| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1 | // Copyright (c) Facebook, Inc. and its affiliates. |
| 2 | // All rights reserved. |
| 3 | // |
| 4 | // Copyright 2019 Google LLC |
| 5 | // |
| 6 | // This source code is licensed under the BSD-style license found in the |
| 7 | // LICENSE file in the root directory of this source tree. |
| 8 | |
| 9 | #include <gtest/gtest.h> |
| 10 | |
| 11 | #include "convolution-operator-tester.h" |
| 12 | |
| 13 | |
| Marat Dukhan | 9726246 | 2021-06-18 16:14:17 -0700 | [diff] [blame] | 14 | TEST(CONVOLUTION_NHWC_QC8, 1x1) { |
| 15 | ConvolutionOperatorTester() |
| 16 | .input_size(27, 29) |
| 17 | .kernel_size(1, 1) |
| 18 | .group_input_channels(23) |
| 19 | .group_output_channels(19) |
| 20 | .iterations(3) |
| 21 | .TestNHWCxQC8(); |
| 22 | } |
| 23 | |
| 24 | TEST(CONVOLUTION_NHWC_QC8, 1x1_with_qmin) { |
| 25 | ConvolutionOperatorTester() |
| 26 | .input_size(27, 29) |
| 27 | .kernel_size(1, 1) |
| 28 | .group_input_channels(23) |
| 29 | .group_output_channels(19) |
| 30 | .qmin(128) |
| 31 | .iterations(3) |
| 32 | .TestNHWCxQC8(); |
| 33 | } |
| 34 | |
| 35 | TEST(CONVOLUTION_NHWC_QC8, 1x1_with_qmax) { |
| 36 | ConvolutionOperatorTester() |
| 37 | .input_size(27, 29) |
| 38 | .kernel_size(1, 1) |
| 39 | .group_input_channels(23) |
| 40 | .group_output_channels(19) |
| 41 | .qmax(128) |
| 42 | .iterations(3) |
| 43 | .TestNHWCxQC8(); |
| 44 | } |
| 45 | |
| 46 | TEST(CONVOLUTION_NHWC_QC8, 1x1_with_input_stride) { |
| 47 | ConvolutionOperatorTester() |
| 48 | .input_size(27, 29) |
| 49 | .kernel_size(1, 1) |
| 50 | .input_channel_stride(28) |
| 51 | .group_input_channels(23) |
| 52 | .group_output_channels(19) |
| 53 | .iterations(3) |
| 54 | .TestNHWCxQC8(); |
| 55 | } |
| 56 | |
| 57 | TEST(CONVOLUTION_NHWC_QC8, 1x1_with_output_stride) { |
| 58 | ConvolutionOperatorTester() |
| 59 | .input_size(27, 29) |
| 60 | .kernel_size(1, 1) |
| 61 | .output_channel_stride(29) |
| 62 | .group_input_channels(23) |
| 63 | .group_output_channels(19) |
| 64 | .iterations(3) |
| 65 | .TestNHWCxQC8(); |
| 66 | } |
| 67 | |
| 68 | TEST(CONVOLUTION_NHWC_QC8, 1x1_without_bias) { |
| 69 | ConvolutionOperatorTester() |
| 70 | .has_bias(false) |
| 71 | .input_size(13, 14) |
| 72 | .kernel_size(1, 1) |
| 73 | .group_input_channels(23) |
| 74 | .group_output_channels(19) |
| 75 | .iterations(3) |
| 76 | .TestNHWCxQC8(); |
| 77 | } |
| 78 | |
| 79 | TEST(CONVOLUTION_NHWC_QC8, 1x1_with_batch) { |
| 80 | ConvolutionOperatorTester() |
| 81 | .batch_size(3) |
| 82 | .input_size(13, 14) |
| 83 | .kernel_size(1, 1) |
| 84 | .group_input_channels(23) |
| 85 | .group_output_channels(19) |
| 86 | .iterations(3) |
| 87 | .TestNHWCxQC8(); |
| 88 | } |
| 89 | |
| 90 | TEST(CONVOLUTION_NHWC_QC8, grouped_1x1) { |
| 91 | ConvolutionOperatorTester() |
| 92 | .input_size(24, 25) |
| 93 | .kernel_size(1, 1) |
| 94 | .groups(2) |
| 95 | .group_input_channels(17) |
| 96 | .group_output_channels(19) |
| 97 | .iterations(3) |
| 98 | .TestNHWCxQC8(); |
| 99 | } |
| 100 | |
| 101 | TEST(CONVOLUTION_NHWC_QC8, grouped_1x1_with_qmin) { |
| 102 | ConvolutionOperatorTester() |
| 103 | .input_size(24, 25) |
| 104 | .kernel_size(1, 1) |
| 105 | .groups(2) |
| 106 | .group_input_channels(17) |
| 107 | .group_output_channels(19) |
| 108 | .qmin(128) |
| 109 | .iterations(3) |
| 110 | .TestNHWCxQC8(); |
| 111 | } |
| 112 | |
| 113 | TEST(CONVOLUTION_NHWC_QC8, grouped_1x1_with_qmax) { |
| 114 | ConvolutionOperatorTester() |
| 115 | .input_size(24, 25) |
| 116 | .kernel_size(1, 1) |
| 117 | .groups(2) |
| 118 | .group_input_channels(17) |
| 119 | .group_output_channels(19) |
| 120 | .qmax(128) |
| 121 | .iterations(3) |
| 122 | .TestNHWCxQC8(); |
| 123 | } |
| 124 | |
| 125 | TEST(CONVOLUTION_NHWC_QC8, grouped_1x1_with_input_stride) { |
| 126 | ConvolutionOperatorTester() |
| 127 | .input_size(24, 25) |
| 128 | .kernel_size(1, 1) |
| 129 | .groups(2) |
| 130 | .input_channel_stride(37) |
| 131 | .group_input_channels(17) |
| 132 | .group_output_channels(19) |
| 133 | .iterations(3) |
| 134 | .TestNHWCxQC8(); |
| 135 | } |
| 136 | |
| 137 | TEST(CONVOLUTION_NHWC_QC8, grouped_1x1_with_output_stride) { |
| 138 | ConvolutionOperatorTester() |
| 139 | .input_size(24, 25) |
| 140 | .kernel_size(1, 1) |
| 141 | .groups(2) |
| 142 | .output_channel_stride(41) |
| 143 | .group_input_channels(17) |
| 144 | .group_output_channels(19) |
| 145 | .iterations(3) |
| 146 | .TestNHWCxQC8(); |
| 147 | } |
| 148 | |
| 149 | TEST(CONVOLUTION_NHWC_QC8, grouped_1x1_without_bias) { |
| 150 | ConvolutionOperatorTester() |
| 151 | .has_bias(false) |
| 152 | .input_size(24, 25) |
| 153 | .kernel_size(1, 1) |
| 154 | .groups(2) |
| 155 | .group_input_channels(17) |
| 156 | .group_output_channels(19) |
| 157 | .iterations(3) |
| 158 | .TestNHWCxQC8(); |
| 159 | } |
| 160 | |
| 161 | TEST(CONVOLUTION_NHWC_QC8, grouped_1x1_with_batch) { |
| 162 | ConvolutionOperatorTester() |
| 163 | .batch_size(3) |
| 164 | .input_size(24, 25) |
| 165 | .kernel_size(1, 1) |
| 166 | .groups(2) |
| 167 | .group_input_channels(17) |
| 168 | .group_output_channels(19) |
| 169 | .iterations(3) |
| 170 | .TestNHWCxQC8(); |
| 171 | } |
| 172 | |
| 173 | TEST(CONVOLUTION_NHWC_QC8, 1x3) { |
| 174 | ConvolutionOperatorTester() |
| 175 | .input_size(20, 19) |
| 176 | .padding_width(1) |
| 177 | .kernel_size(1, 3) |
| 178 | .group_input_channels(17) |
| 179 | .group_output_channels(15) |
| 180 | .iterations(3) |
| 181 | .TestNHWCxQC8(); |
| 182 | } |
| 183 | |
| 184 | TEST(CONVOLUTION_NHWC_QC8, grouped_1x3) { |
| 185 | ConvolutionOperatorTester() |
