qmax) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7133 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7134 | DeconvolutionOperatorTester() |
| 7135 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7136 | .kernel_size(2, 2) |
| 7137 | .stride(2) |
| 7138 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7139 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7140 | .qmax(128) |
| 7141 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7142 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7143 | } |
| 7144 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7145 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2_without_bias) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7146 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7147 | DeconvolutionOperatorTester() |
| 7148 | .has_bias(false) |
| 7149 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7150 | .kernel_size(2, 2) |
| 7151 | .stride(2) |
| 7152 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7153 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7154 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7155 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7156 | } |
| 7157 | |
| 7158 | /**************************** SUBCONV2D/GEMM path, grouped ****************************/ |
| 7159 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7160 | TEST(DECONVOLUTION_NHWC_QU8, grouped_2x2s2) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7161 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7162 | DeconvolutionOperatorTester() |
| 7163 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7164 | .kernel_size(2, 2) |
| 7165 | .stride(2) |
| 7166 | .groups(2) |
| 7167 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7168 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7169 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7170 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7171 | } |
| 7172 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7173 | TEST(DECONVOLUTION_NHWC_QU8, grouped_Kx2sKx2) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7174 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7175 | for (size_t kernel_height = 3; kernel_height <= 5; kernel_height++) { |
| 7176 | DeconvolutionOperatorTester() |
| 7177 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7178 | .kernel_size(kernel_height, 2) |
| 7179 | .stride(kernel_height, 2) |
| 7180 | .groups(2) |
| 7181 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7182 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7183 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7184 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7185 | } |
| 7186 | } |
| 7187 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7188 | TEST(DECONVOLUTION_NHWC_QU8, grouped_2xKs2xK) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7189 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7190 | for (size_t kernel_width = 3; kernel_width <= 5; kernel_width++) { |
| 7191 | DeconvolutionOperatorTester() |
| 7192 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7193 | .kernel_size(2, kernel_width) |
| 7194 | .stride(2, kernel_width) |
| 7195 | .groups(2) |
| 7196 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7197 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7198 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7199 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7200 | } |
| 7201 | } |
| 7202 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7203 | TEST(DECONVOLUTION_NHWC_QU8, grouped_2x2s2_height_adjustment) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7204 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7205 | DeconvolutionOperatorTester() |
| 7206 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7207 | .adjustment_height(1) |
| 7208 | .kernel_size(2, 2) |
| 7209 | .stride(2) |
| 7210 | .groups(2) |
| 7211 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7212 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7213 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7214 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7215 | } |
| 7216 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7217 | TEST(DECONVOLUTION_NHWC_QU8, grouped_2x2s2_width_adjustment) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7218 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7219 | DeconvolutionOperatorTester() |
| 7220 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7221 | .adjustment_width(1) |
| 7222 | .kernel_size(2, 2) |
| 7223 | .stride(2) |
| 7224 | .groups(2) |
| 7225 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7226 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7227 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7228 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7229 | } |
| 7230 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7231 | TEST(DECONVOLUTION_NHWC_QU8, grouped_2x2s2_varying_input_height) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7232 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7233 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 7234 | DeconvolutionOperatorTester() |
| 7235 | .input_size(input_height, kStridedInputWidth) |
| 7236 | .kernel_size(2, 2) |
| 7237 | .stride(2) |
| 7238 | .groups(2) |
| 7239 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7240 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7241 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7242 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7243 | } |
| 7244 | } |
| 7245 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7246 | TEST(DECONVOLUTION_NHWC_QU8, grouped_2x2s2_varying_input_width) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7247 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7248 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 7249 | DeconvolutionOperatorTester() |
| 7250 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7251 | .kernel_size(2, 2) |
| 7252 | .stride(2) |
| 7253 | .groups(2) |
| 7254 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7255 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7256 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7257 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7258 | } |
| 7259 | } |
| 7260 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7261 | TEST(DECONVOLUTION_NHWC_QU8, grouped_2x2s2_varying_input_channels) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7262 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7263 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 7264 | DeconvolutionOperatorTester() |
| 7265 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7266 | .kernel_size(2, 2) |
| 7267 | .stride(2) |
| 7268 | .groups(2) |
| 7269 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7270 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7271 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7272 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7273 | } |
| 7274 | } |
| 7275 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7276 | TEST(DECONVOLUTION_NHWC_QU8, grouped_2x2s2_varying_output_channels) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7277 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7278 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7279 | DeconvolutionOperatorTester() |
| 7280 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7281 | .kernel_size(2, 2) |
| 7282 | .stride(2) |
| 7283 | .groups(2) |
| 7284 | .group_input_channels(17) |
| 7285 | .group_output_channels(output_channels) |
| 7286 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7287 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7288 | } |
| 7289 | } |
| 7290 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7291 | TEST(DECONVOLUTION_NHWC_QU8, grouped_2x2s2_with_input_stride) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7292 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7293 | DeconvolutionOperatorTester() |
| 7294 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7295 | .kernel_size(2, 2) |
| 7296 | .stride(2) |
| 7297 | .groups(2) |
| 7298 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7299 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7300 | .input_pixel_stride(37) |
| 7301 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7302 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7303 | } |
| 7304 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7305 | TEST(DECONVOLUTION_NHWC_QU8, grouped_2x2s2_with_output_stride) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7306 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7307 | DeconvolutionOperatorTester() |
| 7308 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7309 | .kernel_size(2, 2) |
| 7310 | .stride(2) |
| 7311 | .groups(2) |
| 7312 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7313 | .group_output_channels(xnn_params.qu8.gemm.nr + 3) |
| 7314 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7315 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7316 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7317 | } |
| 7318 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7319 | TEST(DECONVOLUTION_NHWC_QU8, grouped_2x2s2_with_qmin) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7320 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7321 | DeconvolutionOperatorTester() |
| 7322 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7323 | .kernel_size(2, 2) |
| 7324 | .stride(2) |
| 7325 | .groups(2) |
| 7326 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7327 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7328 | .qmin(128) |
| 7329 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7330 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7331 | } |
| 7332 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7333 | TEST(DECONVOLUTION_NHWC_QU8, grouped_2x2s2_with_qmax) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7334 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7335 | DeconvolutionOperatorTester() |
| 7336 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7337 | .kernel_size(2, 2) |
| 7338 | .stride(2) |
| 7339 | .groups(2) |
| 7340 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7341 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7342 | .qmax(128) |
| 7343 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7344 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7345 | } |
| 7346 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7347 | TEST(DECONVOLUTION_NHWC_QU8, grouped_2x2s2_without_bias) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7348 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7349 | DeconvolutionOperatorTester() |
| 7350 | .has_bias(false) |
| 7351 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7352 | .kernel_size(2, 2) |
| 7353 | .stride(2) |
| 7354 | .groups(2) |
| 7355 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7356 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7357 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7358 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7359 | } |
| 7360 | |
| 7361 | /**************************** SUBCONV2D/GEMM path, batched ****************************/ |
| 7362 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7363 | TEST(DECONVOLUTION_NHWC_QU8, batched_2x2s2) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7364 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7365 | DeconvolutionOperatorTester() |
| 7366 | .batch_size(2) |
| 7367 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7368 | .kernel_size(2, 2) |
| 7369 | .stride(2) |
| 7370 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7371 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7372 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7373 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7374 | } |
| 7375 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7376 | TEST(DECONVOLUTION_NHWC_QU8, batched_Kx2sKx2) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7377 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7378 | for (size_t kernel_height = 3; kernel_height <= 5; kernel_height++) { |
| 7379 | DeconvolutionOperatorTester() |
| 7380 | .batch_size(2) |
| 7381 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7382 | .kernel_size(kernel_height, 2) |
| 7383 | .stride(kernel_height, 2) |
| 7384 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7385 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7386 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7387 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7388 | } |
| 7389 | } |
| 7390 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7391 | TEST(DECONVOLUTION_NHWC_QU8, batched_2xKs2xK) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7392 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7393 | for (size_t kernel_width = 3; kernel_width <= 5; kernel_width++) { |
| 7394 | DeconvolutionOperatorTester() |
| 7395 | .batch_size(2) |
| 7396 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7397 | .kernel_size(2, kernel_width) |
| 7398 | .stride(2, kernel_width) |
| 7399 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7400 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7401 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7402 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7403 | } |
| 7404 | } |
| 7405 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7406 | TEST(DECONVOLUTION_NHWC_QU8, batched_2x2s2_height_adjustment) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7407 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7408 | DeconvolutionOperatorTester() |
| 7409 | .batch_size(2) |
| 7410 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7411 | .adjustment_height(1) |
| 7412 | .kernel_size(2, 2) |
| 7413 | .stride(2) |
| 7414 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7415 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7416 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7417 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7418 | } |
| 7419 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7420 | TEST(DECONVOLUTION_NHWC_QU8, batched_2x2s2_width_adjustment) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7421 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7422 | DeconvolutionOperatorTester() |
| 7423 | .batch_size(2) |
| 7424 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7425 | .adjustment_width(1) |
| 7426 | .kernel_size(2, 2) |
| 7427 | .stride(2) |
| 7428 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7429 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7430 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7431 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7432 | } |
| 7433 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7434 | TEST(DECONVOLUTION_NHWC_QU8, batched_2x2s2_varying_input_height) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7435 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7436 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 7437 | DeconvolutionOperatorTester() |
| 7438 | .batch_size(2) |
| 7439 | .input_size(input_height, kStridedInputWidth) |
| 7440 | .kernel_size(2, 2) |
| 7441 | .stride(2) |
| 7442 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7443 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7444 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7445 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7446 | } |
| 7447 | } |
| 7448 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7449 | TEST(DECONVOLUTION_NHWC_QU8, batched_2x2s2_varying_input_width) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7450 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7451 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 7452 | DeconvolutionOperatorTester() |
| 7453 | .batch_size(2) |
| 7454 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7455 | .kernel_size(2, 2) |
| 7456 | .stride(2) |
| 7457 | .group_input_channels(15) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7458 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7459 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7460 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7461 | } |
| 7462 | } |
| 7463 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7464 | TEST(DECONVOLUTION_NHWC_QU8, batched_2x2s2_varying_input_channels) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7465 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7466 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 7467 | DeconvolutionOperatorTester() |
| 7468 | .batch_size(2) |
| 7469 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7470 | .kernel_size(2, 2) |
| 7471 | .stride(2) |
| 7472 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7473 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7474 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7475 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7476 | } |
| 7477 | } |
| 7478 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7479 | TEST(DECONVOLUTION_NHWC_QU8, batched_2x2s2_varying_output_channels) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7480 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7481 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7482 | DeconvolutionOperatorTester() |
| 7483 | .batch_size(2) |
| 7484 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7485 | .kernel_size(2, 2) |
| 7486 | .stride(2) |
| 7487 | .group_input_channels(23) |
| 7488 | .group_output_channels(output_channels) |
| 7489 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7490 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7491 | } |
| 7492 | } |
| 7493 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7494 | TEST(DECONVOLUTION_NHWC_QU8, batched_2x2s2_with_input_stride) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7495 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7496 | DeconvolutionOperatorTester() |
| 7497 | .batch_size(2) |
| 7498 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7499 | .kernel_size(2, 2) |
| 7500 | .stride(2) |
| 7501 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7502 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7503 | .input_pixel_stride(28) |
| 7504 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7505 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7506 | } |
| 7507 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7508 | TEST(DECONVOLUTION_NHWC_QU8, batched_2x2s2_with_output_stride) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7509 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7510 | DeconvolutionOperatorTester() |
| 7511 | .batch_size(2) |
| 7512 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7513 | .kernel_size(2, 2) |
| 7514 | .stride(2) |
| 7515 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7516 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
| 7517 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7518 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7519 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7520 | } |
| 7521 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7522 | TEST(DECONVOLUTION_NHWC_QU8, batched_2x2s2_with_qmin) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7523 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7524 | DeconvolutionOperatorTester() |
| 7525 | .batch_size(2) |
| 7526 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7527 | .kernel_size(2, 2) |
| 7528 | .stride(2) |
| 7529 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7530 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7531 | .qmin(128) |
| 7532 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7533 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7534 | } |
| 7535 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7536 | TEST(DECONVOLUTION_NHWC_QU8, batched_2x2s2_with_qmax) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7537 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7538 | DeconvolutionOperatorTester() |
| 7539 | .batch_size(2) |
| 7540 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7541 | .kernel_size(2, 2) |
| 7542 | .stride(2) |
| 7543 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7544 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7545 | .qmax(128) |
| 7546 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7547 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7548 | } |
| 7549 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7550 | TEST(DECONVOLUTION_NHWC_QU8, batched_2x2s2_without_bias) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7551 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7552 | DeconvolutionOperatorTester() |
| 7553 | .has_bias(false) |
| 7554 | .batch_size(2) |
| 7555 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7556 | .kernel_size(2, 2) |
| 7557 | .stride(2) |
| 7558 | .group_input_channels(23) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7559 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7560 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7561 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7562 | } |
| 7563 | |
| 7564 | /**************************** SUBCONV2D/GEMM path, grouped, batched ****************************/ |
| 7565 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7566 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_2x2s2) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7567 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7568 | DeconvolutionOperatorTester() |
| 7569 | .batch_size(2) |
| 7570 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7571 | .kernel_size(2, 2) |
| 7572 | .stride(2) |
| 7573 | .groups(2) |
| 7574 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7575 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7576 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7577 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7578 | } |
| 7579 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7580 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_Kx2sKx2) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7581 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7582 | for (size_t kernel_height = 3; kernel_height <= 5; kernel_height++) { |
| 7583 | DeconvolutionOperatorTester() |
| 7584 | .batch_size(2) |
| 7585 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7586 | .kernel_size(kernel_height, 2) |
| 7587 | .stride(kernel_height, 2) |
| 7588 | .groups(2) |
| 7589 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7590 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7591 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7592 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7593 | } |
| 7594 | } |
| 7595 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7596 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_2xKs2xK) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7597 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7598 | for (size_t kernel_width = 3; kernel_width <= 5; kernel_width++) { |
| 7599 | DeconvolutionOperatorTester() |
| 7600 | .batch_size(2) |
| 7601 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7602 | .kernel_size(2, kernel_width) |
| 7603 | .stride(2, kernel_width) |
| 7604 | .groups(2) |
| 7605 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7606 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7607 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7608 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7609 | } |
| 7610 | } |
| 7611 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7612 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_2x2s2_height_adjustment) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7613 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7614 | DeconvolutionOperatorTester() |
| 7615 | .batch_size(2) |
| 7616 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7617 | .adjustment_height(1) |
| 7618 | .kernel_size(2, 2) |
| 7619 | .stride(2) |
| 7620 | .groups(2) |
| 7621 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7622 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7623 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7624 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7625 | } |
| 7626 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7627 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_2x2s2_width_adjustment) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7628 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7629 | DeconvolutionOperatorTester() |
| 7630 | .batch_size(2) |
| 7631 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7632 | .adjustment_width(1) |
| 7633 | .kernel_size(2, 2) |
| 7634 | .stride(2) |
| 7635 | .groups(2) |
| 7636 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7637 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7638 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7639 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7640 | } |
| 7641 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7642 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_2x2s2_varying_input_height) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7643 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7644 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 7645 | DeconvolutionOperatorTester() |
| 7646 | .batch_size(2) |
| 7647 | .input_size(input_height, kStridedInputWidth) |
| 7648 | .kernel_size(2, 2) |
| 7649 | .stride(2) |
| 7650 | .groups(2) |
| 7651 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7652 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7653 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7654 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7655 | } |
| 7656 | } |
| 7657 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7658 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_2x2s2_varying_input_width) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7659 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7660 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 7661 | DeconvolutionOperatorTester() |
| 7662 | .batch_size(2) |
| 7663 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7664 | .kernel_size(2, 2) |
| 7665 | .stride(2) |
| 7666 | .groups(2) |
| 7667 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7668 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7669 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7670 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7671 | } |
| 7672 | } |
| 7673 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7674 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_2x2s2_varying_input_channels) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7675 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7676 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 7677 | DeconvolutionOperatorTester() |
| 7678 | .batch_size(2) |
| 7679 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7680 | .kernel_size(2, 2) |
| 7681 | .stride(2) |
| 7682 | .groups(2) |
| 7683 | .group_input_channels(input_channels) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7684 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7685 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7686 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7687 | } |
| 7688 | } |
| 7689 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7690 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_2x2s2_varying_output_channels) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7691 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7692 | for (size_t output_channels = 1; output_channels <= xnn_params.qu8.gemm.nr * 2; output_channels *= 2) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7693 | DeconvolutionOperatorTester() |
| 7694 | .batch_size(2) |
| 7695 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7696 | .kernel_size(2, 2) |
| 7697 | .stride(2) |
| 7698 | .groups(2) |
| 7699 | .group_input_channels(17) |
| 7700 | .group_output_channels(output_channels) |
| 7701 | .iterations(1) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7702 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7703 | } |
| 7704 | } |
| 7705 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7706 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_2x2s2_with_input_stride) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7707 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7708 | DeconvolutionOperatorTester() |
| 7709 | .batch_size(2) |
| 7710 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7711 | .kernel_size(2, 2) |
| 7712 | .stride(2) |
| 7713 | .groups(2) |
| 7714 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7715 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7716 | .input_pixel_stride(37) |
| 7717 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7718 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7719 | } |
| 7720 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7721 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_2x2s2_with_output_stride) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7722 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7723 | DeconvolutionOperatorTester() |
| 7724 | .batch_size(2) |
| 7725 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7726 | .kernel_size(2, 2) |
| 7727 | .stride(2) |
| 7728 | .groups(2) |
| 7729 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7730 | .group_output_channels(xnn_params.qu8.gemm.nr + 3) |
| 7731 | .output_pixel_stride(xnn_params.qu8.gemm.nr * 2 + 13) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7732 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7733 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7734 | } |
| 7735 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7736 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_2x2s2_with_qmin) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7737 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7738 | DeconvolutionOperatorTester() |
| 7739 | .batch_size(2) |
| 7740 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7741 | .kernel_size(2, 2) |
| 7742 | .stride(2) |
| 7743 | .groups(2) |
| 7744 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7745 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7746 | .qmin(128) |
| 7747 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7748 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7749 | } |
| 7750 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7751 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_2x2s2_with_qmax) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7752 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7753 | DeconvolutionOperatorTester() |
| 7754 | .batch_size(2) |
| 7755 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7756 | .kernel_size(2, 2) |
| 7757 | .stride(2) |
| 7758 | .groups(2) |
| 7759 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7760 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7761 | .qmax(128) |
| 7762 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7763 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7764 | } |
| 7765 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7766 | TEST(DECONVOLUTION_NHWC_QU8, batched_grouped_2x2s2_without_bias) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7767 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7768 | DeconvolutionOperatorTester() |
| 7769 | .has_bias(false) |
| 7770 | .batch_size(2) |
| 7771 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7772 | .kernel_size(2, 2) |
| 7773 | .stride(2) |
| 7774 | .groups(2) |
| 7775 | .group_input_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7776 | .group_output_channels(xnn_params.qu8.gemm.nr * 2 + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7777 | .iterations(3) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7778 | .TestQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7779 | } |
| 7780 | |
| 7781 | /**************************** SUBCONV2D/GEMM path, setup ****************************/ |
| 7782 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7783 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2_setup_changing_batch) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7784 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7785 | DeconvolutionOperatorTester() |
| 7786 | .batch_size(2) |
| 7787 | .next_batch_size(5) |
| 7788 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7789 | .kernel_size(2, 2) |
| 7790 | .stride(2) |
| 7791 | .groups(2) |
| 7792 | .group_input_channels(15) |
| 7793 | .group_output_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7794 | .TestSetupQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7795 | } |
| 7796 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7797 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2_setup_changing_height) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7798 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7799 | DeconvolutionOperatorTester() |
| 7800 | .batch_size(2) |
| 7801 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7802 | .next_input_height(kStridedInputHeight + 3) |
| 7803 | .kernel_size(2, 2) |
| 7804 | .stride(2) |
| 7805 | .groups(2) |
| 7806 | .group_input_channels(15) |
| 7807 | .group_output_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7808 | .TestSetupQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7809 | } |
| 7810 | |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7811 | TEST(DECONVOLUTION_NHWC_QU8, 2x2s2_setup_changing_width) { |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7812 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 7813 | DeconvolutionOperatorTester() |
| 7814 | .batch_size(2) |
| 7815 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 7816 | .next_input_width(kStridedInputWidth + 3) |
| 7817 | .kernel_size(2, 2) |
| 7818 | .stride(2) |
| 7819 | .groups(2) |
| 7820 | .group_input_channels(15) |
| 7821 | .group_output_channels(17) |
Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 7822 | .TestSetupQU8(); |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 7823 | } |
| 7824 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7825 | /**************************** Future GEMM path ****************************/ |
| 7826 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 7827 | TEST(DECONVOLUTION_NHWC_F32, 1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 7828 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7829 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7830 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7831 | .kernel_size(1, 1) |
| 7832 | .group_input_channels(23) |
| 7833 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 7834 | .iterations(3) |
| 7835 | .TestF32(); |
| 7836 | } |
| 7837 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 7838 | TEST(DECONVOLUTION_NHWC_F32, 1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 7839 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7840 | 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] | 7841 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7842 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7843 | .kernel_size(1, 1) |
| 7844 | .group_input_channels(23) |
| 7845 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 7846 | .iterations(1) |
| 7847 | .TestF32(); |
| 7848 | } |
| 7849 | } |
| 7850 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 7851 | TEST(DECONVOLUTION_NHWC_F32, 1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 7852 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7853 | 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] | 7854 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7855 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7856 | .kernel_size(1, 1) |
| 7857 | .group_input_channels(23) |
| 7858 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 7859 | .iterations(1) |
| 7860 | .TestF32(); |
| 7861 | } |
| 7862 | } |
| 7863 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 7864 | TEST(DECONVOLUTION_NHWC_F32, 1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 7865 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7866 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 7867 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7868 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7869 | .kernel_size(1, 1) |
| 7870 | .group_input_channels(input_channels) |
| 7871 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 7872 | .iterations(1) |
| 7873 | .TestF32(); |
| 7874 | } |
| 7875 | } |
| 7876 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 7877 | TEST(DECONVOLUTION_NHWC_F32, 1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 7878 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7879 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 7880 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7881 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7882 | .kernel_size(1, 1) |
| 7883 | .group_input_channels(23) |
| 7884 | .group_output_channels(output_channels) |
| 7885 | .iterations(1) |
| 7886 | .TestF32(); |
| 7887 | } |
| 7888 | } |
| 7889 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 7890 | TEST(DECONVOLUTION_NHWC_F32, 1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 7891 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7892 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7893 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7894 | .kernel_size(1, 1) |
| 7895 | .group_input_channels(23) |
| 7896 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 7897 | .input_pixel_stride(28) |
| 7898 | .iterations(3) |
| 7899 | .TestF32(); |
| 7900 | } |
| 7901 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 7902 | TEST(DECONVOLUTION_NHWC_F32, 1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 7903 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7904 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7905 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7906 | .kernel_size(1, 1) |
| 7907 | .group_input_channels(23) |
| 7908 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 7909 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 7910 | .iterations(3) |
| 7911 | .TestF32(); |
| 7912 | } |
| 7913 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 7914 | TEST(DECONVOLUTION_NHWC_F32, 1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 7915 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7916 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7917 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7918 | .kernel_size(1, 1) |
| 7919 | .group_input_channels(23) |
| 7920 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 7921 | .qmin(128) |
| 7922 | .iterations(3) |
| 7923 | .TestF32(); |
| 7924 | } |
| 7925 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 7926 | TEST(DECONVOLUTION_NHWC_F32, 1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 7927 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7928 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7929 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7930 | .kernel_size(1, 1) |
| 7931 | .group_input_channels(23) |
| 7932 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 7933 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7934 | .iterations(3) |
| 7935 | .TestF32(); |
| 7936 | } |
| 7937 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 7938 | TEST(DECONVOLUTION_NHWC_F32, 1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 7939 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 7940 | DeconvolutionOperatorTester() |
| 7941 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7942 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 7943 | .kernel_size(1, 1) |
| 7944 | .group_input_channels(23) |
| 7945 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 7946 | .iterations(3) |
| 7947 | .TestF32(); |
| 7948 | } |
| 7949 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7950 | /**************************** Future GEMM path, grouped ****************************/ |
| 7951 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 7952 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 7953 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7954 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7955 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7956 | .kernel_size(1, 1) |
| 7957 | .groups(2) |
| 7958 | .group_input_channels(23) |
| 7959 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 7960 | .iterations(3) |
| 7961 | .TestF32(); |
| 7962 | } |
| 7963 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 7964 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 7965 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7966 | 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] | 7967 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7968 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7969 | .kernel_size(1, 1) |
| 7970 | .groups(2) |
| 7971 | .group_input_channels(23) |
| 7972 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 7973 | .iterations(1) |
| 7974 | .TestF32(); |
| 7975 | } |
| 7976 | } |
| 7977 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 7978 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 7979 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7980 | 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] | 7981 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7982 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7983 | .kernel_size(1, 1) |
| 7984 | .groups(2) |
| 7985 | .group_input_channels(23) |
| 7986 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 7987 | .iterations(1) |
| 7988 | .TestF32(); |
| 7989 | } |
| 7990 | } |
| 7991 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 7992 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 7993 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7994 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 7995 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 7996 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 7997 | .kernel_size(1, 1) |
| 7998 | .groups(2) |
| 7999 | .group_input_channels(input_channels) |
| 8000 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8001 | .iterations(1) |
| 8002 | .TestF32(); |
| 8003 | } |
| 8004 | } |
| 8005 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8006 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8007 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8008 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 8009 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8010 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8011 | .kernel_size(1, 1) |
| 8012 | .groups(2) |
| 8013 | .group_input_channels(23) |
| 8014 | .group_output_channels(output_channels) |
| 8015 | .iterations(1) |
| 8016 | .TestF32(); |
| 8017 | } |
| 8018 | } |
| 8019 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8020 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8021 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8022 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8023 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8024 | .kernel_size(1, 1) |
| 8025 | .groups(2) |
| 8026 | .group_input_channels(23) |
| 8027 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8028 | .input_pixel_stride(47) |
| 8029 | .iterations(3) |
| 8030 | .TestF32(); |
| 8031 | } |
| 8032 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8033 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8034 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8035 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8036 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8037 | .kernel_size(1, 1) |
| 8038 | .groups(2) |
| 8039 | .group_input_channels(23) |
| 8040 | .group_output_channels(xnn_params.f32.gemm.nr + 3) |
| 8041 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 8042 | .iterations(3) |
| 8043 | .TestF32(); |
| 8044 | } |
| 8045 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8046 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8047 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8048 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8049 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8050 | .kernel_size(1, 1) |
| 8051 | .groups(2) |
| 8052 | .group_input_channels(23) |
| 8053 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8054 | .qmin(128) |
| 8055 | .iterations(3) |
| 8056 | .TestF32(); |
| 8057 | } |
| 8058 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8059 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8060 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8061 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8062 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8063 | .kernel_size(1, 1) |
| 8064 | .groups(2) |
| 8065 | .group_input_channels(23) |
| 8066 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 8067 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8068 | .iterations(3) |
| 8069 | .TestF32(); |
| 8070 | } |
| 8071 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8072 | TEST(DECONVOLUTION_NHWC_F32, grouped_1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8073 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 8074 | DeconvolutionOperatorTester() |
| 8075 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8076 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 8077 | .kernel_size(1, 1) |
| 8078 | .groups(2) |
| 8079 | .group_input_channels(23) |
| 8080 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8081 | .iterations(3) |
| 8082 | .TestF32(); |
| 8083 | } |
| 8084 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8085 | /**************************** Future GEMM path, batched ****************************/ |
| 8086 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8087 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8088 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8089 | DeconvolutionOperatorTester() |
| 8090 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8091 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8092 | .kernel_size(1, 1) |
| 8093 | .group_input_channels(23) |
| 8094 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8095 | .iterations(3) |
| 8096 | .TestF32(); |
| 8097 | } |
| 8098 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8099 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8100 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8101 | 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] | 8102 | DeconvolutionOperatorTester() |
| 8103 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8104 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8105 | .kernel_size(1, 1) |
| 8106 | .group_input_channels(23) |
| 8107 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8108 | .iterations(1) |
| 8109 | .TestF32(); |
| 8110 | } |
| 8111 | } |
| 8112 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8113 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8114 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8115 | 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] | 8116 | DeconvolutionOperatorTester() |
| 8117 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8118 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8119 | .kernel_size(1, 1) |
| 8120 | .group_input_channels(23) |
| 8121 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8122 | .iterations(1) |
| 8123 | .TestF32(); |
| 8124 | } |
| 8125 | } |
| 8126 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8127 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8128 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8129 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 8130 | DeconvolutionOperatorTester() |
| 8131 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8132 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8133 | .kernel_size(1, 1) |
| 8134 | .group_input_channels(input_channels) |
| 8135 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8136 | .iterations(1) |
| 8137 | .TestF32(); |
| 8138 | } |
| 8139 | } |
| 8140 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8141 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8142 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8143 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 8144 | DeconvolutionOperatorTester() |
| 8145 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8146 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8147 | .kernel_size(1, 1) |
| 8148 | .group_input_channels(23) |
| 8149 | .group_output_channels(output_channels) |
| 8150 | .iterations(1) |
| 8151 | .TestF32(); |
| 8152 | } |
| 8153 | } |
| 8154 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8155 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8156 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8157 | DeconvolutionOperatorTester() |
| 8158 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8159 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8160 | .kernel_size(1, 1) |
| 8161 | .group_input_channels(23) |
| 8162 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8163 | .input_pixel_stride(28) |
| 8164 | .iterations(3) |
| 8165 | .TestF32(); |
| 8166 | } |