| 186 | .input_size(20, 19) |
| 187 | .padding_width(1) |
| 188 | .kernel_size(1, 3) |
| 189 | .groups(2) |
| 190 | .group_input_channels(17) |
| 191 | .group_output_channels(15) |
| 192 | .iterations(3) |
| 193 | .TestNHWCxQC8(); |
| 194 | } |
| 195 | |
| 196 | TEST(CONVOLUTION_NHWC_QC8, 3x1) { |
| 197 | ConvolutionOperatorTester() |
| 198 | .input_size(19, 20) |
| 199 | .padding_height(1) |
| 200 | .kernel_size(3, 1) |
| 201 | .group_input_channels(17) |
| 202 | .group_output_channels(15) |
| 203 | .iterations(3) |
| 204 | .TestNHWCxQC8(); |
| 205 | } |
| 206 | |
| 207 | TEST(CONVOLUTION_NHWC_QC8, grouped_3x1) { |
| 208 | ConvolutionOperatorTester() |
| 209 | .input_size(19, 20) |
| 210 | .padding_height(1) |
| 211 | .kernel_size(3, 1) |
| 212 | .groups(2) |
| 213 | .group_input_channels(17) |
| 214 | .group_output_channels(15) |
| 215 | .iterations(3) |
| 216 | .TestNHWCxQC8(); |
| 217 | } |
| 218 | |
| 219 | TEST(CONVOLUTION_NHWC_QC8, 3x3) { |
| 220 | ConvolutionOperatorTester() |
| 221 | .input_size(13, 12) |
| 222 | .padding(1) |
| 223 | .kernel_size(3, 3) |
| 224 | .group_input_channels(15) |
| 225 | .group_output_channels(17) |
| 226 | .iterations(3) |
| 227 | .TestNHWCxQC8(); |
| 228 | } |
| 229 | |
| 230 | TEST(CONVOLUTION_NHWC_QC8, 3x3_without_padding) { |
| 231 | ConvolutionOperatorTester() |
| 232 | .input_size(13, 12) |
| 233 | .kernel_size(3, 3) |
| 234 | .group_input_channels(15) |
| 235 | .group_output_channels(17) |
| 236 | .iterations(3) |
| 237 | .TestNHWCxQC8(); |
| 238 | } |
| 239 | |
| 240 | TEST(CONVOLUTION_NHWC_QC8, 3x3_with_left_padding) { |
| 241 | ConvolutionOperatorTester() |
| 242 | .input_size(13, 12) |
| 243 | .padding_left(1) |
| 244 | .kernel_size(3, 3) |
| 245 | .group_input_channels(15) |
| 246 | .group_output_channels(17) |
| 247 | .iterations(3) |
| 248 | .TestNHWCxQC8(); |
| 249 | } |
| 250 | |
| 251 | TEST(CONVOLUTION_NHWC_QC8, 3x3_with_right_padding) { |
| 252 | ConvolutionOperatorTester() |
| 253 | .input_size(13, 12) |
| 254 | .padding_right(1) |
| 255 | .kernel_size(3, 3) |
| 256 | .group_input_channels(15) |
| 257 | .group_output_channels(17) |
| 258 | .iterations(3) |
| 259 | .TestNHWCxQC8(); |
| 260 | } |
| 261 | |
| 262 | TEST(CONVOLUTION_NHWC_QC8, 3x3_with_top_padding) { |
| 263 | ConvolutionOperatorTester() |
| 264 | .input_size(13, 12) |
| 265 | .padding_top(1) |
| 266 | .kernel_size(3, 3) |
| 267 | .group_input_channels(15) |
| 268 | .group_output_channels(17) |
| 269 | .iterations(3) |
| 270 | .TestNHWCxQC8(); |
| 271 | } |
| 272 | |
| 273 | TEST(CONVOLUTION_NHWC_QC8, 3x3_with_bottom_padding) { |
| 274 | ConvolutionOperatorTester() |
| 275 | .input_size(13, 12) |
| 276 | .padding_bottom(1) |
| 277 | .kernel_size(3, 3) |
| 278 | .group_input_channels(15) |
| 279 | .group_output_channels(17) |
| 280 | .iterations(3) |
| 281 | .TestNHWCxQC8(); |
| 282 | } |
| 283 | |
| 284 | TEST(CONVOLUTION_NHWC_QC8, 3x3_with_input_stride) { |
| 285 | ConvolutionOperatorTester() |
| 286 | .input_size(13, 12) |
| 287 | .padding(1) |
| 288 | .kernel_size(3, 3) |
| 289 | .input_channel_stride(22) |
| 290 | .group_input_channels(15) |
| 291 | .group_output_channels(17) |
| 292 | .iterations(3) |
| 293 | .TestNHWCxQC8(); |
| 294 | } |
| 295 | |
| 296 | TEST(CONVOLUTION_NHWC_QC8, 3x3_with_output_stride) { |
| 297 | ConvolutionOperatorTester() |
| 298 | .input_size(13, 12) |
| 299 | .padding(1) |
| 300 | .kernel_size(3, 3) |
| 301 | .output_channel_stride(23) |
| 302 | .group_input_channels(15) |
| 303 | .group_output_channels(17) |
| 304 | .iterations(3) |
| 305 | .TestNHWCxQC8(); |
| 306 | } |
| 307 | |
| 308 | TEST(CONVOLUTION_NHWC_QC8, 3x3_without_bias) { |
| 309 | ConvolutionOperatorTester() |
| 310 | .has_bias(false) |
| 311 | .input_size(10, 9) |
| 312 | .padding(1) |
| 313 | .kernel_size(3, 3) |
| 314 | .group_input_channels(15) |
| 315 | .group_output_channels(17) |
| 316 | .iterations(3) |
| 317 | .TestNHWCxQC8(); |
| 318 | } |
| 319 | |
| 320 | TEST(CONVOLUTION_NHWC_QC8, 3x3_with_batch) { |
| 321 | ConvolutionOperatorTester() |
| 322 | .batch_size(3) |
| 323 | .input_size(10, 9) |
| 324 | .padding(1) |
| 325 | .kernel_size(3, 3) |
| 326 | .group_input_channels(15) |
| 327 | .group_output_channels(17) |
| 328 | .iterations(3) |
| 329 | .TestNHWCxQC8(); |
| 330 | } |
| 331 | |
| 332 | TEST(CONVOLUTION_NHWC_QC8, grouped_3x3) { |
| 333 | ConvolutionOperatorTester() |
| 334 | .input_size(10, 11) |
| 335 | .padding(1) |
| 336 | .kernel_size(3, 3) |
| 337 | .groups(2) |
| 338 | .group_input_channels(14) |
| 339 | .group_output_channels(13) |
| 340 | .iterations(3) |
| 341 | .TestNHWCxQC8(); |
| 342 | } |
| 343 | |
| 344 | TEST(CONVOLUTION_NHWC_QC8, grouped_3x3_without_padding) { |
| 345 | ConvolutionOperatorTester() |
| 346 | .input_size(13, 12) |
| 347 | .kernel_size(3, 3) |
| 348 | .group_input_channels(15) |
| 349 | .group_output_channels(17) |
| 350 | .iterations(3) |
| 351 | .TestNHWCxQC8(); |
| 352 | } |
| 353 | |
| 354 | TEST(CONVOLUTION_NHWC_QC8, grouped_3x3_with_left_padding) { |
| 355 | ConvolutionOperatorTester() |
| 356 | .input_size(10, 11) |
| 357 | .padding_left(1) |
| 358 | .kernel_size(3, 3) |
| 359 | .groups(2) |
| 360 | .group_input_channels(14) |
| 361 | .group_output_channels(13) |
| 362 | .iterations(3) |
| 363 | .TestNHWCxQC8(); |
| 364 | } |
| 365 | |
| 366 | TEST(CONVOLUTION_NHWC_QC8, grouped_3x3_with_right_padding) { |
| 367 | ConvolutionOperatorTester() |
| 368 | .input_size(10, 11) |
| 369 | .padding_right(1) |
| 370 | .kernel_size(3, 3) |
| 371 | .groups(2) |
| 372 | .group_input_channels(14) |
| 373 | .group_output_channels(13) |
| 374 | .iterations(3) |
| 375 | .TestNHWCxQC8(); |
| 376 | } |
| 377 | |
| 378 | TEST(CONVOLUTION_NHWC_QC8, grouped_3x3_with_top_padding) { |
| 379 | ConvolutionOperatorTester() |
| 380 | .input_size(10, 11) |
| 381 | .padding_top(1) |
| 382 | .kernel_size(3, 3) |
| 383 | .groups(2) |
| 384 | .group_input_channels(14) |
| 385 | .group_output_channels(13) |
| 386 | .iterations(3) |
| 387 | .TestNHWCxQC8(); |
| 388 | } |
| 389 | |
| 390 | TEST(CONVOLUTION_NHWC_QC8, grouped_3x3_with_bottom_padding) { |
| 391 | ConvolutionOperatorTester() |
| 392 | .input_size(10, 11) |
| 393 | .padding_bottom(1) |
| 394 | .kernel_size(3, 3) |
| 395 | .groups(2) |
| 396 | .group_input_channels(14) |
| 397 | .group_output_channels(13) |
| 398 | .iterations(3) |
| 399 | .TestNHWCxQC8(); |
| 400 | } |
| 401 | |
| 402 | TEST(CONVOLUTION_NHWC_QC8, grouped_3x3_with_input_stride) { |
| 403 | ConvolutionOperatorTester() |
| 404 | .input_size(10, 11) |
| 405 | .padding(1) |
| 406 | .kernel_size(3, 3) |
| 407 | .groups(2) |
| 408 | .input_channel_stride(29) |
| 409 | .group_input_channels(14) |
| 410 | .group_output_channels(13) |
| 411 | .iterations(3) |
| 412 | .TestNHWCxQC8(); |
| 413 | } |
| 414 | |
| 415 | TEST(CONVOLUTION_NHWC_QC8, grouped_3x3_with_output_stride) { |
| 416 | ConvolutionOperatorTester() |
| 417 | .input_size(10, 11) |
| 418 | .padding(1) |
| 419 | .kernel_size(3, 3) |
| 420 | .groups(2) |
| 421 | .output_channel_stride(31) |
| 422 | .group_input_channels(14) |
| 423 | .group_output_channels(13) |
| 424 | .iterations(3) |
| 425 | .TestNHWCxQC8(); |
| 426 | } |
| 427 | |
| 428 | TEST(CONVOLUTION_NHWC_QC8, grouped_3x3_without_bias) { |
| 429 | ConvolutionOperatorTester() |
| 430 | .has_bias(false) |
| 431 | .input_size(10, 11) |
| 432 | .padding(1) |
| 433 | .kernel_size(3, 3) |
| 434 | .groups(2) |
| 435 | .group_input_channels(14) |
| 436 | .group_output_channels(13) |
| 437 | .iterations(3) |
| 438 | .TestNHWCxQC8(); |
| 439 | } |
| 440 | |
| 441 | TEST(CONVOLUTION_NHWC_QC8, grouped_3x3_with_batch) { |
| 442 | ConvolutionOperatorTester() |
| 443 | .batch_size(3) |
| 444 | .input_size(10, 11) |
| 445 | .padding(1) |
| 446 | .kernel_size(3, 3) |
| 447 | .groups(2) |
| 448 | .group_input_channels(14) |
| 449 | .group_output_channels(13) |
| 450 | .iterations(3) |
| 451 | .TestNHWCxQC8(); |
| 452 | } |
| 453 | |
| 454 | TEST(CONVOLUTION_NHWC_QC8, 3x3s2) { |
| 455 | ConvolutionOperatorTester() |
| 456 | .input_size(14, 13) |
| 457 | .padding(1) |
| 458 | .kernel_size(3, 3) |
| 459 | .subsampling(2) |
| 460 | .group_input_channels(27) |
| 461 | .group_output_channels(19) |
| 462 | .iterations(3) |
| 463 | .TestNHWCxQC8(); |
| 464 | } |
| 465 | |
| 466 | TEST(CONVOLUTION_NHWC_QC8, 3x3s2_with_tf_same_padding) { |
| 467 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 468 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 469 | ConvolutionOperatorTester() |
| 470 | .input_size(input_height, input_width) |
| 471 | .padding_tf_same(true) |
| 472 | .kernel_size(3, 3) |
| 473 | .subsampling(2) |
| 474 | .group_input_channels(27) |
| 475 | .group_output_channels(19) |
| 476 | .iterations(3) |
| 477 | .TestNHWCxQC8(); |
| 478 | } |
| 479 | } |
| 480 | } |
| 481 | |
| 482 | TEST(CONVOLUTION_NHWC_QC8, 3x3s1x2) { |
| 483 | ConvolutionOperatorTester() |
| 484 | .input_size(14, 13) |
| 485 | .padding(1) |
| 486 | .kernel_size(3, 3) |
| 487 | .subsampling(1, 2) |
| 488 | .group_input_channels(27) |
| 489 | .group_output_channels(19) |
| 490 | .iterations(3) |
| 491 | .TestNHWCxQC8(); |
| 492 | } |
| 493 | |
| 494 | TEST(CONVOLUTION_NHWC_QC8, 3x3s1x2_with_tf_same_padding) { |
| 495 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 496 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 497 | ConvolutionOperatorTester() |
| 498 | .input_size(input_height, input_width) |
| 499 | .padding_tf_same(true) |
| 500 | .kernel_size(3, 3) |
| 501 | .subsampling(1, 2) |
| 502 | .group_input_channels(27) |
| 503 | .group_output_channels(19) |
| 504 | .iterations(3) |
| 505 | .TestNHWCxQC8(); |
| 506 | } |
| 507 | } |
| 508 | } |
| 509 | |
| 510 | TEST(CONVOLUTION_NHWC_QC8, 3x3s2x1) { |
| 511 | ConvolutionOperatorTester() |
| 512 | .input_size(14, 13) |
| 513 | .padding(1) |
| 514 | .kernel_size(3, 3) |
| 515 | .subsampling(2, 1) |
| 516 | .group_input_channels(27) |
| 517 | .group_output_channels(19) |
| 518 | .iterations(3) |
| 519 | .TestNHWCxQC8(); |
| 520 | } |
| 521 | |
| 522 | TEST(CONVOLUTION_NHWC_QC8, 3x3s2x1_with_tf_same_padding) { |
| 523 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 524 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 525 | ConvolutionOperatorTester() |
| 526 | .input_size(input_height, input_width) |
| 527 | .padding_tf_same(true) |
| 528 | .kernel_size(3, 3) |
| 529 | .subsampling(2, 1) |
| 530 | .group_input_channels(27) |
| 531 | .group_output_channels(19) |
| 532 | .iterations(3) |
| 533 | .TestNHWCxQC8(); |
| 534 | } |
| 535 | } |
| 536 | } |
| 537 | |
| 538 | TEST(CONVOLUTION_NHWC_QC8, 3x3d2) { |
| 539 | ConvolutionOperatorTester() |
| 540 | .input_size(14, 13) |
| 541 | .padding(2) |
| 542 | .kernel_size(3, 3) |
| 543 | .dilation(2) |
| 544 | .group_input_channels(27) |
| 545 | .group_output_channels(19) |
| 546 | .iterations(3) |
| 547 | .TestNHWCxQC8(); |
| 548 | } |
| 549 | |
| 550 | TEST(CONVOLUTION_NHWC_QC8, 3x3d1x2) { |
| 551 | ConvolutionOperatorTester() |
| 552 | .input_size(14, 13) |
| 553 | .padding(1, 2) |
| 554 | .kernel_size(3, 3) |
| 555 | .dilation(1, 2) |
| 556 | .group_input_channels(27) |