| 8167 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8168 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8169 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8170 | DeconvolutionOperatorTester() |
| 8171 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8172 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8173 | .kernel_size(1, 1) |
| 8174 | .group_input_channels(23) |
| 8175 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8176 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 8177 | .iterations(3) |
| 8178 | .TestF32(); |
| 8179 | } |
| 8180 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8181 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8182 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8183 | DeconvolutionOperatorTester() |
| 8184 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8185 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8186 | .kernel_size(1, 1) |
| 8187 | .group_input_channels(23) |
| 8188 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8189 | .qmin(128) |
| 8190 | .iterations(3) |
| 8191 | .TestF32(); |
| 8192 | } |
| 8193 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8194 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8195 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8196 | DeconvolutionOperatorTester() |
| 8197 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8198 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8199 | .kernel_size(1, 1) |
| 8200 | .group_input_channels(23) |
| 8201 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 8202 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8203 | .iterations(3) |
| 8204 | .TestF32(); |
| 8205 | } |
| 8206 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8207 | TEST(DECONVOLUTION_NHWC_F32, batched_1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8208 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 8209 | DeconvolutionOperatorTester() |
| 8210 | .has_bias(false) |
| 8211 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8212 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 8213 | .kernel_size(1, 1) |
| 8214 | .group_input_channels(23) |
| 8215 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8216 | .iterations(3) |
| 8217 | .TestF32(); |
| 8218 | } |
| 8219 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8220 | /**************************** Future GEMM path, batched, grouped ****************************/ |
| 8221 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8222 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8223 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8224 | DeconvolutionOperatorTester() |
| 8225 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8226 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8227 | .kernel_size(1, 1) |
| 8228 | .groups(2) |
| 8229 | .group_input_channels(23) |
| 8230 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8231 | .iterations(3) |
| 8232 | .TestF32(); |
| 8233 | } |
| 8234 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8235 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8236 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8237 | 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] | 8238 | DeconvolutionOperatorTester() |
| 8239 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8240 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8241 | .kernel_size(1, 1) |
| 8242 | .groups(2) |
| 8243 | .group_input_channels(23) |
| 8244 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8245 | .iterations(1) |
| 8246 | .TestF32(); |
| 8247 | } |
| 8248 | } |
| 8249 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8250 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8251 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8252 | 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] | 8253 | DeconvolutionOperatorTester() |
| 8254 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8255 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8256 | .kernel_size(1, 1) |
| 8257 | .groups(2) |
| 8258 | .group_input_channels(23) |
| 8259 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8260 | .iterations(1) |
| 8261 | .TestF32(); |
| 8262 | } |
| 8263 | } |
| 8264 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8265 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8266 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8267 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 8268 | DeconvolutionOperatorTester() |
| 8269 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8270 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8271 | .kernel_size(1, 1) |
| 8272 | .groups(2) |
| 8273 | .group_input_channels(input_channels) |
| 8274 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8275 | .iterations(1) |
| 8276 | .TestF32(); |
| 8277 | } |
| 8278 | } |
| 8279 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8280 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8281 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8282 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 8283 | DeconvolutionOperatorTester() |
| 8284 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8285 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8286 | .kernel_size(1, 1) |
| 8287 | .groups(2) |
| 8288 | .group_input_channels(23) |
| 8289 | .group_output_channels(output_channels) |
| 8290 | .iterations(1) |
| 8291 | .TestF32(); |
| 8292 | } |
| 8293 | } |
| 8294 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8295 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8296 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8297 | DeconvolutionOperatorTester() |
| 8298 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8299 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8300 | .kernel_size(1, 1) |
| 8301 | .groups(2) |
| 8302 | .group_input_channels(23) |
| 8303 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8304 | .input_pixel_stride(47) |
| 8305 | .iterations(3) |
| 8306 | .TestF32(); |
| 8307 | } |
| 8308 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8309 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8310 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8311 | DeconvolutionOperatorTester() |
| 8312 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8313 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8314 | .kernel_size(1, 1) |
| 8315 | .groups(2) |
| 8316 | .group_input_channels(23) |
| 8317 | .group_output_channels(xnn_params.f32.gemm.nr + 3) |
| 8318 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 8319 | .iterations(3) |
| 8320 | .TestF32(); |
| 8321 | } |
| 8322 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8323 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8324 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8325 | DeconvolutionOperatorTester() |
| 8326 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8327 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8328 | .kernel_size(1, 1) |
| 8329 | .groups(2) |
| 8330 | .group_input_channels(23) |
| 8331 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8332 | .qmin(128) |
| 8333 | .iterations(3) |
| 8334 | .TestF32(); |
| 8335 | } |
| 8336 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8337 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8338 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8339 | DeconvolutionOperatorTester() |
| 8340 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8341 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8342 | .kernel_size(1, 1) |
| 8343 | .groups(2) |
| 8344 | .group_input_channels(23) |
| 8345 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 8346 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8347 | .iterations(3) |
| 8348 | .TestF32(); |
| 8349 | } |
| 8350 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8351 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_1x1_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8352 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 8353 | DeconvolutionOperatorTester() |
| 8354 | .has_bias(false) |
| 8355 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8356 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 8357 | .kernel_size(1, 1) |
| 8358 | .groups(2) |
| 8359 | .group_input_channels(23) |
| 8360 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8361 | .iterations(3) |
| 8362 | .TestF32(); |
| 8363 | } |
| 8364 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8365 | /**************************** CONV path ****************************/ |
| 8366 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8367 | TEST(DECONVOLUTION_NHWC_F32, 3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8368 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8369 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8370 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8371 | .padding(1) |
| 8372 | .kernel_size(3, 3) |
| 8373 | .group_input_channels(15) |
| 8374 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8375 | .iterations(3) |
| 8376 | .TestF32(); |
| 8377 | } |
| 8378 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8379 | TEST(DECONVOLUTION_NHWC_F32, Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8380 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8381 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 8382 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8383 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8384 | .padding_width(1) |
| 8385 | .kernel_size(kernel_height, 3) |
| 8386 | .group_input_channels(17) |
| 8387 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8388 | .iterations(3) |
| 8389 | .TestF32(); |
| 8390 | } |
| 8391 | } |
| 8392 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8393 | TEST(DECONVOLUTION_NHWC_F32, 3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8394 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8395 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 8396 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8397 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8398 | .padding_height(1) |
| 8399 | .kernel_size(3, kernel_width) |
| 8400 | .group_input_channels(17) |
| 8401 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8402 | .iterations(3) |
| 8403 | .TestF32(); |
| 8404 | } |
| 8405 | } |
| 8406 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8407 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8408 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8409 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 8410 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 8411 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8412 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8413 | .padding_width(1) |
| 8414 | .padding_top(padding_top) |
| 8415 | .padding_bottom(padding_bottom) |
| 8416 | .kernel_size(3, 3) |
| 8417 | .group_input_channels(15) |
| 8418 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8419 | .iterations(1) |
| 8420 | .TestF32(); |
| 8421 | } |
| 8422 | } |
| 8423 | } |
| 8424 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8425 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8426 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8427 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 8428 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 8429 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8430 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8431 | .padding_height(1) |
| 8432 | .padding_left(padding_left) |
| 8433 | .padding_right(padding_right) |
| 8434 | .kernel_size(3, 3) |
| 8435 | .group_input_channels(15) |
| 8436 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8437 | .iterations(1) |
| 8438 | .TestF32(); |
| 8439 | } |
| 8440 | } |
| 8441 | } |
| 8442 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8443 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8444 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8445 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 8446 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8447 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8448 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 8449 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8450 | .adjustment_height(adjustment_height) |
| 8451 | .kernel_size(3, 3) |
| 8452 | .group_input_channels(15) |
| 8453 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8454 | .iterations(1) |
| 8455 | .TestF32(); |
| 8456 | } |
| 8457 | } |
| 8458 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8459 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8460 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8461 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 8462 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8463 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8464 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 8465 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8466 | .adjustment_width(adjustment_width) |
| 8467 | .kernel_size(3, 3) |
| 8468 | .group_input_channels(15) |
| 8469 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8470 | .iterations(1) |
| 8471 | .TestF32(); |
| 8472 | } |
| 8473 | } |
| 8474 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8475 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8476 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8477 | 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] | 8478 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8479 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8480 | .padding(1) |
| 8481 | .kernel_size(3, 3) |
| 8482 | .group_input_channels(15) |
| 8483 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8484 | .iterations(1) |
| 8485 | .TestF32(); |
| 8486 | } |
| 8487 | } |
| 8488 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8489 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8490 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8491 | 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] | 8492 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8493 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8494 | .padding(1) |
| 8495 | .kernel_size(3, 3) |
| 8496 | .group_input_channels(15) |
| 8497 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8498 | .iterations(1) |
| 8499 | .TestF32(); |
| 8500 | } |
| 8501 | } |
| 8502 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8503 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8504 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8505 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 8506 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8507 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8508 | .padding(1) |
| 8509 | .kernel_size(3, 3) |
| 8510 | .group_input_channels(input_channels) |
| 8511 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8512 | .iterations(1) |
| 8513 | .TestF32(); |
| 8514 | } |
| 8515 | } |
| 8516 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8517 | TEST(DECONVOLUTION_NHWC_F32, 3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8518 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8519 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 8520 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8521 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8522 | .padding(1) |
| 8523 | .kernel_size(3, 3) |
| 8524 | .group_input_channels(23) |
| 8525 | .group_output_channels(output_channels) |
| 8526 | .iterations(1) |
| 8527 | .TestF32(); |
| 8528 | } |
| 8529 | } |
| 8530 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8531 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8532 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8533 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 8534 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8535 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8536 | .padding(1) |
| 8537 | .kernel_size(3, 3) |
| 8538 | .dilation_height(dilation_height) |
| 8539 | .group_input_channels(23) |
| 8540 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8541 | .iterations(3) |
| 8542 | .TestF32(); |
| 8543 | } |
| 8544 | } |
| 8545 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8546 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8547 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8548 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 8549 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8550 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8551 | .padding(1) |
| 8552 | .kernel_size(3, 3) |
| 8553 | .dilation_width(dilation_width) |
| 8554 | .group_input_channels(23) |
| 8555 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8556 | .iterations(3) |
| 8557 | .TestF32(); |
| 8558 | } |
| 8559 | } |
| 8560 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8561 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8562 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8563 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8564 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8565 | .padding(1) |
| 8566 | .kernel_size(3, 3) |
| 8567 | .dilation_height(3) |
| 8568 | .stride_height(2) |
| 8569 | .group_input_channels(23) |
| 8570 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8571 | .iterations(3) |
| 8572 | .TestF32(); |
| 8573 | } |
| 8574 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8575 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8576 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8577 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8578 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8579 | .padding(1) |
| 8580 | .kernel_size(3, 3) |
| 8581 | .dilation_width(3) |
| 8582 | .stride_width(2) |
| 8583 | .group_input_channels(23) |
| 8584 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8585 | .iterations(3) |
| 8586 | .TestF32(); |
| 8587 | } |
| 8588 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8589 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8590 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8591 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8592 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8593 | .padding(1) |
| 8594 | .kernel_size(3, 3) |
| 8595 | .group_input_channels(23) |
| 8596 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8597 | .input_pixel_stride(28) |
| 8598 | .iterations(3) |
| 8599 | .TestF32(); |
| 8600 | } |
| 8601 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8602 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8603 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8604 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8605 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8606 | .padding(1) |
| 8607 | .kernel_size(3, 3) |
| 8608 | .group_input_channels(23) |
| 8609 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8610 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 8611 | .iterations(3) |
| 8612 | .TestF32(); |
| 8613 | } |
| 8614 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8615 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8616 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8617 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8618 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8619 | .padding(1) |
| 8620 | .kernel_size(3, 3) |
| 8621 | .group_input_channels(23) |
| 8622 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8623 | .qmin(128) |
| 8624 | .iterations(3) |
| 8625 | .TestF32(); |
| 8626 | } |
| 8627 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8628 | TEST(DECONVOLUTION_NHWC_F32, 3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8629 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8630 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8631 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8632 | .padding(1) |
| 8633 | .kernel_size(3, 3) |
| 8634 | .group_input_channels(23) |
| 8635 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 8636 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8637 | .iterations(3) |
| 8638 | .TestF32(); |
| 8639 | } |
| 8640 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8641 | TEST(DECONVOLUTION_NHWC_F32, 3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8642 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 8643 | DeconvolutionOperatorTester() |
| 8644 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8645 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 8646 | .padding(1) |
| 8647 | .kernel_size(3, 3) |
| 8648 | .group_input_channels(23) |
| 8649 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8650 | .iterations(3) |
| 8651 | .TestF32(); |
| 8652 | } |
| 8653 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8654 | /**************************** CONV path, grouped ****************************/ |
| 8655 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8656 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8657 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8658 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8659 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8660 | .padding(1) |
| 8661 | .kernel_size(3, 3) |
| 8662 | .groups(2) |
| 8663 | .group_input_channels(15) |
| 8664 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8665 | .iterations(3) |
| 8666 | .TestF32(); |
| 8667 | } |
| 8668 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8669 | TEST(DECONVOLUTION_NHWC_F32, grouped_Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8670 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8671 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 8672 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8673 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8674 | .padding_width(1) |
| 8675 | .kernel_size(kernel_height, 3) |
| 8676 | .groups(2) |
| 8677 | .group_input_channels(17) |
| 8678 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8679 | .iterations(3) |
| 8680 | .TestF32(); |
| 8681 | } |
| 8682 | } |
| 8683 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8684 | TEST(DECONVOLUTION_NHWC_F32, grouped_3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8685 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8686 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 8687 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8688 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8689 | .padding_height(1) |
| 8690 | .kernel_size(3, kernel_width) |
| 8691 | .groups(2) |
| 8692 | .group_input_channels(17) |
| 8693 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8694 | .iterations(3) |
| 8695 | .TestF32(); |
| 8696 | } |
| 8697 | } |
| 8698 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8699 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8700 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8701 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 8702 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 8703 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8704 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8705 | .padding_width(1) |
| 8706 | .padding_top(padding_top) |
| 8707 | .padding_bottom(padding_bottom) |
| 8708 | .kernel_size(3, 3) |
| 8709 | .groups(2) |
| 8710 | .group_input_channels(15) |
| 8711 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8712 | .iterations(1) |
| 8713 | .TestF32(); |
| 8714 | } |
| 8715 | } |
| 8716 | } |
| 8717 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8718 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8719 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8720 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 8721 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 8722 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8723 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8724 | .padding_height(1) |
| 8725 | .padding_left(padding_left) |
| 8726 | .padding_right(padding_right) |
| 8727 | .kernel_size(3, 3) |
| 8728 | .groups(2) |
| 8729 | .group_input_channels(15) |
| 8730 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8731 | .iterations(1) |
| 8732 | .TestF32(); |
| 8733 | } |
| 8734 | } |
| 8735 | } |
| 8736 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8737 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8738 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8739 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 8740 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8741 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8742 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 8743 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8744 | .adjustment_height(adjustment_height) |
| 8745 | .kernel_size(3, 3) |