| 557 | .group_output_channels(19) |
| 558 | .iterations(3) |
| 559 | .TestNHWCxQC8(); |
| 560 | } |
| 561 | |
| 562 | TEST(CONVOLUTION_NHWC_QC8, 3x3d2x1) { |
| 563 | ConvolutionOperatorTester() |
| 564 | .input_size(14, 13) |
| 565 | .padding(2, 1) |
| 566 | .kernel_size(3, 3) |
| 567 | .dilation(2, 1) |
| 568 | .group_input_channels(27) |
| 569 | .group_output_channels(19) |
| 570 | .iterations(3) |
| 571 | .TestNHWCxQC8(); |
| 572 | } |
| 573 | |
| 574 | TEST(CONVOLUTION_NHWC_QC8, depthwise_3x3) { |
| 575 | ConvolutionOperatorTester() |
| 576 | .input_size(15, 14) |
| 577 | .padding(1, 1) |
| 578 | .kernel_size(3, 3) |
| 579 | .groups(27) |
| 580 | .iterations(3) |
| 581 | .TestNHWCxQC8(); |
| 582 | } |
| 583 | |
| 584 | TEST(CONVOLUTION_NHWC_QC8, depthwise_3x3_without_bias) { |
| 585 | ConvolutionOperatorTester() |
| 586 | .has_bias(false) |
| 587 | .input_size(15, 14) |
| 588 | .padding(1, 1) |
| 589 | .kernel_size(3, 3) |
| 590 | .groups(27) |
| 591 | .iterations(3) |
| 592 | .TestNHWCxQC8(); |
| 593 | } |
| 594 | |
| 595 | TEST(CONVOLUTION_NHWC_QC8, depthwise_3x3s2) { |
| 596 | ConvolutionOperatorTester() |
| 597 | .input_size(15, 14) |
| 598 | .padding(1, 1) |
| 599 | .kernel_size(3, 3) |
| 600 | .subsampling(2) |
| 601 | .groups(27) |
| 602 | .iterations(3) |
| 603 | .TestNHWCxQC8(); |
| 604 | } |
| 605 | |
| 606 | TEST(CONVOLUTION_NHWC_QC8, depthwise_3x3s2_with_tf_same_padding) { |
| 607 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 608 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 609 | ConvolutionOperatorTester() |
| 610 | .input_size(input_height, input_width) |
| 611 | .padding_tf_same(true) |
| 612 | .kernel_size(3, 3) |
| 613 | .subsampling(2) |
| 614 | .groups(27) |
| 615 | .iterations(3) |
| 616 | .TestNHWCxQC8(); |
| 617 | } |
| 618 | } |
| 619 | } |
| 620 | |
| 621 | TEST(CONVOLUTION_NHWC_QC8, depthwise_3x3s1x2) { |
| 622 | ConvolutionOperatorTester() |
| 623 | .input_size(15, 14) |
| 624 | .padding(1, 1) |
| 625 | .kernel_size(3, 3) |
| 626 | .subsampling(1, 2) |
| 627 | .groups(27) |
| 628 | .iterations(3) |
| 629 | .TestNHWCxQC8(); |
| 630 | } |
| 631 | |
| 632 | TEST(CONVOLUTION_NHWC_QC8, depthwise_3x3s1x2_with_tf_same_padding) { |
| 633 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 634 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 635 | ConvolutionOperatorTester() |
| 636 | .input_size(input_height, input_width) |
| 637 | .padding_tf_same(true) |
| 638 | .kernel_size(3, 3) |
| 639 | .subsampling(1, 2) |
| 640 | .groups(27) |
| 641 | .iterations(3) |
| 642 | .TestNHWCxQC8(); |
| 643 | } |
| 644 | } |
| 645 | } |
| 646 | |
| 647 | TEST(CONVOLUTION_NHWC_QC8, depthwise_3x3s2x1) { |
| 648 | ConvolutionOperatorTester() |
| 649 | .input_size(15, 14) |
| 650 | .padding(1, 1) |
| 651 | .kernel_size(3, 3) |
| 652 | .subsampling(2, 1) |
| 653 | .groups(27) |
| 654 | .iterations(3) |
| 655 | .TestNHWCxQC8(); |
| 656 | } |
| 657 | |
| 658 | TEST(CONVOLUTION_NHWC_QC8, depthwise_3x3s2x1_with_tf_same_padding) { |
| 659 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 660 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 661 | ConvolutionOperatorTester() |
| 662 | .input_size(input_height, input_width) |
| 663 | .padding_tf_same(true) |
| 664 | .kernel_size(3, 3) |
| 665 | .subsampling(2, 1) |
| 666 | .groups(27) |
| 667 | .iterations(3) |
| 668 | .TestNHWCxQC8(); |
| 669 | } |
| 670 | } |
| 671 | } |
| 672 | |
| 673 | TEST(CONVOLUTION_NHWC_QC8, depthwise_3x3d2) { |
| 674 | ConvolutionOperatorTester() |
| 675 | .input_size(15, 14) |
| 676 | .padding(1, 1) |
| 677 | .kernel_size(3, 3) |
| 678 | .dilation(2) |
| 679 | .groups(27) |
| 680 | .iterations(3) |
| 681 | .TestNHWCxQC8(); |
| 682 | } |
| 683 | |
| 684 | TEST(CONVOLUTION_NHWC_QC8, depthwise_3x3d1x2) { |
| 685 | ConvolutionOperatorTester() |
| 686 | .input_size(15, 14) |
| 687 | .padding(1, 1) |
| 688 | .kernel_size(3, 3) |
| 689 | .dilation(1, 2) |
| 690 | .groups(27) |
| 691 | .iterations(3) |
| 692 | .TestNHWCxQC8(); |
| 693 | } |
| 694 | |
| 695 | TEST(CONVOLUTION_NHWC_QC8, depthwise_3x3d2x1) { |
| 696 | ConvolutionOperatorTester() |
| 697 | .input_size(15, 14) |
| 698 | .padding(1, 1) |
| 699 | .kernel_size(3, 3) |
| 700 | .dilation(2, 1) |
| 701 | .groups(27) |
| 702 | .iterations(3) |
| 703 | .TestNHWCxQC8(); |
| 704 | } |
| 705 | |
| 706 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 1x1) { |
| 707 | ConvolutionOperatorTester() |
| 708 | .depthwise_layout(true) |
| 709 | .input_size(15, 14) |
| 710 | .kernel_size(1, 1) |
| 711 | .groups(24) |
| 712 | .iterations(3) |
| 713 | .TestNHWCxQC8(); |
| 714 | } |
| 715 | |
| 716 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 1x1_with_depth_multiplier) { |
| 717 | ConvolutionOperatorTester() |
| 718 | .depthwise_layout(true) |
| 719 | .input_size(15, 14) |
| 720 | .kernel_size(1, 1) |
| 721 | .groups(24) |
| 722 | .group_output_channels(3) |
| 723 | .iterations(3) |
| 724 | .TestNHWCxQC8(); |
| 725 | } |
| 726 | |
| 727 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 1x1_without_bias) { |
| 728 | ConvolutionOperatorTester() |
| 729 | .depthwise_layout(true) |
| 730 | .has_bias(false) |
| 731 | .input_size(15, 14) |
| 732 | .kernel_size(1, 1) |
| 733 | .groups(24) |
| 734 | .iterations(3) |
| 735 | .TestNHWCxQC8(); |
| 736 | } |
| 737 | |
| Marat Dukhan | 4ef2352 | 2022-01-31 16:39:21 -0800 | [diff] [blame] | 738 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 2x2) { |
| 739 | ConvolutionOperatorTester() |
| 740 | .depthwise_layout(true) |
| 741 | .input_size(15, 14) |
| 742 | .padding(1, 1) |
| 743 | .kernel_size(2, 2) |
| 744 | .groups(24) |
| 745 | .iterations(3) |
| 746 | .TestNHWCxQC8(); |
| 747 | } |
| 748 | |
| 749 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 2x2_with_depth_multiplier) { |
| 750 | ConvolutionOperatorTester() |
| 751 | .depthwise_layout(true) |
| 752 | .input_size(15, 14) |
| 753 | .padding(1, 1) |
| 754 | .kernel_size(2, 2) |
| 755 | .groups(24) |
| 756 | .group_output_channels(3) |
| 757 | .iterations(3) |
| 758 | .TestNHWCxQC8(); |
| 759 | } |
| 760 | |
| 761 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 2x2_without_bias) { |
| 762 | ConvolutionOperatorTester() |
| 763 | .depthwise_layout(true) |
| 764 | .has_bias(false) |
| 765 | .input_size(15, 14) |
| 766 | .padding(1, 1) |
| 767 | .kernel_size(2, 2) |
| 768 | .groups(24) |
| 769 | .iterations(3) |
| 770 | .TestNHWCxQC8(); |
| 771 | } |
| 772 | |
| Marat Dukhan | 9726246 | 2021-06-18 16:14:17 -0700 | [diff] [blame] | 773 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 3x3) { |
| 774 | ConvolutionOperatorTester() |
| 775 | .depthwise_layout(true) |
| 776 | .input_size(15, 14) |
| 777 | .padding(1, 1) |
| 778 | .kernel_size(3, 3) |
| 779 | .groups(24) |
| 780 | .iterations(3) |
| 781 | .TestNHWCxQC8(); |
| 782 | } |
| 783 | |
| 784 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 3x3_with_depth_multiplier) { |
| 785 | ConvolutionOperatorTester() |
| 786 | .depthwise_layout(true) |
| 787 | .input_size(15, 14) |
| 788 | .padding(1, 1) |
| 789 | .kernel_size(3, 3) |
| 790 | .groups(24) |
| 791 | .group_output_channels(3) |
| 792 | .iterations(3) |
| 793 | .TestNHWCxQC8(); |
| 794 | } |
| 795 | |
| 796 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 3x3_without_bias) { |
| 797 | ConvolutionOperatorTester() |
| 798 | .depthwise_layout(true) |
| 799 | .has_bias(false) |
| 800 | .input_size(15, 14) |
| 801 | .padding(1, 1) |
| 802 | .kernel_size(3, 3) |
| 803 | .groups(24) |
| 804 | .iterations(3) |
| 805 | .TestNHWCxQC8(); |
| 806 | } |
| 807 | |
| 808 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 3x3s2_with_tf_same_padding) { |
| 809 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 810 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 811 | ConvolutionOperatorTester() |
| 812 | .depthwise_layout(true) |
| 813 | .input_size(input_height, input_width) |
| 814 | .padding_tf_same(true) |
| 815 | .kernel_size(3, 3) |
| 816 | .groups(24) |
| 817 | .iterations(3) |
| 818 | .TestNHWCxQC8(); |
| 819 | } |
| 820 | } |
| 821 | } |
| 822 | |
| 823 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 5x5) { |
| 824 | ConvolutionOperatorTester() |
| 825 | .depthwise_layout(true) |
| 826 | .input_size(15, 14) |
| 827 | .padding(2, 2) |
| 828 | .kernel_size(5, 5) |
| 829 | .groups(24) |
| 830 | .iterations(3) |
| 831 | .TestNHWCxQC8(); |
| 832 | } |
| 833 | |
| Marat Dukhan | 4ef2352 | 2022-01-31 16:39:21 -0800 | [diff] [blame] | 834 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 5x5_with_depth_multiplier) { |
| 835 | ConvolutionOperatorTester() |
| 836 | .depthwise_layout(true) |
| 837 | .input_size(15, 14) |
| 838 | .padding(2, 2) |
| 839 | .kernel_size(5, 5) |
| 840 | .groups(24) |
| 841 | .group_output_channels(3) |
| 842 | .iterations(3) |
| 843 | .TestNHWCxQC8(); |
| 844 | } |
| 845 | |
| Marat Dukhan | 9726246 | 2021-06-18 16:14:17 -0700 | [diff] [blame] | 846 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 5x5_without_bias) { |
| 847 | ConvolutionOperatorTester() |
| 848 | .depthwise_layout(true) |
| 849 | .has_bias(false) |
| 850 | .input_size(15, 14) |
| 851 | .padding(2, 2) |
| 852 | .kernel_size(5, 5) |
| 853 | .groups(24) |
| 854 | .iterations(3) |
| 855 | .TestNHWCxQC8(); |
| 856 | } |
| 857 | |
| Marat Dukhan | 4ef2352 | 2022-01-31 16:39:21 -0800 | [diff] [blame] | 858 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 7x7) { |
| 859 | ConvolutionOperatorTester() |
| 860 | .depthwise_layout(true) |
| 861 | .input_size(15, 14) |
| 862 | .padding(3, 3) |
| 863 | .kernel_size(7, 7) |
| 864 | .groups(24) |
| 865 | .iterations(3) |
| 866 | .TestNHWCxQC8(); |
| 867 | } |
| 868 | |
| 869 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 7x7_without_bias) { |
| 870 | ConvolutionOperatorTester() |
| 871 | .depthwise_layout(true) |
| 872 | .has_bias(false) |
| 873 | .input_size(15, 14) |
| 874 | .padding(3, 3) |
| 875 | .kernel_size(7, 7) |
| 876 | .groups(24) |
| 877 | .iterations(3) |
| 878 | .TestNHWCxQC8(); |
| 879 | } |
| 880 | |
| Marat Dukhan | 9726246 | 2021-06-18 16:14:17 -0700 | [diff] [blame] | 881 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_input_buffer) { |
| 882 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 883 | ConvolutionOperatorTester() |
| 884 | .batch_size(3) |
| 885 | .input_height(8) |
| 886 | .input_width(8) |
| 887 | .kernel_height(5) |
| 888 | .kernel_width(3) |
| 889 | .group_input_channels(15) |
| 890 | .group_output_channels(17) |
| 891 | .TestSetupNHWCxQC8(); |
| 892 | } |
| 893 | |
| 894 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_input_buffer_grouped) { |
| 895 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 896 | ConvolutionOperatorTester() |
| 897 | .batch_size(3) |
| 898 | .input_height(8) |
| 899 | .input_width(8) |
| 900 | .kernel_height(5) |
| 901 | .kernel_width(3) |
| 902 | .groups(2) |
| 903 | .group_input_channels(15) |
| 904 | .group_output_channels(17) |
| 905 | .TestSetupNHWCxQC8(); |
| 906 | } |
| 907 | |
| 908 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_input_buffer_depthwise) { |
| 909 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 910 | ConvolutionOperatorTester() |