| 8746 | .groups(2) |
| 8747 | .group_input_channels(15) |
| 8748 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8749 | .iterations(1) |
| 8750 | .TestF32(); |
| 8751 | } |
| 8752 | } |
| 8753 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8754 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8755 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8756 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 8757 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8758 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8759 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 8760 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8761 | .adjustment_width(adjustment_width) |
| 8762 | .kernel_size(3, 3) |
| 8763 | .groups(2) |
| 8764 | .group_input_channels(15) |
| 8765 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8766 | .iterations(1) |
| 8767 | .TestF32(); |
| 8768 | } |
| 8769 | } |
| 8770 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8771 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8772 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8773 | 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] | 8774 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8775 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8776 | .padding(1) |
| 8777 | .kernel_size(3, 3) |
| 8778 | .groups(2) |
| 8779 | .group_input_channels(15) |
| 8780 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8781 | .iterations(1) |
| 8782 | .TestF32(); |
| 8783 | } |
| 8784 | } |
| 8785 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8786 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8787 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8788 | 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] | 8789 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8790 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8791 | .padding(1) |
| 8792 | .kernel_size(3, 3) |
| 8793 | .groups(2) |
| 8794 | .group_input_channels(15) |
| 8795 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8796 | .iterations(1) |
| 8797 | .TestF32(); |
| 8798 | } |
| 8799 | } |
| 8800 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8801 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8802 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8803 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 8804 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8805 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8806 | .padding(1) |
| 8807 | .kernel_size(3, 3) |
| 8808 | .groups(2) |
| 8809 | .group_input_channels(input_channels) |
| 8810 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8811 | .iterations(1) |
| 8812 | .TestF32(); |
| 8813 | } |
| 8814 | } |
| 8815 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8816 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8817 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8818 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 8819 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8820 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8821 | .padding(1) |
| 8822 | .kernel_size(3, 3) |
| 8823 | .groups(2) |
| 8824 | .group_input_channels(23) |
| 8825 | .group_output_channels(output_channels) |
| 8826 | .iterations(1) |
| 8827 | .TestF32(); |
| 8828 | } |
| 8829 | } |
| 8830 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8831 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8832 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8833 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 8834 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8835 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8836 | .padding(1) |
| 8837 | .kernel_size(3, 3) |
| 8838 | .dilation_height(dilation_height) |
| 8839 | .groups(2) |
| 8840 | .group_input_channels(23) |
| 8841 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8842 | .iterations(3) |
| 8843 | .TestF32(); |
| 8844 | } |
| 8845 | } |
| 8846 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8847 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8848 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8849 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 8850 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8851 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8852 | .padding(1) |
| 8853 | .kernel_size(3, 3) |
| 8854 | .dilation_width(dilation_width) |
| 8855 | .groups(2) |
| 8856 | .group_input_channels(23) |
| 8857 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8858 | .iterations(3) |
| 8859 | .TestF32(); |
| 8860 | } |
| 8861 | } |
| 8862 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8863 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8864 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8865 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8866 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8867 | .padding(1) |
| 8868 | .kernel_size(3, 3) |
| 8869 | .dilation_height(3) |
| 8870 | .stride_height(2) |
| 8871 | .groups(2) |
| 8872 | .group_input_channels(23) |
| 8873 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8874 | .iterations(3) |
| 8875 | .TestF32(); |
| 8876 | } |
| 8877 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8878 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8879 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8880 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8881 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8882 | .padding(1) |
| 8883 | .kernel_size(3, 3) |
| 8884 | .dilation_width(3) |
| 8885 | .stride_width(2) |
| 8886 | .groups(2) |
| 8887 | .group_input_channels(23) |
| 8888 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8889 | .iterations(3) |
| 8890 | .TestF32(); |
| 8891 | } |
| 8892 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8893 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8894 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8895 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8896 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8897 | .padding(1) |
| 8898 | .kernel_size(3, 3) |
| 8899 | .groups(2) |
| 8900 | .group_input_channels(23) |
| 8901 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8902 | .input_pixel_stride(47) |
| 8903 | .iterations(3) |
| 8904 | .TestF32(); |
| 8905 | } |
| 8906 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8907 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8908 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8909 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8910 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8911 | .padding(1) |
| 8912 | .kernel_size(3, 3) |
| 8913 | .groups(2) |
| 8914 | .group_input_channels(23) |
| 8915 | .group_output_channels(xnn_params.f32.gemm.nr + 3) |
| 8916 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 8917 | .iterations(3) |
| 8918 | .TestF32(); |
| 8919 | } |
| 8920 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8921 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8922 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8923 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8924 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8925 | .padding(1) |
| 8926 | .kernel_size(3, 3) |
| 8927 | .groups(2) |
| 8928 | .group_input_channels(23) |
| 8929 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8930 | .qmin(128) |
| 8931 | .iterations(3) |
| 8932 | .TestF32(); |
| 8933 | } |
| 8934 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8935 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8936 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8937 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8938 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8939 | .padding(1) |
| 8940 | .kernel_size(3, 3) |
| 8941 | .groups(2) |
| 8942 | .group_input_channels(23) |
| 8943 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 8944 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8945 | .iterations(3) |
| 8946 | .TestF32(); |
| 8947 | } |
| 8948 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8949 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8950 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 8951 | DeconvolutionOperatorTester() |
| 8952 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8953 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 8954 | .padding(1) |
| 8955 | .kernel_size(3, 3) |
| 8956 | .groups(2) |
| 8957 | .group_input_channels(23) |
| 8958 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8959 | .iterations(3) |
| 8960 | .TestF32(); |
| 8961 | } |
| 8962 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8963 | /**************************** CONV path, batched ****************************/ |
| 8964 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8965 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8966 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8967 | DeconvolutionOperatorTester() |
| 8968 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8969 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8970 | .padding(1) |
| 8971 | .kernel_size(3, 3) |
| 8972 | .group_input_channels(15) |
| 8973 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8974 | .iterations(3) |
| 8975 | .TestF32(); |
| 8976 | } |
| 8977 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8978 | TEST(DECONVOLUTION_NHWC_F32, batched_Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8979 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8980 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 8981 | DeconvolutionOperatorTester() |
| 8982 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8983 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8984 | .padding_width(1) |
| 8985 | .kernel_size(kernel_height, 3) |
| 8986 | .group_input_channels(17) |
| 8987 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 8988 | .iterations(3) |
| 8989 | .TestF32(); |
| 8990 | } |
| 8991 | } |
| 8992 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 8993 | TEST(DECONVOLUTION_NHWC_F32, batched_3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 8994 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8995 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 8996 | DeconvolutionOperatorTester() |
| 8997 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 8998 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8999 | .padding_height(1) |
| 9000 | .kernel_size(3, kernel_width) |
| 9001 | .group_input_channels(17) |
| 9002 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9003 | .iterations(3) |
| 9004 | .TestF32(); |
| 9005 | } |
| 9006 | } |
| 9007 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9008 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9009 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9010 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 9011 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 9012 | DeconvolutionOperatorTester() |
| 9013 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9014 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9015 | .padding_width(1) |
| 9016 | .padding_top(padding_top) |
| 9017 | .padding_bottom(padding_bottom) |
| 9018 | .kernel_size(3, 3) |
| 9019 | .group_input_channels(15) |
| 9020 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9021 | .iterations(1) |
| 9022 | .TestF32(); |
| 9023 | } |
| 9024 | } |
| 9025 | } |
| 9026 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9027 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9028 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9029 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 9030 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 9031 | DeconvolutionOperatorTester() |
| 9032 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9033 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9034 | .padding_height(1) |
| 9035 | .padding_left(padding_left) |
| 9036 | .padding_right(padding_right) |
| 9037 | .kernel_size(3, 3) |
| 9038 | .group_input_channels(15) |
| 9039 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9040 | .iterations(1) |
| 9041 | .TestF32(); |
| 9042 | } |
| 9043 | } |
| 9044 | } |
| 9045 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9046 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9047 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9048 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 9049 | DeconvolutionOperatorTester() |
| 9050 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9051 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9052 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 9053 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9054 | .adjustment_height(adjustment_height) |
| 9055 | .kernel_size(3, 3) |
| 9056 | .group_input_channels(15) |
| 9057 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9058 | .iterations(1) |
| 9059 | .TestF32(); |
| 9060 | } |
| 9061 | } |
| 9062 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9063 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9064 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9065 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 9066 | DeconvolutionOperatorTester() |
| 9067 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9068 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9069 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 9070 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9071 | .adjustment_width(adjustment_width) |
| 9072 | .kernel_size(3, 3) |
| 9073 | .group_input_channels(15) |
| 9074 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9075 | .iterations(1) |
| 9076 | .TestF32(); |
| 9077 | } |
| 9078 | } |
| 9079 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9080 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9081 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9082 | 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] | 9083 | DeconvolutionOperatorTester() |
| 9084 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9085 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9086 | .padding(1) |
| 9087 | .kernel_size(3, 3) |
| 9088 | .group_input_channels(15) |
| 9089 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9090 | .iterations(1) |
| 9091 | .TestF32(); |
| 9092 | } |
| 9093 | } |
| 9094 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9095 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9096 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9097 | 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] | 9098 | DeconvolutionOperatorTester() |
| 9099 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9100 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9101 | .padding(1) |
| 9102 | .kernel_size(3, 3) |
| 9103 | .group_input_channels(15) |
| 9104 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9105 | .iterations(1) |
| 9106 | .TestF32(); |
| 9107 | } |
| 9108 | } |
| 9109 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9110 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9111 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9112 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 9113 | DeconvolutionOperatorTester() |
| 9114 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9115 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9116 | .padding(1) |
| 9117 | .kernel_size(3, 3) |
| 9118 | .group_input_channels(input_channels) |
| 9119 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9120 | .iterations(1) |
| 9121 | .TestF32(); |
| 9122 | } |
| 9123 | } |
| 9124 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9125 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9126 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9127 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 9128 | DeconvolutionOperatorTester() |
| 9129 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9130 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9131 | .padding(1) |
| 9132 | .kernel_size(3, 3) |
| 9133 | .group_input_channels(23) |
| 9134 | .group_output_channels(output_channels) |
| 9135 | .iterations(1) |
| 9136 | .TestF32(); |
| 9137 | } |
| 9138 | } |
| 9139 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9140 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9141 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9142 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 9143 | DeconvolutionOperatorTester() |
| 9144 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9145 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9146 | .padding(1) |
| 9147 | .kernel_size(3, 3) |
| 9148 | .dilation_height(dilation_height) |
| 9149 | .group_input_channels(23) |
| 9150 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9151 | .iterations(3) |
| 9152 | .TestF32(); |
| 9153 | } |
| 9154 | } |
| 9155 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9156 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9157 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9158 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 9159 | DeconvolutionOperatorTester() |
| 9160 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9161 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9162 | .padding(1) |
| 9163 | .kernel_size(3, 3) |
| 9164 | .dilation_width(dilation_width) |
| 9165 | .group_input_channels(23) |
| 9166 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9167 | .iterations(3) |
| 9168 | .TestF32(); |
| 9169 | } |
| 9170 | } |
| 9171 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9172 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9173 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9174 | DeconvolutionOperatorTester() |
| 9175 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9176 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9177 | .padding(1) |
| 9178 | .kernel_size(3, 3) |
| 9179 | .dilation_height(3) |
| 9180 | .stride_height(2) |
| 9181 | .group_input_channels(23) |
| 9182 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9183 | .iterations(3) |
| 9184 | .TestF32(); |
| 9185 | } |
| 9186 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9187 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9188 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9189 | DeconvolutionOperatorTester() |
| 9190 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9191 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9192 | .padding(1) |
| 9193 | .kernel_size(3, 3) |
| 9194 | .dilation_width(3) |
| 9195 | .stride_width(2) |
| 9196 | .group_input_channels(23) |
| 9197 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9198 | .iterations(3) |
| 9199 | .TestF32(); |
| 9200 | } |
| 9201 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9202 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9203 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9204 | DeconvolutionOperatorTester() |
| 9205 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9206 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9207 | .padding(1) |
| 9208 | .kernel_size(3, 3) |
| 9209 | .group_input_channels(23) |
| 9210 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9211 | .input_pixel_stride(28) |
| 9212 | .iterations(3) |
| 9213 | .TestF32(); |
| 9214 | } |
| 9215 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9216 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9217 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9218 | DeconvolutionOperatorTester() |
| 9219 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9220 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9221 | .padding(1) |
| 9222 | .kernel_size(3, 3) |
| 9223 | .group_input_channels(23) |
| 9224 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9225 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 9226 | .iterations(3) |
| 9227 | .TestF32(); |
| 9228 | } |
| 9229 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9230 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9231 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9232 | DeconvolutionOperatorTester() |
| 9233 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9234 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9235 | .padding(1) |
| 9236 | .kernel_size(3, 3) |
| 9237 | .group_input_channels(23) |
| 9238 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9239 | .qmin(128) |
| 9240 | .iterations(3) |
| 9241 | .TestF32(); |
| 9242 | } |
| 9243 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9244 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9245 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9246 | DeconvolutionOperatorTester() |
| 9247 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9248 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9249 | .padding(1) |
| 9250 | .kernel_size(3, 3) |
| 9251 | .group_input_channels(23) |
| 9252 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 9253 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9254 | .iterations(3) |
| 9255 | .TestF32(); |
| 9256 | } |
| 9257 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9258 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9259 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 9260 | DeconvolutionOperatorTester() |
| 9261 | .has_bias(false) |
| 9262 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9263 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 9264 | .padding(1) |
| 9265 | .kernel_size(3, 3) |
| 9266 | .group_input_channels(23) |
| 9267 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9268 | .iterations(3) |
| 9269 | .TestF32(); |
| 9270 | } |
| 9271 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9272 | /**************************** CONV path, grouped, batched ****************************/ |
| 9273 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9274 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9275 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9276 | DeconvolutionOperatorTester() |
| 9277 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9278 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9279 | .padding(1) |
| 9280 | .kernel_size(3, 3) |
| 9281 | .groups(2) |
| 9282 | .group_input_channels(15) |
| 9283 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9284 | .iterations(3) |
| 9285 | .TestF32(); |
| 9286 | } |
| 9287 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9288 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_Kx3) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9289 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9290 | for (size_t kernel_height = 1; kernel_height <= 4; kernel_height *= 2) { |
| 9291 | DeconvolutionOperatorTester() |
| 9292 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9293 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9294 | .padding_width(1) |
| 9295 | .kernel_size(kernel_height, 3) |
| 9296 | .groups(2) |
| 9297 | .group_input_channels(17) |
| 9298 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9299 | .iterations(3) |
| 9300 | .TestF32(); |
| 9301 | } |
| 9302 | } |
| 9303 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9304 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3xK) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9305 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9306 | for (size_t kernel_width = 1; kernel_width <= 4; kernel_width *= 2) { |
| 9307 | DeconvolutionOperatorTester() |
| 9308 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9309 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9310 | .padding_height(1) |
| 9311 | .kernel_size(3, kernel_width) |
| 9312 | .groups(2) |
| 9313 | .group_input_channels(17) |
| 9314 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9315 | .iterations(3) |
| 9316 | .TestF32(); |
| 9317 | } |
| 9318 | } |
| 9319 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9320 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9321 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9322 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 9323 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 9324 | DeconvolutionOperatorTester() |
| 9325 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9326 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9327 | .padding_width(1) |
| 9328 | .padding_top(padding_top) |
| 9329 | .padding_bottom(padding_bottom) |
| 9330 | .kernel_size(3, 3) |
| 9331 | .groups(2) |
| 9332 | .group_input_channels(15) |
| 9333 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9334 | .iterations(1) |
| 9335 | .TestF32(); |
| 9336 | } |
| 9337 | } |
| 9338 | } |