| 911 | .batch_size(3) |
| 912 | .input_height(8) |
| 913 | .input_width(8) |
| 914 | .kernel_height(3) |
| 915 | .kernel_width(3) |
| 916 | .groups(19) |
| 917 | .group_input_channels(1) |
| 918 | .group_output_channels(1) |
| 919 | .TestSetupNHWCxQC8(); |
| 920 | } |
| 921 | |
| 922 | TEST(CONVOLUTION_NHWC_QC8, setup_increasing_batch) { |
| 923 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 924 | ConvolutionOperatorTester() |
| 925 | .batch_size(3) |
| 926 | .next_batch_size(5) |
| 927 | .input_height(8) |
| 928 | .input_width(8) |
| 929 | .kernel_height(5) |
| 930 | .kernel_width(3) |
| 931 | .group_input_channels(15) |
| 932 | .group_output_channels(17) |
| 933 | .TestSetupNHWCxQC8(); |
| 934 | } |
| 935 | |
| 936 | TEST(CONVOLUTION_NHWC_QC8, setup_increasing_batch_grouped) { |
| 937 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 938 | ConvolutionOperatorTester() |
| 939 | .batch_size(3) |
| 940 | .next_batch_size(5) |
| 941 | .input_height(8) |
| 942 | .input_width(8) |
| 943 | .kernel_height(5) |
| 944 | .kernel_width(3) |
| 945 | .groups(2) |
| 946 | .group_input_channels(15) |
| 947 | .group_output_channels(17) |
| 948 | .TestSetupNHWCxQC8(); |
| 949 | } |
| 950 | |
| 951 | TEST(CONVOLUTION_NHWC_QC8, setup_increasing_batch_depthwise) { |
| 952 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 953 | ConvolutionOperatorTester() |
| 954 | .batch_size(3) |
| 955 | .next_batch_size(5) |
| 956 | .input_height(8) |
| 957 | .input_width(8) |
| 958 | .kernel_height(3) |
| 959 | .kernel_width(3) |
| 960 | .groups(19) |
| 961 | .group_input_channels(1) |
| 962 | .group_output_channels(1) |
| 963 | .TestSetupNHWCxQC8(); |
| 964 | } |
| 965 | |
| 966 | TEST(CONVOLUTION_NHWC_QC8, setup_decreasing_batch) { |
| 967 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 968 | ConvolutionOperatorTester() |
| 969 | .batch_size(5) |
| 970 | .next_batch_size(3) |
| 971 | .input_height(8) |
| 972 | .input_width(8) |
| 973 | .kernel_height(5) |
| 974 | .kernel_width(3) |
| 975 | .group_input_channels(15) |
| 976 | .group_output_channels(17) |
| 977 | .TestSetupNHWCxQC8(); |
| 978 | } |
| 979 | |
| 980 | TEST(CONVOLUTION_NHWC_QC8, setup_decreasing_batch_grouped) { |
| 981 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 982 | ConvolutionOperatorTester() |
| 983 | .batch_size(5) |
| 984 | .next_batch_size(3) |
| 985 | .input_height(8) |
| 986 | .input_width(8) |
| 987 | .kernel_height(5) |
| 988 | .kernel_width(3) |
| 989 | .groups(2) |
| 990 | .group_input_channels(15) |
| 991 | .group_output_channels(17) |
| 992 | .TestSetupNHWCxQC8(); |
| 993 | } |
| 994 | |
| 995 | TEST(CONVOLUTION_NHWC_QC8, setup_decreasing_batch_depthwise) { |
| 996 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 997 | ConvolutionOperatorTester() |
| 998 | .batch_size(5) |
| 999 | .next_batch_size(3) |
| 1000 | .input_height(8) |
| 1001 | .input_width(8) |
| 1002 | .kernel_height(3) |
| 1003 | .kernel_width(3) |
| 1004 | .groups(19) |
| 1005 | .group_input_channels(1) |
| 1006 | .group_output_channels(1) |
| 1007 | .TestSetupNHWCxQC8(); |
| 1008 | } |
| 1009 | |
| 1010 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_height) { |
| 1011 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1012 | ConvolutionOperatorTester() |
| 1013 | .batch_size(3) |
| 1014 | .input_height(8) |
| 1015 | .input_width(8) |
| 1016 | .next_input_height(9) |
| 1017 | .kernel_height(5) |
| 1018 | .kernel_width(3) |
| 1019 | .group_input_channels(15) |
| 1020 | .group_output_channels(17) |
| 1021 | .TestSetupNHWCxQC8(); |
| 1022 | ConvolutionOperatorTester() |
| 1023 | .batch_size(3) |
| 1024 | .input_height(8) |
| 1025 | .input_width(8) |
| 1026 | .next_input_height(7) |
| 1027 | .kernel_height(5) |
| 1028 | .kernel_width(3) |
| 1029 | .group_input_channels(15) |
| 1030 | .group_output_channels(17) |
| 1031 | .TestSetupNHWCxQC8(); |
| 1032 | } |
| 1033 | |
| 1034 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_height_grouped) { |
| 1035 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1036 | ConvolutionOperatorTester() |
| 1037 | .batch_size(3) |
| 1038 | .input_height(8) |
| 1039 | .input_width(8) |
| 1040 | .next_input_height(9) |
| 1041 | .kernel_height(5) |
| 1042 | .kernel_width(3) |
| 1043 | .groups(2) |
| 1044 | .group_input_channels(15) |
| 1045 | .group_output_channels(17) |
| 1046 | .TestSetupNHWCxQC8(); |
| 1047 | ConvolutionOperatorTester() |
| 1048 | .batch_size(3) |
| 1049 | .input_height(8) |
| 1050 | .input_width(8) |
| 1051 | .next_input_height(7) |
| 1052 | .kernel_height(5) |
| 1053 | .kernel_width(3) |
| 1054 | .groups(2) |
| 1055 | .group_input_channels(15) |
| 1056 | .group_output_channels(17) |
| 1057 | .TestSetupNHWCxQC8(); |
| 1058 | } |
| 1059 | |
| 1060 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_height_depthwise) { |
| 1061 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1062 | ConvolutionOperatorTester() |
| 1063 | .batch_size(3) |
| 1064 | .input_height(8) |
| 1065 | .input_width(8) |
| 1066 | .next_input_height(9) |
| 1067 | .kernel_height(3) |
| 1068 | .kernel_width(3) |
| 1069 | .groups(19) |
| 1070 | .group_input_channels(1) |
| 1071 | .group_output_channels(1) |
| 1072 | .TestSetupNHWCxQC8(); |
| 1073 | ConvolutionOperatorTester() |
| 1074 | .batch_size(3) |
| 1075 | .input_height(8) |
| 1076 | .input_width(8) |
| 1077 | .next_input_height(7) |
| 1078 | .kernel_height(3) |
| 1079 | .kernel_width(3) |
| 1080 | .groups(19) |
| 1081 | .group_input_channels(1) |
| 1082 | .group_output_channels(1) |
| 1083 | .TestSetupNHWCxQC8(); |