| 9339 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9340 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9341 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9342 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 9343 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 9344 | DeconvolutionOperatorTester() |
| 9345 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9346 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9347 | .padding_height(1) |
| 9348 | .padding_left(padding_left) |
| 9349 | .padding_right(padding_right) |
| 9350 | .kernel_size(3, 3) |
| 9351 | .groups(2) |
| 9352 | .group_input_channels(15) |
| 9353 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9354 | .iterations(1) |
| 9355 | .TestF32(); |
| 9356 | } |
| 9357 | } |
| 9358 | } |
| 9359 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9360 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9361 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9362 | for (size_t adjustment_height = 1; adjustment_height <= 2; adjustment_height++) { |
| 9363 | DeconvolutionOperatorTester() |
| 9364 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9365 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9366 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 9367 | .stride_height(adjustment_height + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9368 | .adjustment_height(adjustment_height) |
| 9369 | .kernel_size(3, 3) |
| 9370 | .groups(2) |
| 9371 | .group_input_channels(15) |
| 9372 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9373 | .iterations(1) |
| 9374 | .TestF32(); |
| 9375 | } |
| 9376 | } |
| 9377 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9378 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9379 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9380 | for (size_t adjustment_width = 1; adjustment_width <= 2; adjustment_width++) { |
| 9381 | DeconvolutionOperatorTester() |
| 9382 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9383 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9384 | .padding(1) |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 9385 | .stride_width(adjustment_width + 1) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9386 | .adjustment_width(adjustment_width) |
| 9387 | .kernel_size(3, 3) |
| 9388 | .groups(2) |
| 9389 | .group_input_channels(15) |
| 9390 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9391 | .iterations(1) |
| 9392 | .TestF32(); |
| 9393 | } |
| 9394 | } |
| 9395 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9396 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9397 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9398 | 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] | 9399 | DeconvolutionOperatorTester() |
| 9400 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9401 | .input_size(input_height, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9402 | .padding(1) |
| 9403 | .kernel_size(3, 3) |
| 9404 | .groups(2) |
| 9405 | .group_input_channels(15) |
| 9406 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9407 | .iterations(1) |
| 9408 | .TestF32(); |
| 9409 | } |
| 9410 | } |
| 9411 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9412 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9413 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9414 | 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] | 9415 | DeconvolutionOperatorTester() |
| 9416 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9417 | .input_size(kUnstridedInputHeight, input_width) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9418 | .padding(1) |
| 9419 | .kernel_size(3, 3) |
| 9420 | .groups(2) |
| 9421 | .group_input_channels(15) |
| 9422 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9423 | .iterations(1) |
| 9424 | .TestF32(); |
| 9425 | } |
| 9426 | } |
| 9427 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9428 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9429 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9430 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 9431 | DeconvolutionOperatorTester() |
| 9432 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9433 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9434 | .padding(1) |
| 9435 | .kernel_size(3, 3) |
| 9436 | .groups(2) |
| 9437 | .group_input_channels(input_channels) |
| 9438 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9439 | .iterations(1) |
| 9440 | .TestF32(); |
| 9441 | } |
| 9442 | } |
| 9443 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9444 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9445 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9446 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 9447 | DeconvolutionOperatorTester() |
| 9448 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9449 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9450 | .padding(1) |
| 9451 | .kernel_size(3, 3) |
| 9452 | .groups(2) |
| 9453 | .group_input_channels(23) |
| 9454 | .group_output_channels(output_channels) |
| 9455 | .iterations(1) |
| 9456 | .TestF32(); |
| 9457 | } |
| 9458 | } |
| 9459 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9460 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_height_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9461 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9462 | for (size_t dilation_height = 2; dilation_height <= 3; dilation_height++) { |
| 9463 | DeconvolutionOperatorTester() |
| 9464 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9465 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9466 | .padding(1) |
| 9467 | .kernel_size(3, 3) |
| 9468 | .dilation_height(dilation_height) |
| 9469 | .groups(2) |
| 9470 | .group_input_channels(23) |
| 9471 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9472 | .iterations(3) |
| 9473 | .TestF32(); |
| 9474 | } |
| 9475 | } |
| 9476 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9477 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_width_dilation) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9478 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9479 | for (size_t dilation_width = 2; dilation_width <= 3; dilation_width++) { |
| 9480 | DeconvolutionOperatorTester() |
| 9481 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9482 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9483 | .padding(1) |
| 9484 | .kernel_size(3, 3) |
| 9485 | .dilation_width(dilation_width) |
| 9486 | .groups(2) |
| 9487 | .group_input_channels(23) |
| 9488 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9489 | .iterations(3) |
| 9490 | .TestF32(); |
| 9491 | } |
| 9492 | } |
| 9493 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9494 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_height_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9495 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9496 | DeconvolutionOperatorTester() |
| 9497 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9498 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9499 | .padding(1) |
| 9500 | .kernel_size(3, 3) |
| 9501 | .dilation_height(3) |
| 9502 | .stride_width(2) |
| 9503 | .groups(2) |
| 9504 | .group_input_channels(23) |
| 9505 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9506 | .iterations(3) |
| 9507 | .TestF32(); |
| 9508 | } |
| 9509 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9510 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_width_dilation_and_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9511 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9512 | DeconvolutionOperatorTester() |
| 9513 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9514 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9515 | .padding(1) |
| 9516 | .kernel_size(3, 3) |
| 9517 | .dilation_width(3) |
| 9518 | .stride_width(2) |
| 9519 | .groups(2) |
| 9520 | .group_input_channels(23) |
| 9521 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9522 | .iterations(3) |
| 9523 | .TestF32(); |
| 9524 | } |
| 9525 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9526 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9527 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9528 | DeconvolutionOperatorTester() |
| 9529 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9530 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9531 | .padding(1) |
| 9532 | .kernel_size(3, 3) |
| 9533 | .groups(2) |
| 9534 | .group_input_channels(23) |
| 9535 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9536 | .input_pixel_stride(47) |
| 9537 | .iterations(3) |
| 9538 | .TestF32(); |
| 9539 | } |
| 9540 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9541 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9542 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9543 | DeconvolutionOperatorTester() |
| 9544 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9545 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9546 | .padding(1) |
| 9547 | .kernel_size(3, 3) |
| 9548 | .groups(2) |
| 9549 | .group_input_channels(23) |
| 9550 | .group_output_channels(xnn_params.f32.gemm.nr + 3) |
| 9551 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 9552 | .iterations(3) |
| 9553 | .TestF32(); |
| 9554 | } |
| 9555 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9556 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9557 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9558 | DeconvolutionOperatorTester() |
| 9559 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9560 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9561 | .padding(1) |
| 9562 | .kernel_size(3, 3) |
| 9563 | .groups(2) |
| 9564 | .group_input_channels(23) |
| 9565 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9566 | .qmin(128) |
| 9567 | .iterations(3) |
| 9568 | .TestF32(); |
| 9569 | } |
| 9570 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9571 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9572 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9573 | DeconvolutionOperatorTester() |
| 9574 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9575 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9576 | .padding(1) |
| 9577 | .kernel_size(3, 3) |
| 9578 | .groups(2) |
| 9579 | .group_input_channels(23) |
| 9580 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 9581 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9582 | .iterations(3) |
| 9583 | .TestF32(); |
| 9584 | } |
| 9585 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9586 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9587 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 9588 | DeconvolutionOperatorTester() |
| 9589 | .has_bias(false) |
| 9590 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9591 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 9592 | .padding(1) |
| 9593 | .kernel_size(3, 3) |
| 9594 | .groups(2) |
| 9595 | .group_input_channels(23) |
| 9596 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9597 | .iterations(3) |
| 9598 | .TestF32(); |
| 9599 | } |
| 9600 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9601 | /**************************** CONV path, setup ****************************/ |
| 9602 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9603 | TEST(DECONVOLUTION_NHWC_F32, 3x3_setup_changing_batch) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9604 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9605 | DeconvolutionOperatorTester() |
| 9606 | .batch_size(2) |
| 9607 | .next_batch_size(5) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9608 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9609 | .kernel_height(3) |
| 9610 | .kernel_width(5) |
| 9611 | .groups(2) |
| 9612 | .group_input_channels(15) |
| 9613 | .group_output_channels(17) |
| 9614 | .TestSetupF32(); |
| 9615 | } |
| 9616 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9617 | TEST(DECONVOLUTION_NHWC_F32, 3x3_setup_changing_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9618 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9619 | DeconvolutionOperatorTester() |
| 9620 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9621 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 9622 | .next_input_height(kUnstridedInputHeight + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9623 | .kernel_height(3) |
| 9624 | .kernel_width(5) |
| 9625 | .groups(2) |
| 9626 | .group_input_channels(15) |
| 9627 | .group_output_channels(17) |
| 9628 | .TestSetupF32(); |
| 9629 | } |
| 9630 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9631 | TEST(DECONVOLUTION_NHWC_F32, 3x3_setup_changing_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9632 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9633 | DeconvolutionOperatorTester() |
| 9634 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9635 | .input_size(kUnstridedInputHeight, kUnstridedInputWidth) |
| 9636 | .next_input_width(kUnstridedInputWidth + 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9637 | .kernel_height(3) |
| 9638 | .kernel_width(5) |
| 9639 | .groups(2) |
| 9640 | .group_input_channels(15) |
| 9641 | .group_output_channels(17) |
| 9642 | .TestSetupF32(); |
| 9643 | } |
| 9644 | |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 9645 | /**************************** SUBCONV2D/IGEMM path ****************************/ |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9646 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9647 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9648 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9649 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9650 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9651 | .padding(1) |
| 9652 | .kernel_size(3, 3) |
| 9653 | .stride(2) |
| 9654 | .group_input_channels(15) |
| 9655 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9656 | .iterations(3) |
| 9657 | .TestF32(); |
| 9658 | } |
| 9659 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9660 | TEST(DECONVOLUTION_NHWC_F32, Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9661 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9662 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 9663 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9664 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9665 | .padding_width(1) |
| 9666 | .kernel_size(kernel_height, 3) |
| 9667 | .stride(2) |
| 9668 | .group_input_channels(17) |
| 9669 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9670 | .iterations(3) |
| 9671 | .TestF32(); |
| 9672 | } |
| 9673 | } |
| 9674 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9675 | TEST(DECONVOLUTION_NHWC_F32, 3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9676 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9677 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 9678 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9679 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9680 | .padding_height(1) |
| 9681 | .kernel_size(3, kernel_width) |
| 9682 | .stride(2) |
| 9683 | .group_input_channels(17) |
| 9684 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9685 | .iterations(3) |
| 9686 | .TestF32(); |
| 9687 | } |
| 9688 | } |
| 9689 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9690 | TEST(DECONVOLUTION_NHWC_F32, 3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9691 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9692 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 9693 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9694 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9695 | .padding(1) |
| 9696 | .padding_width(1) |
| 9697 | .kernel_size(3, 3) |
| 9698 | .stride_height(stride_height) |
| 9699 | .group_input_channels(17) |
| 9700 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9701 | .iterations(3) |
| 9702 | .TestF32(); |
| 9703 | } |
| 9704 | } |
| 9705 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9706 | TEST(DECONVOLUTION_NHWC_F32, 3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9707 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9708 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 9709 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9710 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9711 | .padding(1) |
| 9712 | .padding_width(1) |
| 9713 | .kernel_size(3, 3) |
| 9714 | .stride_width(stride_width) |
| 9715 | .group_input_channels(17) |
| 9716 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9717 | .iterations(3) |
| 9718 | .TestF32(); |
| 9719 | } |
| 9720 | } |
| 9721 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9722 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9723 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9724 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 9725 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 9726 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9727 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9728 | .padding_width(1) |
| 9729 | .padding_top(padding_top) |
| 9730 | .padding_bottom(padding_bottom) |
| 9731 | .kernel_size(3, 3) |
| 9732 | .stride(2) |
| 9733 | .group_input_channels(15) |
| 9734 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9735 | .iterations(1) |
| 9736 | .TestF32(); |
| 9737 | } |
| 9738 | } |
| 9739 | } |
| 9740 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9741 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9742 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9743 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 9744 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 9745 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9746 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9747 | .padding_height(1) |
| 9748 | .padding_left(padding_left) |
| 9749 | .padding_right(padding_right) |
| 9750 | .kernel_size(3, 3) |
| 9751 | .stride(2) |
| 9752 | .group_input_channels(15) |
| 9753 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9754 | .iterations(1) |
| 9755 | .TestF32(); |
| 9756 | } |
| 9757 | } |
| 9758 | } |
| 9759 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9760 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9761 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 9762 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9763 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9764 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9765 | .padding(1) |
| 9766 | .adjustment_height(adjustment_height) |
| 9767 | .kernel_size(3, 3) |
| 9768 | .stride(2) |
| 9769 | .group_input_channels(15) |
| 9770 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9771 | .iterations(1) |
| 9772 | .TestF32(); |
| 9773 | } |
| 9774 | } |
| 9775 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9776 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9777 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 9778 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9779 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9780 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9781 | .padding(1) |
| 9782 | .adjustment_width(adjustment_width) |
| 9783 | .kernel_size(3, 3) |
| 9784 | .stride(2) |
| 9785 | .group_input_channels(15) |
| 9786 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9787 | .iterations(1) |
| 9788 | .TestF32(); |
| 9789 | } |
| 9790 | } |
| 9791 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9792 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9793 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9794 | 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] | 9795 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9796 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9797 | .padding(1) |
| 9798 | .kernel_size(3, 3) |
| 9799 | .stride(2) |
| 9800 | .group_input_channels(15) |
| 9801 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9802 | .iterations(1) |
| 9803 | .TestF32(); |
| 9804 | } |
| 9805 | } |
| 9806 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9807 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9808 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9809 | 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] | 9810 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9811 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9812 | .padding(1) |
| 9813 | .kernel_size(3, 3) |
| 9814 | .stride(2) |
| 9815 | .group_input_channels(15) |
| 9816 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9817 | .iterations(1) |
| 9818 | .TestF32(); |
| 9819 | } |
| 9820 | } |
| 9821 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9822 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9823 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9824 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 9825 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9826 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9827 | .padding(1) |
| 9828 | .kernel_size(3, 3) |
| 9829 | .stride(2) |
| 9830 | .group_input_channels(input_channels) |
| 9831 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9832 | .iterations(1) |
| 9833 | .TestF32(); |
| 9834 | } |
| 9835 | } |
| 9836 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9837 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9838 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9839 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 9840 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9841 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9842 | .padding(1) |
| 9843 | .kernel_size(3, 3) |
| 9844 | .stride(2) |
| 9845 | .group_input_channels(23) |
| 9846 | .group_output_channels(output_channels) |
| 9847 | .iterations(1) |
| 9848 | .TestF32(); |
| 9849 | } |
| 9850 | } |
| 9851 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9852 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9853 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9854 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9855 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9856 | .padding(1) |
| 9857 | .kernel_size(3, 3) |
| 9858 | .stride(2) |
| 9859 | .group_input_channels(23) |
| 9860 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9861 | .input_pixel_stride(28) |
| 9862 | .iterations(3) |
| 9863 | .TestF32(); |
| 9864 | } |
| 9865 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9866 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9867 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9868 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9869 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9870 | .padding(1) |
| 9871 | .kernel_size(3, 3) |
| 9872 | .stride(2) |
| 9873 | .group_input_channels(23) |
| 9874 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9875 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 9876 | .iterations(3) |
| 9877 | .TestF32(); |
| 9878 | } |
| 9879 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9880 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9881 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9882 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9883 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9884 | .padding(1) |
| 9885 | .kernel_size(3, 3) |
| 9886 | .stride(2) |
| 9887 | .group_input_channels(23) |
| 9888 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9889 | .qmin(128) |
| 9890 | .iterations(3) |
| 9891 | .TestF32(); |
| 9892 | } |
| 9893 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9894 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9895 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9896 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9897 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9898 | .padding(1) |
| 9899 | .kernel_size(3, 3) |
| 9900 | .stride(2) |
| 9901 | .group_input_channels(23) |
| 9902 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 9903 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9904 | .iterations(3) |
| 9905 | .TestF32(); |
| 9906 | } |
| 9907 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9908 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9909 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 9910 | DeconvolutionOperatorTester() |
| 9911 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9912 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 9913 | .padding(1) |
| 9914 | .kernel_size(3, 3) |
| 9915 | .stride(2) |
| 9916 | .group_input_channels(23) |
| 9917 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9918 | .iterations(3) |
| 9919 | .TestF32(); |
| 9920 | } |