| 1084 | } |
| 1085 | |
| 1086 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_width) { |
| 1087 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1088 | ConvolutionOperatorTester() |
| 1089 | .batch_size(3) |
| 1090 | .input_height(8) |
| 1091 | .input_width(8) |
| 1092 | .next_input_width(9) |
| 1093 | .kernel_height(5) |
| 1094 | .kernel_width(3) |
| 1095 | .group_input_channels(15) |
| 1096 | .group_output_channels(17) |
| 1097 | .TestSetupNHWCxQC8(); |
| 1098 | ConvolutionOperatorTester() |
| 1099 | .batch_size(3) |
| 1100 | .input_height(8) |
| 1101 | .input_width(8) |
| 1102 | .next_input_width(7) |
| 1103 | .kernel_height(5) |
| 1104 | .kernel_width(3) |
| 1105 | .group_input_channels(15) |
| 1106 | .group_output_channels(17) |
| 1107 | .TestSetupNHWCxQC8(); |
| 1108 | } |
| 1109 | |
| 1110 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_width_grouped) { |
| 1111 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1112 | ConvolutionOperatorTester() |
| 1113 | .batch_size(3) |
| 1114 | .input_height(8) |
| 1115 | .input_width(8) |
| 1116 | .next_input_width(9) |
| 1117 | .kernel_height(5) |
| 1118 | .kernel_width(3) |
| 1119 | .groups(2) |
| 1120 | .group_input_channels(15) |
| 1121 | .group_output_channels(17) |
| 1122 | .TestSetupNHWCxQC8(); |
| 1123 | ConvolutionOperatorTester() |
| 1124 | .batch_size(3) |
| 1125 | .input_height(8) |
| 1126 | .input_width(8) |
| 1127 | .next_input_width(7) |
| 1128 | .kernel_height(5) |
| 1129 | .kernel_width(3) |
| 1130 | .groups(2) |
| 1131 | .group_input_channels(15) |
| 1132 | .group_output_channels(17) |
| 1133 | .TestSetupNHWCxQC8(); |
| 1134 | } |
| 1135 | |
| 1136 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_width_depthwise) { |
| 1137 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1138 | ConvolutionOperatorTester() |
| 1139 | .batch_size(3) |
| 1140 | .input_height(8) |
| 1141 | .input_width(8) |
| 1142 | .next_input_width(9) |
| 1143 | .kernel_height(3) |
| 1144 | .kernel_width(3) |
| 1145 | .groups(19) |
| 1146 | .group_input_channels(1) |
| 1147 | .group_output_channels(1) |
| 1148 | .TestSetupNHWCxQC8(); |
| 1149 | ConvolutionOperatorTester() |
| 1150 | .batch_size(3) |
| 1151 | .input_height(8) |
| 1152 | .input_width(8) |
| 1153 | .next_input_width(7) |
| 1154 | .kernel_height(3) |
| 1155 | .kernel_width(3) |
| 1156 | .groups(19) |
| 1157 | .group_input_channels(1) |
| 1158 | .group_output_channels(1) |
| 1159 | .TestSetupNHWCxQC8(); |
| 1160 | } |
| 1161 | |
| 1162 | TEST(CONVOLUTION_NHWC_QC8, setup_swap_height_and_width) { |
| 1163 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1164 | ConvolutionOperatorTester() |
| 1165 | .batch_size(3) |
| 1166 | .input_height(9) |
| 1167 | .input_width(8) |
| 1168 | .next_input_height(8) |
| 1169 | .next_input_width(9) |
| 1170 | .kernel_height(5) |
| 1171 | .kernel_width(3) |
| 1172 | .group_input_channels(15) |
| 1173 | .group_output_channels(17) |
| 1174 | .TestSetupNHWCxQC8(); |
| 1175 | } |
| 1176 | |
| 1177 | TEST(CONVOLUTION_NHWC_QC8, setup_swap_height_and_width_grouped) { |
| 1178 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1179 | ConvolutionOperatorTester() |
| 1180 | .batch_size(3) |
| 1181 | .input_height(9) |
| 1182 | .input_width(8) |
| 1183 | .next_input_height(8) |
| 1184 | .next_input_width(9) |
| 1185 | .kernel_height(5) |
| 1186 | .kernel_width(3) |
| 1187 | .groups(2) |
| 1188 | .group_input_channels(15) |
| 1189 | .group_output_channels(17) |
| 1190 | .TestSetupNHWCxQC8(); |
| 1191 | } |
| 1192 | |
| 1193 | TEST(CONVOLUTION_NHWC_QC8, setup_swap_height_and_width_depthwise) { |
| 1194 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1195 | ConvolutionOperatorTester() |
| 1196 | .batch_size(3) |
| 1197 | .input_height(9) |
| 1198 | .input_width(8) |
| 1199 | .next_input_height(8) |
| 1200 | .next_input_width(9) |
| 1201 | .kernel_height(3) |
| 1202 | .kernel_width(3) |
| 1203 | .groups(19) |
| 1204 | .group_input_channels(1) |
| 1205 | .group_output_channels(1) |
| 1206 | .TestSetupNHWCxQC8(); |
| 1207 | } |
| 1208 | |
| 1209 | |
| Marat Dukhan | 16f1e1a | 2020-08-04 16:38:22 -0700 | [diff] [blame] | 1210 | TEST(CONVOLUTION_NHWC_QS8, 1x1) { |
| 1211 | ConvolutionOperatorTester() |
| 1212 | .input_size(27, 29) |
| 1213 | .kernel_size(1, 1) |
| 1214 | .group_input_channels(23) |
| 1215 | .group_output_channels(19) |
| 1216 | .iterations(3) |
| 1217 | .TestNHWCxQS8(); |
| 1218 | } |
| 1219 | |
| 1220 | TEST(CONVOLUTION_NHWC_QS8, 1x1_with_qmin) { |
| 1221 | ConvolutionOperatorTester() |
| 1222 | .input_size(27, 29) |
| 1223 | .kernel_size(1, 1) |
| 1224 | .group_input_channels(23) |
| 1225 | .group_output_channels(19) |
| 1226 | .qmin(128) |
| 1227 | .iterations(3) |
| 1228 | .TestNHWCxQS8(); |
| 1229 | } |
| 1230 | |
| 1231 | TEST(CONVOLUTION_NHWC_QS8, 1x1_with_qmax) { |
| 1232 | ConvolutionOperatorTester() |
| 1233 | .input_size(27, 29) |
| 1234 | .kernel_size(1, 1) |
| 1235 | .group_input_channels(23) |
| 1236 | .group_output_channels(19) |
| 1237 | .qmax(128) |
| 1238 | .iterations(3) |
| 1239 | .TestNHWCxQS8(); |
| 1240 | } |
| 1241 | |
| 1242 | TEST(CONVOLUTION_NHWC_QS8, 1x1_with_input_stride) { |
| 1243 | ConvolutionOperatorTester() |
| 1244 | .input_size(27, 29) |
| 1245 | .kernel_size(1, 1) |
| 1246 | .input_channel_stride(28) |
| 1247 | .group_input_channels(23) |
| 1248 | .group_output_channels(19) |
| 1249 | .iterations(3) |
| 1250 | .TestNHWCxQS8(); |
| 1251 | } |
| 1252 | |
| 1253 | TEST(CONVOLUTION_NHWC_QS8, 1x1_with_output_stride) { |
| 1254 | ConvolutionOperatorTester() |
| 1255 | .input_size(27, 29) |