| 9921 | |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 9922 | /**************************** SUBCONV2D/IGEMM path, grouped ****************************/ |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9923 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9924 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9925 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9926 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9927 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9928 | .padding(1) |
| 9929 | .kernel_size(3, 3) |
| 9930 | .stride(2) |
| 9931 | .groups(2) |
| 9932 | .group_input_channels(17) |
| 9933 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9934 | .iterations(3) |
| 9935 | .TestF32(); |
| 9936 | } |
| 9937 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9938 | TEST(DECONVOLUTION_NHWC_F32, grouped_Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9939 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9940 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 9941 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9942 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9943 | .padding_width(1) |
| 9944 | .kernel_size(kernel_height, 3) |
| 9945 | .stride(2) |
| 9946 | .groups(2) |
| 9947 | .group_input_channels(17) |
| 9948 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9949 | .iterations(3) |
| 9950 | .TestF32(); |
| 9951 | } |
| 9952 | } |
| 9953 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9954 | TEST(DECONVOLUTION_NHWC_F32, grouped_3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9955 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9956 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 9957 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9958 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9959 | .padding_height(1) |
| 9960 | .kernel_size(3, kernel_width) |
| 9961 | .stride(2) |
| 9962 | .groups(2) |
| 9963 | .group_input_channels(17) |
| 9964 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9965 | .iterations(3) |
| 9966 | .TestF32(); |
| 9967 | } |
| 9968 | } |
| 9969 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9970 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9971 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9972 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 9973 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9974 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9975 | .padding(1) |
| 9976 | .padding_width(1) |
| 9977 | .kernel_size(3, 3) |
| 9978 | .stride_height(stride_height) |
| 9979 | .groups(2) |
| 9980 | .group_input_channels(17) |
| 9981 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9982 | .iterations(3) |
| 9983 | .TestF32(); |
| 9984 | } |
| 9985 | } |
| 9986 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 9987 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 9988 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9989 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 9990 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 9991 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 9992 | .padding(1) |
| 9993 | .padding_width(1) |
| 9994 | .kernel_size(3, 3) |
| 9995 | .stride_width(stride_width) |
| 9996 | .groups(2) |
| 9997 | .group_input_channels(17) |
| 9998 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 9999 | .iterations(3) |
| 10000 | .TestF32(); |
| 10001 | } |
| 10002 | } |
| 10003 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10004 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10005 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10006 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 10007 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 10008 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10009 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10010 | .padding_width(1) |
| 10011 | .padding_top(padding_top) |
| 10012 | .padding_bottom(padding_bottom) |
| 10013 | .kernel_size(3, 3) |
| 10014 | .stride(2) |
| 10015 | .groups(2) |
| 10016 | .group_input_channels(17) |
| 10017 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10018 | .iterations(1) |
| 10019 | .TestF32(); |
| 10020 | } |
| 10021 | } |
| 10022 | } |
| 10023 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10024 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10025 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10026 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 10027 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 10028 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10029 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10030 | .padding_height(1) |
| 10031 | .padding_left(padding_left) |
| 10032 | .padding_right(padding_right) |
| 10033 | .kernel_size(3, 3) |
| 10034 | .stride(2) |
| 10035 | .groups(2) |
| 10036 | .group_input_channels(17) |
| 10037 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10038 | .iterations(1) |
| 10039 | .TestF32(); |
| 10040 | } |
| 10041 | } |
| 10042 | } |
| 10043 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10044 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10045 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 10046 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10047 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10048 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10049 | .padding(1) |
| 10050 | .adjustment_height(adjustment_height) |
| 10051 | .kernel_size(3, 3) |
| 10052 | .stride(2) |
| 10053 | .groups(2) |
| 10054 | .group_input_channels(17) |
| 10055 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10056 | .iterations(1) |
| 10057 | .TestF32(); |
| 10058 | } |
| 10059 | } |
| 10060 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10061 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10062 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 10063 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10064 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10065 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10066 | .padding(1) |
| 10067 | .adjustment_width(adjustment_width) |
| 10068 | .kernel_size(3, 3) |
| 10069 | .stride(2) |
| 10070 | .groups(2) |
| 10071 | .group_input_channels(17) |
| 10072 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10073 | .iterations(1) |
| 10074 | .TestF32(); |
| 10075 | } |
| 10076 | } |
| 10077 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10078 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10079 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10080 | 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] | 10081 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10082 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10083 | .padding(1) |
| 10084 | .kernel_size(3, 3) |
| 10085 | .stride(2) |
| 10086 | .groups(2) |
| 10087 | .group_input_channels(17) |
| 10088 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10089 | .iterations(1) |
| 10090 | .TestF32(); |
| 10091 | } |
| 10092 | } |
| 10093 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10094 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10095 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10096 | 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] | 10097 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10098 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10099 | .padding(1) |
| 10100 | .kernel_size(3, 3) |
| 10101 | .stride(2) |
| 10102 | .groups(2) |
| 10103 | .group_input_channels(17) |
| 10104 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10105 | .iterations(1) |
| 10106 | .TestF32(); |
| 10107 | } |
| 10108 | } |
| 10109 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10110 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10111 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10112 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 10113 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10114 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10115 | .padding(1) |
| 10116 | .kernel_size(3, 3) |
| 10117 | .stride(2) |
| 10118 | .groups(2) |
| 10119 | .group_input_channels(input_channels) |
| 10120 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10121 | .iterations(1) |
| 10122 | .TestF32(); |
| 10123 | } |
| 10124 | } |
| 10125 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10126 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10127 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10128 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 10129 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10130 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10131 | .padding(1) |
| 10132 | .kernel_size(3, 3) |
| 10133 | .stride(2) |
| 10134 | .groups(2) |
| 10135 | .group_input_channels(17) |
| 10136 | .group_output_channels(output_channels) |
| 10137 | .iterations(1) |
| 10138 | .TestF32(); |
| 10139 | } |
| 10140 | } |
| 10141 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10142 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10143 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10144 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10145 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10146 | .padding(1) |
| 10147 | .kernel_size(3, 3) |
| 10148 | .stride(2) |
| 10149 | .groups(2) |
| 10150 | .group_input_channels(17) |
| 10151 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10152 | .input_pixel_stride(37) |
| 10153 | .iterations(3) |
| 10154 | .TestF32(); |
| 10155 | } |
| 10156 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10157 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10158 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10159 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10160 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10161 | .padding(1) |
| 10162 | .kernel_size(3, 3) |
| 10163 | .stride(2) |
| 10164 | .groups(2) |
| 10165 | .group_input_channels(17) |
| 10166 | .group_output_channels(xnn_params.f32.gemm.nr + 3) |
| 10167 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 10168 | .iterations(3) |
| 10169 | .TestF32(); |
| 10170 | } |
| 10171 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10172 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10173 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10174 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10175 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10176 | .padding(1) |
| 10177 | .kernel_size(3, 3) |
| 10178 | .stride(2) |
| 10179 | .groups(2) |
| 10180 | .group_input_channels(17) |
| 10181 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10182 | .qmin(128) |
| 10183 | .iterations(3) |
| 10184 | .TestF32(); |
| 10185 | } |
| 10186 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10187 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10188 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10189 | DeconvolutionOperatorTester() |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10190 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10191 | .padding(1) |
| 10192 | .kernel_size(3, 3) |
| 10193 | .stride(2) |
| 10194 | .groups(2) |
| 10195 | .group_input_channels(17) |
| 10196 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 10197 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10198 | .iterations(3) |
| 10199 | .TestF32(); |
| 10200 | } |
| 10201 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10202 | TEST(DECONVOLUTION_NHWC_F32, grouped_3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10203 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 10204 | DeconvolutionOperatorTester() |
| 10205 | .has_bias(false) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10206 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 10207 | .padding(1) |
| 10208 | .kernel_size(3, 3) |
| 10209 | .stride(2) |
| 10210 | .groups(2) |
| 10211 | .group_input_channels(17) |
| 10212 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10213 | .iterations(3) |
| 10214 | .TestF32(); |
| 10215 | } |
| 10216 | |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 10217 | /**************************** SUBCONV2D/IGEMM path, batched ****************************/ |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10218 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10219 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10220 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10221 | DeconvolutionOperatorTester() |
| 10222 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10223 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10224 | .padding(1) |
| 10225 | .kernel_size(3, 3) |
| 10226 | .stride(2) |
| 10227 | .group_input_channels(15) |
| 10228 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10229 | .iterations(3) |
| 10230 | .TestF32(); |
| 10231 | } |
| 10232 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10233 | TEST(DECONVOLUTION_NHWC_F32, batched_Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10234 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10235 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 10236 | DeconvolutionOperatorTester() |
| 10237 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10238 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10239 | .padding_width(1) |
| 10240 | .kernel_size(kernel_height, 3) |
| 10241 | .stride(2) |
| 10242 | .group_input_channels(17) |
| 10243 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10244 | .iterations(3) |
| 10245 | .TestF32(); |
| 10246 | } |
| 10247 | } |
| 10248 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10249 | TEST(DECONVOLUTION_NHWC_F32, batched_3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10250 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10251 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 10252 | DeconvolutionOperatorTester() |
| 10253 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10254 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10255 | .padding_height(1) |
| 10256 | .kernel_size(3, kernel_width) |
| 10257 | .stride(2) |
| 10258 | .group_input_channels(17) |
| 10259 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10260 | .iterations(3) |
| 10261 | .TestF32(); |
| 10262 | } |
| 10263 | } |
| 10264 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10265 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10266 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10267 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 10268 | DeconvolutionOperatorTester() |
| 10269 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10270 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10271 | .padding(1) |
| 10272 | .padding_width(1) |
| 10273 | .kernel_size(3, 3) |
| 10274 | .stride_height(stride_height) |
| 10275 | .group_input_channels(17) |
| 10276 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10277 | .iterations(3) |
| 10278 | .TestF32(); |
| 10279 | } |
| 10280 | } |
| 10281 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10282 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10283 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10284 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 10285 | DeconvolutionOperatorTester() |
| 10286 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10287 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10288 | .padding(1) |
| 10289 | .padding_width(1) |
| 10290 | .kernel_size(3, 3) |
| 10291 | .stride_width(stride_width) |
| 10292 | .group_input_channels(17) |
| 10293 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10294 | .iterations(3) |
| 10295 | .TestF32(); |
| 10296 | } |
| 10297 | } |
| 10298 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10299 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10300 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10301 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 10302 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 10303 | DeconvolutionOperatorTester() |
| 10304 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10305 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10306 | .padding_width(1) |
| 10307 | .padding_top(padding_top) |
| 10308 | .padding_bottom(padding_bottom) |
| 10309 | .kernel_size(3, 3) |
| 10310 | .stride(2) |
| 10311 | .group_input_channels(15) |
| 10312 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10313 | .iterations(1) |
| 10314 | .TestF32(); |
| 10315 | } |
| 10316 | } |
| 10317 | } |
| 10318 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10319 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10320 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10321 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 10322 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 10323 | DeconvolutionOperatorTester() |
| 10324 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10325 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10326 | .padding_height(1) |
| 10327 | .padding_left(padding_left) |
| 10328 | .padding_right(padding_right) |
| 10329 | .kernel_size(3, 3) |
| 10330 | .stride(2) |
| 10331 | .group_input_channels(15) |
| 10332 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10333 | .iterations(1) |
| 10334 | .TestF32(); |
| 10335 | } |
| 10336 | } |
| 10337 | } |
| 10338 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10339 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10340 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 10341 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10342 | DeconvolutionOperatorTester() |
| 10343 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10344 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10345 | .padding(1) |
| 10346 | .adjustment_height(adjustment_height) |
| 10347 | .kernel_size(3, 3) |
| 10348 | .stride(2) |
| 10349 | .group_input_channels(15) |
| 10350 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10351 | .iterations(1) |
| 10352 | .TestF32(); |
| 10353 | } |
| 10354 | } |
| 10355 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10356 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10357 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 10358 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10359 | DeconvolutionOperatorTester() |
| 10360 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10361 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10362 | .padding(1) |
| 10363 | .adjustment_width(adjustment_width) |
| 10364 | .kernel_size(3, 3) |
| 10365 | .stride(2) |
| 10366 | .group_input_channels(15) |
| 10367 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10368 | .iterations(1) |
| 10369 | .TestF32(); |
| 10370 | } |
| 10371 | } |
| 10372 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10373 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10374 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10375 | 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] | 10376 | DeconvolutionOperatorTester() |
| 10377 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10378 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10379 | .padding(1) |
| 10380 | .kernel_size(3, 3) |
| 10381 | .stride(2) |
| 10382 | .group_input_channels(15) |
| 10383 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10384 | .iterations(1) |
| 10385 | .TestF32(); |
| 10386 | } |
| 10387 | } |
| 10388 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10389 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10390 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10391 | 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] | 10392 | DeconvolutionOperatorTester() |
| 10393 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10394 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10395 | .padding(1) |
| 10396 | .kernel_size(3, 3) |
| 10397 | .stride(2) |
| 10398 | .group_input_channels(15) |
| 10399 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10400 | .iterations(1) |
| 10401 | .TestF32(); |
| 10402 | } |
| 10403 | } |
| 10404 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10405 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10406 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10407 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 10408 | DeconvolutionOperatorTester() |
| 10409 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10410 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10411 | .padding(1) |
| 10412 | .kernel_size(3, 3) |
| 10413 | .stride(2) |
| 10414 | .group_input_channels(input_channels) |
| 10415 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10416 | .iterations(1) |
| 10417 | .TestF32(); |
| 10418 | } |
| 10419 | } |
| 10420 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10421 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10422 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10423 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 10424 | DeconvolutionOperatorTester() |
| 10425 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10426 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10427 | .padding(1) |
| 10428 | .kernel_size(3, 3) |
| 10429 | .stride(2) |
| 10430 | .group_input_channels(23) |
| 10431 | .group_output_channels(output_channels) |
| 10432 | .iterations(1) |
| 10433 | .TestF32(); |
| 10434 | } |
| 10435 | } |
| 10436 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10437 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10438 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10439 | DeconvolutionOperatorTester() |
| 10440 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10441 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10442 | .padding(1) |
| 10443 | .kernel_size(3, 3) |
| 10444 | .stride(2) |
| 10445 | .group_input_channels(23) |
| 10446 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10447 | .input_pixel_stride(28) |
| 10448 | .iterations(3) |
| 10449 | .TestF32(); |
| 10450 | } |
| 10451 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10452 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10453 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10454 | DeconvolutionOperatorTester() |
| 10455 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10456 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10457 | .padding(1) |
| 10458 | .kernel_size(3, 3) |
| 10459 | .stride(2) |
| 10460 | .group_input_channels(23) |
| 10461 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10462 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 10463 | .iterations(3) |
| 10464 | .TestF32(); |
| 10465 | } |
| 10466 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10467 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10468 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10469 | DeconvolutionOperatorTester() |
| 10470 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10471 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10472 | .padding(1) |
| 10473 | .kernel_size(3, 3) |
| 10474 | .stride(2) |
| 10475 | .group_input_channels(23) |
| 10476 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10477 | .qmin(128) |
| 10478 | .iterations(3) |
| 10479 | .TestF32(); |
| 10480 | } |
| 10481 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10482 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10483 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10484 | DeconvolutionOperatorTester() |
| 10485 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10486 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10487 | .padding(1) |
| 10488 | .kernel_size(3, 3) |
| 10489 | .stride(2) |
| 10490 | .group_input_channels(23) |
| 10491 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 10492 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10493 | .iterations(3) |
| 10494 | .TestF32(); |
| 10495 | } |
| 10496 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10497 | TEST(DECONVOLUTION_NHWC_F32, batched_3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10498 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 10499 | DeconvolutionOperatorTester() |
| 10500 | .has_bias(false) |
| 10501 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10502 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 10503 | .padding(1) |
| 10504 | .kernel_size(3, 3) |
| 10505 | .stride(2) |
| 10506 | .group_input_channels(23) |
| 10507 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10508 | .iterations(3) |
| 10509 | .TestF32(); |
| 10510 | } |
| 10511 | |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 10512 | /**************************** SUBCONV2D/IGEMM path, grouped, batched ****************************/ |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10513 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10514 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10515 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10516 | DeconvolutionOperatorTester() |
| 10517 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10518 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10519 | .padding(1) |
| 10520 | .kernel_size(3, 3) |
| 10521 | .stride(2) |
| 10522 | .groups(2) |
| 10523 | .group_input_channels(17) |
| 10524 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10525 | .iterations(3) |
| 10526 | .TestF32(); |
| 10527 | } |
| 10528 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10529 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_Kx3s2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10530 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10531 | for (size_t kernel_height = 2; kernel_height <= 5; kernel_height++) { |
| 10532 | DeconvolutionOperatorTester() |
| 10533 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10534 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10535 | .padding_width(1) |
| 10536 | .kernel_size(kernel_height, 3) |
| 10537 | .stride(2) |
| 10538 | .groups(2) |
| 10539 | .group_input_channels(17) |
| 10540 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10541 | .iterations(3) |
| 10542 | .TestF32(); |
| 10543 | } |
| 10544 | } |
| 10545 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10546 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3xKs2) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10547 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10548 | for (size_t kernel_width = 2; kernel_width <= 5; kernel_width++) { |
| 10549 | DeconvolutionOperatorTester() |
| 10550 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10551 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10552 | .padding_height(1) |
| 10553 | .kernel_size(3, kernel_width) |
| 10554 | .stride(2) |
| 10555 | .groups(2) |
| 10556 | .group_input_channels(17) |
| 10557 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10558 | .iterations(3) |
| 10559 | .TestF32(); |
| 10560 | } |
| 10561 | } |
| 10562 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10563 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3sSx1) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10564 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10565 | for (size_t stride_height = 2; stride_height <= 3; stride_height++) { |
| 10566 | DeconvolutionOperatorTester() |
| 10567 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10568 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10569 | .padding(1) |
| 10570 | .padding_width(1) |
| 10571 | .kernel_size(3, 3) |
| 10572 | .stride_height(stride_height) |
| 10573 | .groups(2) |
| 10574 | .group_input_channels(17) |
| 10575 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10576 | .iterations(3) |
| 10577 | .TestF32(); |
| 10578 | } |
| 10579 | } |
| 10580 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10581 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s1xS) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10582 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10583 | for (size_t stride_width = 2; stride_width <= 3; stride_width++) { |
| 10584 | DeconvolutionOperatorTester() |
| 10585 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10586 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10587 | .padding(1) |
| 10588 | .padding_width(1) |
| 10589 | .kernel_size(3, 3) |
| 10590 | .stride_width(stride_width) |
| 10591 | .groups(2) |
| 10592 | .group_input_channels(17) |
| 10593 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10594 | .iterations(3) |
| 10595 | .TestF32(); |
| 10596 | } |
| 10597 | } |
| 10598 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10599 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_height_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10600 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10601 | for (size_t padding_top = 0; padding_top <= 2; padding_top++) { |
| 10602 | for (size_t padding_bottom = 0; padding_bottom <= 2; padding_bottom++) { |
| 10603 | DeconvolutionOperatorTester() |
| 10604 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10605 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10606 | .padding_width(1) |
| 10607 | .padding_top(padding_top) |
| 10608 | .padding_bottom(padding_bottom) |
| 10609 | .kernel_size(3, 3) |
| 10610 | .stride(2) |
| 10611 | .groups(2) |
| 10612 | .group_input_channels(17) |
| 10613 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10614 | .iterations(1) |
| 10615 | .TestF32(); |
| 10616 | } |
| 10617 | } |
| 10618 | } |
| 10619 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10620 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_width_padding) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10621 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10622 | for (size_t padding_left = 0; padding_left <= 2; padding_left++) { |
| 10623 | for (size_t padding_right = 0; padding_right <= 2; padding_right++) { |
| 10624 | DeconvolutionOperatorTester() |
| 10625 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10626 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10627 | .padding_height(1) |
| 10628 | .padding_left(padding_left) |
| 10629 | .padding_right(padding_right) |
| 10630 | .kernel_size(3, 3) |
| 10631 | .stride(2) |
| 10632 | .groups(2) |
| 10633 | .group_input_channels(17) |
| 10634 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10635 | .iterations(1) |
| 10636 | .TestF32(); |
| 10637 | } |
| 10638 | } |
| 10639 | } |
| 10640 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10641 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_height_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10642 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 10643 | for (size_t adjustment_height = 0; adjustment_height <= 1; adjustment_height++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10644 | DeconvolutionOperatorTester() |
| 10645 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10646 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10647 | .padding(1) |
| 10648 | .adjustment_height(adjustment_height) |
| 10649 | .kernel_size(3, 3) |
| 10650 | .stride(2) |
| 10651 | .groups(2) |
| 10652 | .group_input_channels(17) |
| 10653 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10654 | .iterations(1) |
| 10655 | .TestF32(); |
| 10656 | } |
| 10657 | } |
| 10658 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10659 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_width_adjustment) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10660 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | 1898b91 | 2019-11-05 12:25:18 -0800 | [diff] [blame] | 10661 | for (size_t adjustment_width = 0; adjustment_width <= 1; adjustment_width++) { |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10662 | DeconvolutionOperatorTester() |
| 10663 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10664 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10665 | .padding(1) |
| 10666 | .adjustment_width(adjustment_width) |
| 10667 | .kernel_size(3, 3) |
| 10668 | .stride(2) |
| 10669 | .groups(2) |
| 10670 | .group_input_channels(17) |
| 10671 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10672 | .iterations(1) |
| 10673 | .TestF32(); |
| 10674 | } |
| 10675 | } |
| 10676 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10677 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_input_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10678 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10679 | 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] | 10680 | DeconvolutionOperatorTester() |
| 10681 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10682 | .input_size(input_height, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10683 | .padding(1) |
| 10684 | .kernel_size(3, 3) |
| 10685 | .stride(2) |
| 10686 | .groups(2) |
| 10687 | .group_input_channels(17) |
| 10688 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10689 | .iterations(1) |
| 10690 | .TestF32(); |
| 10691 | } |
| 10692 | } |
| 10693 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10694 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_input_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10695 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10696 | 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] | 10697 | DeconvolutionOperatorTester() |
| 10698 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10699 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10700 | .padding(1) |
| 10701 | .kernel_size(3, 3) |
| 10702 | .stride(2) |
| 10703 | .groups(2) |
| 10704 | .group_input_channels(17) |
| 10705 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10706 | .iterations(1) |
| 10707 | .TestF32(); |
| 10708 | } |
| 10709 | } |
| 10710 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10711 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_input_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10712 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10713 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 10714 | DeconvolutionOperatorTester() |
| 10715 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10716 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10717 | .padding(1) |
| 10718 | .kernel_size(3, 3) |
| 10719 | .stride(2) |
| 10720 | .groups(2) |
| 10721 | .group_input_channels(input_channels) |
| 10722 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10723 | .iterations(1) |
| 10724 | .TestF32(); |
| 10725 | } |
| 10726 | } |
| 10727 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10728 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_varying_output_channels) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10729 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10730 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 10731 | DeconvolutionOperatorTester() |
| 10732 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10733 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10734 | .padding(1) |
| 10735 | .kernel_size(3, 3) |
| 10736 | .stride(2) |
| 10737 | .groups(2) |
| 10738 | .group_input_channels(17) |
| 10739 | .group_output_channels(output_channels) |
| 10740 | .iterations(1) |
| 10741 | .TestF32(); |
| 10742 | } |
| 10743 | } |
| 10744 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10745 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_with_input_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10746 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10747 | DeconvolutionOperatorTester() |
| 10748 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10749 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10750 | .padding(1) |
| 10751 | .kernel_size(3, 3) |
| 10752 | .stride(2) |
| 10753 | .groups(2) |
| 10754 | .group_input_channels(17) |
| 10755 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10756 | .input_pixel_stride(37) |
| 10757 | .iterations(3) |
| 10758 | .TestF32(); |
| 10759 | } |
| 10760 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10761 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_with_output_stride) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10762 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10763 | DeconvolutionOperatorTester() |
| 10764 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10765 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10766 | .padding(1) |
| 10767 | .kernel_size(3, 3) |
| 10768 | .stride(2) |
| 10769 | .groups(2) |
| 10770 | .group_input_channels(17) |
| 10771 | .group_output_channels(xnn_params.f32.gemm.nr + 3) |
| 10772 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 10773 | .iterations(3) |
| 10774 | .TestF32(); |
| 10775 | } |
| 10776 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10777 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_with_qmin) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10778 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10779 | DeconvolutionOperatorTester() |
| 10780 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10781 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10782 | .padding(1) |
| 10783 | .kernel_size(3, 3) |
| 10784 | .stride(2) |
| 10785 | .groups(2) |
| 10786 | .group_input_channels(17) |
| 10787 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10788 | .qmin(128) |
| 10789 | .iterations(3) |
| 10790 | .TestF32(); |
| 10791 | } |
| 10792 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10793 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_with_qmax) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10794 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10795 | DeconvolutionOperatorTester() |
| 10796 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10797 | .input_size(kStridedInputHeight, kStridedInputWidth) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10798 | .padding(1) |
| 10799 | .kernel_size(3, 3) |
| 10800 | .stride(2) |
| 10801 | .groups(2) |
| 10802 | .group_input_channels(17) |
| 10803 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
Marat Dukhan | ab7424a | 2019-10-30 10:09:50 -0700 | [diff] [blame] | 10804 | .qmax(128) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10805 | .iterations(3) |
| 10806 | .TestF32(); |
| 10807 | } |
| 10808 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10809 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_3x3s2_without_bias) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10810 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 10811 | DeconvolutionOperatorTester() |
| 10812 | .has_bias(false) |
| 10813 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10814 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 10815 | .padding(1) |
| 10816 | .kernel_size(3, 3) |
| 10817 | .stride(2) |
| 10818 | .groups(2) |
| 10819 | .group_input_channels(17) |
| 10820 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10821 | .iterations(3) |
| 10822 | .TestF32(); |
| 10823 | } |
| 10824 | |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 10825 | /**************************** SUBCONV2D/IGEMM path, setup ****************************/ |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10826 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10827 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_setup_changing_batch) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10828 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10829 | DeconvolutionOperatorTester() |
| 10830 | .batch_size(2) |
| 10831 | .next_batch_size(5) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10832 | .input_size(kStridedInputHeight, kStridedInputWidth) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 10833 | .kernel_size(3, 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10834 | .stride(2) |
| 10835 | .groups(2) |
| 10836 | .group_input_channels(15) |
| 10837 | .group_output_channels(17) |
| 10838 | .TestSetupF32(); |
| 10839 | } |
| 10840 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10841 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_setup_changing_height) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10842 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10843 | DeconvolutionOperatorTester() |
| 10844 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10845 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 10846 | .next_input_height(kStridedInputHeight + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 10847 | .kernel_size(3, 3) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10848 | .stride(2) |
| 10849 | .groups(2) |
| 10850 | .group_input_channels(15) |
| 10851 | .group_output_channels(17) |
| 10852 | .TestSetupF32(); |
| 10853 | } |
| 10854 | |
Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 10855 | TEST(DECONVOLUTION_NHWC_F32, 3x3s2_setup_changing_width) { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 10856 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 10857 | DeconvolutionOperatorTester() |
| 10858 | .batch_size(2) |
Marat Dukhan | a41533d | 2019-11-04 10:40:51 -0800 | [diff] [blame] | 10859 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 10860 | .next_input_width(kStridedInputWidth + 3) |
Marat Dukhan | 2995427 | 2020-02-13 17:56:11 -0800 | [diff] [blame] | 10861 | .kernel_size(3, 3) |
| 10862 | .stride(2) |
| 10863 | .groups(2) |
| 10864 | .group_input_channels(15) |
| 10865 | .group_output_channels(17) |
| 10866 | .TestSetupF32(); |
| 10867 | } |
| 10868 | |
| 10869 | /**************************** SUBCONV2D/GEMM path ****************************/ |
| 10870 | |
| 10871 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2) { |
| 10872 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 10873 | DeconvolutionOperatorTester() |
| 10874 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 10875 | .kernel_size(2, 2) |
| 10876 | .stride(2) |
| 10877 | .group_input_channels(15) |
| 10878 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10879 | .iterations(3) |
| 10880 | .TestF32(); |
| 10881 | } |
| 10882 | |
| 10883 | TEST(DECONVOLUTION_NHWC_F32, Kx2sKx2) { |
| 10884 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 10885 | for (size_t kernel_height = 3; kernel_height <= 5; kernel_height++) { |
| 10886 | DeconvolutionOperatorTester() |
| 10887 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 10888 | .kernel_size(kernel_height, 2) |
| 10889 | .stride(kernel_height, 2) |
| 10890 | .group_input_channels(17) |
| 10891 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10892 | .iterations(3) |
| 10893 | .TestF32(); |
| 10894 | } |
| 10895 | } |
| 10896 | |
| 10897 | TEST(DECONVOLUTION_NHWC_F32, 2xKs2xK) { |
| 10898 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 10899 | for (size_t kernel_width = 3; kernel_width <= 5; kernel_width++) { |
| 10900 | DeconvolutionOperatorTester() |
| 10901 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 10902 | .kernel_size(2, kernel_width) |
| 10903 | .stride(2, kernel_width) |
| 10904 | .group_input_channels(17) |
| 10905 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10906 | .iterations(3) |
| 10907 | .TestF32(); |
| 10908 | } |
| 10909 | } |
| 10910 | |
| 10911 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2_height_adjustment) { |
| 10912 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 10913 | DeconvolutionOperatorTester() |
| 10914 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 10915 | .adjustment_height(1) |
| 10916 | .kernel_size(2, 2) |
| 10917 | .stride(2) |
| 10918 | .group_input_channels(15) |
| 10919 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10920 | .iterations(1) |
| 10921 | .TestF32(); |
| 10922 | } |
| 10923 | |
| 10924 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2_width_adjustment) { |
| 10925 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 10926 | DeconvolutionOperatorTester() |
| 10927 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 10928 | .adjustment_width(1) |
| 10929 | .kernel_size(2, 2) |
| 10930 | .stride(2) |
| 10931 | .group_input_channels(15) |
| 10932 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10933 | .iterations(1) |
| 10934 | .TestF32(); |
| 10935 | } |
| 10936 | |
| 10937 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2_varying_input_height) { |
| 10938 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 10939 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 10940 | DeconvolutionOperatorTester() |
| 10941 | .input_size(input_height, kStridedInputWidth) |
| 10942 | .kernel_size(2, 2) |
| 10943 | .stride(2) |
| 10944 | .group_input_channels(15) |
| 10945 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10946 | .iterations(1) |
| 10947 | .TestF32(); |
| 10948 | } |
| 10949 | } |
| 10950 | |
| 10951 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2_varying_input_width) { |
| 10952 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 10953 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 10954 | DeconvolutionOperatorTester() |
| 10955 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 10956 | .kernel_size(2, 2) |
| 10957 | .stride(2) |
| 10958 | .group_input_channels(15) |
| 10959 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10960 | .iterations(1) |
| 10961 | .TestF32(); |
| 10962 | } |
| 10963 | } |
| 10964 | |
| 10965 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2_varying_input_channels) { |
| 10966 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 10967 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 10968 | DeconvolutionOperatorTester() |
| 10969 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 10970 | .kernel_size(2, 2) |
| 10971 | .stride(2) |
| 10972 | .group_input_channels(input_channels) |
| 10973 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 10974 | .iterations(1) |
| 10975 | .TestF32(); |
| 10976 | } |
| 10977 | } |
| 10978 | |
| 10979 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2_varying_output_channels) { |
| 10980 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 10981 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 10982 | DeconvolutionOperatorTester() |
| 10983 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 10984 | .kernel_size(2, 2) |
| 10985 | .stride(2) |
| 10986 | .group_input_channels(23) |
| 10987 | .group_output_channels(output_channels) |
| 10988 | .iterations(1) |
| 10989 | .TestF32(); |
| 10990 | } |
| 10991 | } |
| 10992 | |
| 10993 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2_with_input_stride) { |
| 10994 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 10995 | DeconvolutionOperatorTester() |
| 10996 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 10997 | .kernel_size(2, 2) |
| 10998 | .stride(2) |
| 10999 | .group_input_channels(23) |
| 11000 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11001 | .input_pixel_stride(28) |
| 11002 | .iterations(3) |
| 11003 | .TestF32(); |
| 11004 | } |
| 11005 | |
| 11006 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2_with_output_stride) { |
| 11007 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11008 | DeconvolutionOperatorTester() |
| 11009 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11010 | .kernel_size(2, 2) |
| 11011 | .stride(2) |
| 11012 | .group_input_channels(23) |
| 11013 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11014 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 11015 | .iterations(3) |
| 11016 | .TestF32(); |
| 11017 | } |
| 11018 | |
| 11019 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2_with_qmin) { |
| 11020 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11021 | DeconvolutionOperatorTester() |
| 11022 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11023 | .kernel_size(2, 2) |
| 11024 | .stride(2) |
| 11025 | .group_input_channels(23) |
| 11026 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11027 | .qmin(128) |
| 11028 | .iterations(3) |
| 11029 | .TestF32(); |
| 11030 | } |
| 11031 | |
| 11032 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2_with_qmax) { |
| 11033 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11034 | DeconvolutionOperatorTester() |
| 11035 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11036 | .kernel_size(2, 2) |
| 11037 | .stride(2) |
| 11038 | .group_input_channels(23) |
| 11039 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11040 | .qmax(128) |
| 11041 | .iterations(3) |
| 11042 | .TestF32(); |
| 11043 | } |
| 11044 | |
| 11045 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2_without_bias) { |
| 11046 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11047 | DeconvolutionOperatorTester() |
| 11048 | .has_bias(false) |
| 11049 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11050 | .kernel_size(2, 2) |
| 11051 | .stride(2) |
| 11052 | .group_input_channels(23) |
| 11053 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11054 | .iterations(3) |
| 11055 | .TestF32(); |
| 11056 | } |
| 11057 | |
| 11058 | /**************************** SUBCONV2D/GEMM path, grouped ****************************/ |
| 11059 | |
| 11060 | TEST(DECONVOLUTION_NHWC_F32, grouped_2x2s2) { |
| 11061 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11062 | DeconvolutionOperatorTester() |
| 11063 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11064 | .kernel_size(2, 2) |
| 11065 | .stride(2) |
| 11066 | .groups(2) |
| 11067 | .group_input_channels(17) |
| 11068 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11069 | .iterations(3) |
| 11070 | .TestF32(); |
| 11071 | } |
| 11072 | |
| 11073 | TEST(DECONVOLUTION_NHWC_F32, grouped_Kx2sKx2) { |
| 11074 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11075 | for (size_t kernel_height = 3; kernel_height <= 5; kernel_height++) { |
| 11076 | DeconvolutionOperatorTester() |
| 11077 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11078 | .kernel_size(kernel_height, 2) |
| 11079 | .stride(kernel_height, 2) |
| 11080 | .groups(2) |
| 11081 | .group_input_channels(17) |
| 11082 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11083 | .iterations(3) |
| 11084 | .TestF32(); |
| 11085 | } |
| 11086 | } |
| 11087 | |
| 11088 | TEST(DECONVOLUTION_NHWC_F32, grouped_2xKs2xK) { |
| 11089 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11090 | for (size_t kernel_width = 3; kernel_width <= 5; kernel_width++) { |
| 11091 | DeconvolutionOperatorTester() |
| 11092 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11093 | .kernel_size(2, kernel_width) |
| 11094 | .stride(2, kernel_width) |
| 11095 | .groups(2) |
| 11096 | .group_input_channels(17) |
| 11097 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11098 | .iterations(3) |
| 11099 | .TestF32(); |
| 11100 | } |
| 11101 | } |
| 11102 | |
| 11103 | TEST(DECONVOLUTION_NHWC_F32, grouped_2x2s2_height_adjustment) { |
| 11104 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11105 | DeconvolutionOperatorTester() |
| 11106 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11107 | .adjustment_height(1) |
| 11108 | .kernel_size(2, 2) |
| 11109 | .stride(2) |
| 11110 | .groups(2) |
| 11111 | .group_input_channels(17) |
| 11112 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11113 | .iterations(1) |
| 11114 | .TestF32(); |
| 11115 | } |
| 11116 | |
| 11117 | TEST(DECONVOLUTION_NHWC_F32, grouped_2x2s2_width_adjustment) { |
| 11118 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11119 | DeconvolutionOperatorTester() |
| 11120 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11121 | .adjustment_width(1) |
| 11122 | .kernel_size(2, 2) |
| 11123 | .stride(2) |
| 11124 | .groups(2) |
| 11125 | .group_input_channels(17) |
| 11126 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11127 | .iterations(1) |
| 11128 | .TestF32(); |
| 11129 | } |
| 11130 | |
| 11131 | TEST(DECONVOLUTION_NHWC_F32, grouped_2x2s2_varying_input_height) { |
| 11132 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11133 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 11134 | DeconvolutionOperatorTester() |
| 11135 | .input_size(input_height, kStridedInputWidth) |
| 11136 | .kernel_size(2, 2) |
| 11137 | .stride(2) |
| 11138 | .groups(2) |
| 11139 | .group_input_channels(17) |
| 11140 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11141 | .iterations(1) |
| 11142 | .TestF32(); |
| 11143 | } |
| 11144 | } |
| 11145 | |
| 11146 | TEST(DECONVOLUTION_NHWC_F32, grouped_2x2s2_varying_input_width) { |
| 11147 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11148 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 11149 | DeconvolutionOperatorTester() |
| 11150 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11151 | .kernel_size(2, 2) |
| 11152 | .stride(2) |
| 11153 | .groups(2) |
| 11154 | .group_input_channels(17) |
| 11155 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11156 | .iterations(1) |
| 11157 | .TestF32(); |
| 11158 | } |
| 11159 | } |
| 11160 | |
| 11161 | TEST(DECONVOLUTION_NHWC_F32, grouped_2x2s2_varying_input_channels) { |
| 11162 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11163 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 11164 | DeconvolutionOperatorTester() |
| 11165 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11166 | .kernel_size(2, 2) |
| 11167 | .stride(2) |
| 11168 | .groups(2) |
| 11169 | .group_input_channels(input_channels) |
| 11170 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11171 | .iterations(1) |
| 11172 | .TestF32(); |
| 11173 | } |
| 11174 | } |
| 11175 | |
| 11176 | TEST(DECONVOLUTION_NHWC_F32, grouped_2x2s2_varying_output_channels) { |
| 11177 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11178 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 11179 | DeconvolutionOperatorTester() |
| 11180 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11181 | .kernel_size(2, 2) |
| 11182 | .stride(2) |
| 11183 | .groups(2) |
| 11184 | .group_input_channels(17) |
| 11185 | .group_output_channels(output_channels) |
| 11186 | .iterations(1) |
| 11187 | .TestF32(); |
| 11188 | } |
| 11189 | } |
| 11190 | |
| 11191 | TEST(DECONVOLUTION_NHWC_F32, grouped_2x2s2_with_input_stride) { |
| 11192 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11193 | DeconvolutionOperatorTester() |
| 11194 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11195 | .kernel_size(2, 2) |
| 11196 | .stride(2) |
| 11197 | .groups(2) |
| 11198 | .group_input_channels(17) |
| 11199 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11200 | .input_pixel_stride(37) |
| 11201 | .iterations(3) |
| 11202 | .TestF32(); |
| 11203 | } |
| 11204 | |
| 11205 | TEST(DECONVOLUTION_NHWC_F32, grouped_2x2s2_with_output_stride) { |
| 11206 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11207 | DeconvolutionOperatorTester() |
| 11208 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11209 | .kernel_size(2, 2) |
| 11210 | .stride(2) |
| 11211 | .groups(2) |
| 11212 | .group_input_channels(17) |
| 11213 | .group_output_channels(xnn_params.f32.gemm.nr + 3) |
| 11214 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 11215 | .iterations(3) |
| 11216 | .TestF32(); |
| 11217 | } |
| 11218 | |
| 11219 | TEST(DECONVOLUTION_NHWC_F32, grouped_2x2s2_with_qmin) { |
| 11220 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11221 | DeconvolutionOperatorTester() |
| 11222 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11223 | .kernel_size(2, 2) |
| 11224 | .stride(2) |
| 11225 | .groups(2) |
| 11226 | .group_input_channels(17) |
| 11227 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11228 | .qmin(128) |
| 11229 | .iterations(3) |
| 11230 | .TestF32(); |
| 11231 | } |
| 11232 | |
| 11233 | TEST(DECONVOLUTION_NHWC_F32, grouped_2x2s2_with_qmax) { |
| 11234 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11235 | DeconvolutionOperatorTester() |
| 11236 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11237 | .kernel_size(2, 2) |
| 11238 | .stride(2) |
| 11239 | .groups(2) |
| 11240 | .group_input_channels(17) |
| 11241 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11242 | .qmax(128) |
| 11243 | .iterations(3) |
| 11244 | .TestF32(); |
| 11245 | } |
| 11246 | |
| 11247 | TEST(DECONVOLUTION_NHWC_F32, grouped_2x2s2_without_bias) { |
| 11248 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11249 | DeconvolutionOperatorTester() |
| 11250 | .has_bias(false) |
| 11251 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11252 | .kernel_size(2, 2) |
| 11253 | .stride(2) |
| 11254 | .groups(2) |
| 11255 | .group_input_channels(17) |
| 11256 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11257 | .iterations(3) |
| 11258 | .TestF32(); |
| 11259 | } |
| 11260 | |
| 11261 | /**************************** SUBCONV2D/GEMM path, batched ****************************/ |
| 11262 | |
| 11263 | TEST(DECONVOLUTION_NHWC_F32, batched_2x2s2) { |
| 11264 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11265 | DeconvolutionOperatorTester() |
| 11266 | .batch_size(2) |
| 11267 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11268 | .kernel_size(2, 2) |
| 11269 | .stride(2) |
| 11270 | .group_input_channels(15) |
| 11271 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11272 | .iterations(3) |
| 11273 | .TestF32(); |
| 11274 | } |
| 11275 | |
| 11276 | TEST(DECONVOLUTION_NHWC_F32, batched_Kx2sKx2) { |
| 11277 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11278 | for (size_t kernel_height = 3; kernel_height <= 5; kernel_height++) { |
| 11279 | DeconvolutionOperatorTester() |
| 11280 | .batch_size(2) |
| 11281 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11282 | .kernel_size(kernel_height, 2) |
| 11283 | .stride(kernel_height, 2) |
| 11284 | .group_input_channels(17) |
| 11285 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11286 | .iterations(3) |
| 11287 | .TestF32(); |
| 11288 | } |
| 11289 | } |
| 11290 | |
| 11291 | TEST(DECONVOLUTION_NHWC_F32, batched_2xKs2xK) { |
| 11292 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11293 | for (size_t kernel_width = 3; kernel_width <= 5; kernel_width++) { |
| 11294 | DeconvolutionOperatorTester() |
| 11295 | .batch_size(2) |
| 11296 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11297 | .kernel_size(2, kernel_width) |
| 11298 | .stride(2, kernel_width) |
| 11299 | .group_input_channels(17) |
| 11300 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11301 | .iterations(3) |
| 11302 | .TestF32(); |
| 11303 | } |
| 11304 | } |
| 11305 | |
| 11306 | TEST(DECONVOLUTION_NHWC_F32, batched_2x2s2_height_adjustment) { |
| 11307 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11308 | DeconvolutionOperatorTester() |
| 11309 | .batch_size(2) |
| 11310 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11311 | .adjustment_height(1) |
| 11312 | .kernel_size(2, 2) |
| 11313 | .stride(2) |
| 11314 | .group_input_channels(15) |
| 11315 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11316 | .iterations(1) |
| 11317 | .TestF32(); |
| 11318 | } |
| 11319 | |
| 11320 | TEST(DECONVOLUTION_NHWC_F32, batched_2x2s2_width_adjustment) { |
| 11321 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11322 | DeconvolutionOperatorTester() |
| 11323 | .batch_size(2) |
| 11324 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11325 | .adjustment_width(1) |
| 11326 | .kernel_size(2, 2) |
| 11327 | .stride(2) |
| 11328 | .group_input_channels(15) |
| 11329 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11330 | .iterations(1) |
| 11331 | .TestF32(); |
| 11332 | } |
| 11333 | |
| 11334 | TEST(DECONVOLUTION_NHWC_F32, batched_2x2s2_varying_input_height) { |
| 11335 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11336 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 11337 | DeconvolutionOperatorTester() |
| 11338 | .batch_size(2) |
| 11339 | .input_size(input_height, kStridedInputWidth) |
| 11340 | .kernel_size(2, 2) |
| 11341 | .stride(2) |
| 11342 | .group_input_channels(15) |
| 11343 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11344 | .iterations(1) |
| 11345 | .TestF32(); |
| 11346 | } |
| 11347 | } |
| 11348 | |
| 11349 | TEST(DECONVOLUTION_NHWC_F32, batched_2x2s2_varying_input_width) { |
| 11350 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11351 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 11352 | DeconvolutionOperatorTester() |
| 11353 | .batch_size(2) |
| 11354 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11355 | .kernel_size(2, 2) |
| 11356 | .stride(2) |
| 11357 | .group_input_channels(15) |
| 11358 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11359 | .iterations(1) |
| 11360 | .TestF32(); |
| 11361 | } |
| 11362 | } |
| 11363 | |
| 11364 | TEST(DECONVOLUTION_NHWC_F32, batched_2x2s2_varying_input_channels) { |
| 11365 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11366 | for (size_t input_channels = 1; input_channels <= 16; input_channels *= 4) { |
| 11367 | DeconvolutionOperatorTester() |
| 11368 | .batch_size(2) |
| 11369 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11370 | .kernel_size(2, 2) |
| 11371 | .stride(2) |
| 11372 | .group_input_channels(input_channels) |
| 11373 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11374 | .iterations(1) |
| 11375 | .TestF32(); |
| 11376 | } |
| 11377 | } |
| 11378 | |
| 11379 | TEST(DECONVOLUTION_NHWC_F32, batched_2x2s2_varying_output_channels) { |
| 11380 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11381 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 11382 | DeconvolutionOperatorTester() |
| 11383 | .batch_size(2) |
| 11384 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11385 | .kernel_size(2, 2) |
| 11386 | .stride(2) |
| 11387 | .group_input_channels(23) |
| 11388 | .group_output_channels(output_channels) |
| 11389 | .iterations(1) |
| 11390 | .TestF32(); |
| 11391 | } |
| 11392 | } |
| 11393 | |
| 11394 | TEST(DECONVOLUTION_NHWC_F32, batched_2x2s2_with_input_stride) { |
| 11395 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11396 | DeconvolutionOperatorTester() |
| 11397 | .batch_size(2) |
| 11398 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11399 | .kernel_size(2, 2) |
| 11400 | .stride(2) |
| 11401 | .group_input_channels(23) |
| 11402 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11403 | .input_pixel_stride(28) |
| 11404 | .iterations(3) |
| 11405 | .TestF32(); |
| 11406 | } |
| 11407 | |
| 11408 | TEST(DECONVOLUTION_NHWC_F32, batched_2x2s2_with_output_stride) { |
| 11409 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11410 | DeconvolutionOperatorTester() |
| 11411 | .batch_size(2) |
| 11412 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11413 | .kernel_size(2, 2) |
| 11414 | .stride(2) |
| 11415 | .group_input_channels(23) |
| 11416 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11417 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 11418 | .iterations(3) |
| 11419 | .TestF32(); |
| 11420 | } |
| 11421 | |
| 11422 | TEST(DECONVOLUTION_NHWC_F32, batched_2x2s2_with_qmin) { |
| 11423 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11424 | DeconvolutionOperatorTester() |
| 11425 | .batch_size(2) |
| 11426 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11427 | .kernel_size(2, 2) |
| 11428 | .stride(2) |
| 11429 | .group_input_channels(23) |
| 11430 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11431 | .qmin(128) |
| 11432 | .iterations(3) |
| 11433 | .TestF32(); |
| 11434 | } |
| 11435 | |
| 11436 | TEST(DECONVOLUTION_NHWC_F32, batched_2x2s2_with_qmax) { |
| 11437 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11438 | DeconvolutionOperatorTester() |
| 11439 | .batch_size(2) |
| 11440 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11441 | .kernel_size(2, 2) |
| 11442 | .stride(2) |
| 11443 | .group_input_channels(23) |
| 11444 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11445 | .qmax(128) |
| 11446 | .iterations(3) |
| 11447 | .TestF32(); |
| 11448 | } |
| 11449 | |
| 11450 | TEST(DECONVOLUTION_NHWC_F32, batched_2x2s2_without_bias) { |
| 11451 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11452 | DeconvolutionOperatorTester() |
| 11453 | .has_bias(false) |
| 11454 | .batch_size(2) |
| 11455 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11456 | .kernel_size(2, 2) |
| 11457 | .stride(2) |
| 11458 | .group_input_channels(23) |
| 11459 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11460 | .iterations(3) |
| 11461 | .TestF32(); |
| 11462 | } |
| 11463 | |
| 11464 | /**************************** SUBCONV2D/GEMM path, grouped, batched ****************************/ |
| 11465 | |
| 11466 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_2x2s2) { |
| 11467 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11468 | DeconvolutionOperatorTester() |
| 11469 | .batch_size(2) |
| 11470 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11471 | .kernel_size(2, 2) |
| 11472 | .stride(2) |
| 11473 | .groups(2) |
| 11474 | .group_input_channels(17) |
| 11475 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11476 | .iterations(3) |
| 11477 | .TestF32(); |
| 11478 | } |
| 11479 | |
| 11480 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_Kx2sKx2) { |
| 11481 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11482 | for (size_t kernel_height = 3; kernel_height <= 5; kernel_height++) { |
| 11483 | DeconvolutionOperatorTester() |
| 11484 | .batch_size(2) |
| 11485 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11486 | .kernel_size(kernel_height, 2) |
| 11487 | .stride(kernel_height, 2) |
| 11488 | .groups(2) |
| 11489 | .group_input_channels(17) |
| 11490 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11491 | .iterations(3) |
| 11492 | .TestF32(); |
| 11493 | } |
| 11494 | } |
| 11495 | |
| 11496 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_2xKs2xK) { |
| 11497 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11498 | for (size_t kernel_width = 3; kernel_width <= 5; kernel_width++) { |
| 11499 | DeconvolutionOperatorTester() |
| 11500 | .batch_size(2) |
| 11501 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11502 | .kernel_size(2, kernel_width) |
| 11503 | .stride(2, kernel_width) |
| 11504 | .groups(2) |
| 11505 | .group_input_channels(17) |
| 11506 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11507 | .iterations(3) |
| 11508 | .TestF32(); |
| 11509 | } |
| 11510 | } |
| 11511 | |
| 11512 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_2x2s2_height_adjustment) { |
| 11513 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11514 | DeconvolutionOperatorTester() |
| 11515 | .batch_size(2) |
| 11516 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11517 | .adjustment_height(1) |
| 11518 | .kernel_size(2, 2) |
| 11519 | .stride(2) |
| 11520 | .groups(2) |
| 11521 | .group_input_channels(17) |
| 11522 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11523 | .iterations(1) |
| 11524 | .TestF32(); |
| 11525 | } |
| 11526 | |
| 11527 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_2x2s2_width_adjustment) { |
| 11528 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11529 | DeconvolutionOperatorTester() |
| 11530 | .batch_size(2) |
| 11531 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11532 | .adjustment_width(1) |
| 11533 | .kernel_size(2, 2) |
| 11534 | .stride(2) |
| 11535 | .groups(2) |
| 11536 | .group_input_channels(17) |
| 11537 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11538 | .iterations(1) |
| 11539 | .TestF32(); |
| 11540 | } |
| 11541 | |
| 11542 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_2x2s2_varying_input_height) { |
| 11543 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11544 | for (size_t input_height = kStridedInputHeight - 2; input_height <= kStridedInputHeight + 2; input_height++) { |
| 11545 | DeconvolutionOperatorTester() |
| 11546 | .batch_size(2) |
| 11547 | .input_size(input_height, kStridedInputWidth) |
| 11548 | .kernel_size(2, 2) |
| 11549 | .stride(2) |
| 11550 | .groups(2) |
| 11551 | .group_input_channels(17) |
| 11552 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11553 | .iterations(1) |
| 11554 | .TestF32(); |
| 11555 | } |
| 11556 | } |
| 11557 | |
| 11558 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_2x2s2_varying_input_width) { |
| 11559 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11560 | for (size_t input_width = kStridedInputWidth - 2; input_width <= kStridedInputWidth + 2; input_width++) { |
| 11561 | DeconvolutionOperatorTester() |
| 11562 | .batch_size(2) |
| 11563 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11564 | .kernel_size(2, 2) |
| 11565 | .stride(2) |
| 11566 | .groups(2) |
| 11567 | .group_input_channels(17) |
| 11568 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11569 | .iterations(1) |
| 11570 | .TestF32(); |
| 11571 | } |
| 11572 | } |
| 11573 | |
| 11574 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_2x2s2_varying_input_channels) { |
| 11575 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11576 | for (size_t input_channels = 14; input_channels <= 20; input_channels++) { |
| 11577 | DeconvolutionOperatorTester() |
| 11578 | .batch_size(2) |
| 11579 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11580 | .kernel_size(2, 2) |
| 11581 | .stride(2) |
| 11582 | .groups(2) |
| 11583 | .group_input_channels(input_channels) |
| 11584 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11585 | .iterations(1) |
| 11586 | .TestF32(); |
| 11587 | } |
| 11588 | } |
| 11589 | |
| 11590 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_2x2s2_varying_output_channels) { |
| 11591 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11592 | for (size_t output_channels = 1; output_channels <= xnn_params.f32.gemm.nr * 2; output_channels *= 2) { |
| 11593 | DeconvolutionOperatorTester() |
| 11594 | .batch_size(2) |
| 11595 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11596 | .kernel_size(2, 2) |
| 11597 | .stride(2) |
| 11598 | .groups(2) |
| 11599 | .group_input_channels(17) |
| 11600 | .group_output_channels(output_channels) |
| 11601 | .iterations(1) |
| 11602 | .TestF32(); |
| 11603 | } |
| 11604 | } |
| 11605 | |
| 11606 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_2x2s2_with_input_stride) { |
| 11607 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11608 | DeconvolutionOperatorTester() |
| 11609 | .batch_size(2) |
| 11610 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11611 | .kernel_size(2, 2) |
| 11612 | .stride(2) |
| 11613 | .groups(2) |
| 11614 | .group_input_channels(17) |
| 11615 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11616 | .input_pixel_stride(37) |
| 11617 | .iterations(3) |
| 11618 | .TestF32(); |
| 11619 | } |
| 11620 | |
| 11621 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_2x2s2_with_output_stride) { |
| 11622 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11623 | DeconvolutionOperatorTester() |
| 11624 | .batch_size(2) |
| 11625 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11626 | .kernel_size(2, 2) |
| 11627 | .stride(2) |
| 11628 | .groups(2) |
| 11629 | .group_input_channels(17) |
| 11630 | .group_output_channels(xnn_params.f32.gemm.nr + 3) |
| 11631 | .output_pixel_stride(xnn_params.f32.gemm.nr * 2 + 13) |
| 11632 | .iterations(3) |
| 11633 | .TestF32(); |
| 11634 | } |
| 11635 | |
| 11636 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_2x2s2_with_qmin) { |
| 11637 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11638 | DeconvolutionOperatorTester() |
| 11639 | .batch_size(2) |
| 11640 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11641 | .kernel_size(2, 2) |
| 11642 | .stride(2) |
| 11643 | .groups(2) |
| 11644 | .group_input_channels(17) |
| 11645 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11646 | .qmin(128) |
| 11647 | .iterations(3) |
| 11648 | .TestF32(); |
| 11649 | } |
| 11650 | |
| 11651 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_2x2s2_with_qmax) { |
| 11652 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11653 | DeconvolutionOperatorTester() |
| 11654 | .batch_size(2) |
| 11655 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11656 | .kernel_size(2, 2) |
| 11657 | .stride(2) |
| 11658 | .groups(2) |
| 11659 | .group_input_channels(17) |
| 11660 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11661 | .qmax(128) |
| 11662 | .iterations(3) |
| 11663 | .TestF32(); |
| 11664 | } |
| 11665 | |
| 11666 | TEST(DECONVOLUTION_NHWC_F32, batched_grouped_2x2s2_without_bias) { |
| 11667 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11668 | DeconvolutionOperatorTester() |
| 11669 | .has_bias(false) |
| 11670 | .batch_size(2) |
| 11671 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11672 | .kernel_size(2, 2) |
| 11673 | .stride(2) |
| 11674 | .groups(2) |
| 11675 | .group_input_channels(17) |
| 11676 | .group_output_channels(xnn_params.f32.gemm.nr * 2 + 3) |
| 11677 | .iterations(3) |
| 11678 | .TestF32(); |
| 11679 | } |
| 11680 | |
| 11681 | /**************************** SUBCONV2D/GEMM path, setup ****************************/ |
| 11682 | |
| 11683 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2_setup_changing_batch) { |
| 11684 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11685 | DeconvolutionOperatorTester() |
| 11686 | .batch_size(2) |
| 11687 | .next_batch_size(5) |
| 11688 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11689 | .kernel_size(2, 2) |
| 11690 | .stride(2) |
| 11691 | .groups(2) |
| 11692 | .group_input_channels(15) |
| 11693 | .group_output_channels(17) |
| 11694 | .TestSetupF32(); |
| 11695 | } |
| 11696 | |
| 11697 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2_setup_changing_height) { |
| 11698 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11699 | DeconvolutionOperatorTester() |
| 11700 | .batch_size(2) |
| 11701 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11702 | .next_input_height(kStridedInputHeight + 3) |
| 11703 | .kernel_size(2, 2) |
| 11704 | .stride(2) |
| 11705 | .groups(2) |
| 11706 | .group_input_channels(15) |
| 11707 | .group_output_channels(17) |
| 11708 | .TestSetupF32(); |
| 11709 | } |
| 11710 | |
| 11711 | TEST(DECONVOLUTION_NHWC_F32, 2x2s2_setup_changing_width) { |
| 11712 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 11713 | DeconvolutionOperatorTester() |
| 11714 | .batch_size(2) |
| 11715 | .input_size(kStridedInputHeight, kStridedInputWidth) |
| 11716 | .next_input_width(kStridedInputWidth + 3) |
| 11717 | .kernel_size(2, 2) |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 11718 | .stride(2) |
| 11719 | .groups(2) |
| 11720 | .group_input_channels(15) |
| 11721 | .group_output_channels(17) |
| 11722 | .TestSetupF32(); |
| 11723 | } |