| 1256 | .kernel_size(1, 1) |
| 1257 | .output_channel_stride(29) |
| 1258 | .group_input_channels(23) |
| 1259 | .group_output_channels(19) |
| 1260 | .iterations(3) |
| 1261 | .TestNHWCxQS8(); |
| 1262 | } |
| 1263 | |
| 1264 | TEST(CONVOLUTION_NHWC_QS8, 1x1_without_bias) { |
| 1265 | ConvolutionOperatorTester() |
| 1266 | .has_bias(false) |
| 1267 | .input_size(13, 14) |
| 1268 | .kernel_size(1, 1) |
| 1269 | .group_input_channels(23) |
| 1270 | .group_output_channels(19) |
| 1271 | .iterations(3) |
| 1272 | .TestNHWCxQS8(); |
| 1273 | } |
| 1274 | |
| 1275 | TEST(CONVOLUTION_NHWC_QS8, 1x1_with_batch) { |
| 1276 | ConvolutionOperatorTester() |
| 1277 | .batch_size(3) |
| 1278 | .input_size(13, 14) |
| 1279 | .kernel_size(1, 1) |
| 1280 | .group_input_channels(23) |
| 1281 | .group_output_channels(19) |
| 1282 | .iterations(3) |
| 1283 | .TestNHWCxQS8(); |
| 1284 | } |
| 1285 | |
| 1286 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x1) { |
| 1287 | ConvolutionOperatorTester() |
| 1288 | .input_size(24, 25) |
| 1289 | .kernel_size(1, 1) |
| 1290 | .groups(2) |
| 1291 | .group_input_channels(17) |
| 1292 | .group_output_channels(19) |
| 1293 | .iterations(3) |
| 1294 | .TestNHWCxQS8(); |
| 1295 | } |
| 1296 | |
| 1297 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x1_with_qmin) { |
| 1298 | ConvolutionOperatorTester() |
| 1299 | .input_size(24, 25) |
| 1300 | .kernel_size(1, 1) |
| 1301 | .groups(2) |
| 1302 | .group_input_channels(17) |
| 1303 | .group_output_channels(19) |
| 1304 | .qmin(128) |
| 1305 | .iterations(3) |
| 1306 | .TestNHWCxQS8(); |
| 1307 | } |
| 1308 | |
| 1309 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x1_with_qmax) { |
| 1310 | ConvolutionOperatorTester() |
| 1311 | .input_size(24, 25) |
| 1312 | .kernel_size(1, 1) |
| 1313 | .groups(2) |
| 1314 | .group_input_channels(17) |
| 1315 | .group_output_channels(19) |
| 1316 | .qmax(128) |
| 1317 | .iterations(3) |
| 1318 | .TestNHWCxQS8(); |
| 1319 | } |
| 1320 | |
| 1321 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x1_with_input_stride) { |
| 1322 | ConvolutionOperatorTester() |
| 1323 | .input_size(24, 25) |
| 1324 | .kernel_size(1, 1) |
| 1325 | .groups(2) |
| 1326 | .input_channel_stride(37) |
| 1327 | .group_input_channels(17) |
| 1328 | .group_output_channels(19) |
| 1329 | .iterations(3) |
| 1330 | .TestNHWCxQS8(); |
| 1331 | } |
| 1332 | |
| 1333 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x1_with_output_stride) { |
| 1334 | ConvolutionOperatorTester() |
| 1335 | .input_size(24, 25) |
| 1336 | .kernel_size(1, 1) |
| 1337 | .groups(2) |
| 1338 | .output_channel_stride(41) |
| 1339 | .group_input_channels(17) |
| 1340 | .group_output_channels(19) |
| 1341 | .iterations(3) |
| 1342 | .TestNHWCxQS8(); |
| 1343 | } |
| 1344 | |
| 1345 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x1_without_bias) { |
| 1346 | ConvolutionOperatorTester() |
| 1347 | .has_bias(false) |
| 1348 | .input_size(24, 25) |
| 1349 | .kernel_size(1, 1) |
| 1350 | .groups(2) |
| 1351 | .group_input_channels(17) |
| 1352 | .group_output_channels(19) |
| 1353 | .iterations(3) |
| 1354 | .TestNHWCxQS8(); |
| 1355 | } |
| 1356 | |
| 1357 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x1_with_batch) { |
| 1358 | ConvolutionOperatorTester() |
| 1359 | .batch_size(3) |
| 1360 | .input_size(24, 25) |
| 1361 | .kernel_size(1, 1) |
| 1362 | .groups(2) |
| 1363 | .group_input_channels(17) |
| 1364 | .group_output_channels(19) |
| 1365 | .iterations(3) |
| 1366 | .TestNHWCxQS8(); |
| 1367 | } |
| 1368 | |
| 1369 | TEST(CONVOLUTION_NHWC_QS8, 1x3) { |
| 1370 | ConvolutionOperatorTester() |
| 1371 | .input_size(20, 19) |
| 1372 | .padding_width(1) |
| 1373 | .kernel_size(1, 3) |
| 1374 | .group_input_channels(17) |
| 1375 | .group_output_channels(15) |
| 1376 | .iterations(3) |
| 1377 | .TestNHWCxQS8(); |
| 1378 | } |
| 1379 | |
| 1380 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x3) { |
| 1381 | ConvolutionOperatorTester() |
| 1382 | .input_size(20, 19) |
| 1383 | .padding_width(1) |
| 1384 | .kernel_size(1, 3) |
| 1385 | .groups(2) |
| 1386 | .group_input_channels(17) |
| 1387 | .group_output_channels(15) |
| 1388 | .iterations(3) |
| 1389 | .TestNHWCxQS8(); |
| 1390 | } |
| 1391 | |
| 1392 | TEST(CONVOLUTION_NHWC_QS8, 3x1) { |
| 1393 | ConvolutionOperatorTester() |
| 1394 | .input_size(19, 20) |
| 1395 | .padding_height(1) |
| 1396 | .kernel_size(3, 1) |
| 1397 | .group_input_channels(17) |
| 1398 | .group_output_channels(15) |
| 1399 | .iterations(3) |
| 1400 | .TestNHWCxQS8(); |
| 1401 | } |
| 1402 | |
| 1403 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x1) { |
| 1404 | ConvolutionOperatorTester() |
| 1405 | .input_size(19, 20) |
| 1406 | .padding_height(1) |
| 1407 | .kernel_size(3, 1) |
| 1408 | .groups(2) |
| 1409 | .group_input_channels(17) |
| 1410 | .group_output_channels(15) |
| 1411 | .iterations(3) |
| 1412 | .TestNHWCxQS8(); |
| 1413 | } |
| 1414 | |
| 1415 | TEST(CONVOLUTION_NHWC_QS8, 3x3) { |
| 1416 | ConvolutionOperatorTester() |
| 1417 | .input_size(13, 12) |
| 1418 | .padding(1) |
| 1419 | .kernel_size(3, 3) |
| 1420 | .group_input_channels(15) |
| 1421 | .group_output_channels(17) |
| 1422 | .iterations(3) |
| 1423 | .TestNHWCxQS8(); |
| 1424 | } |
| 1425 | |
| 1426 | TEST(CONVOLUTION_NHWC_QS8, 3x3_without_padding) { |
| 1427 | ConvolutionOperatorTester() |
| 1428 | .input_size(13, 12) |
| 1429 | .kernel_size(3, 3) |
| 1430 | .group_input_channels(15) |
| 1431 | .group_output_channels(17) |
| 1432 | .iterations(3) |
| 1433 | .TestNHWCxQS8(); |
| 1434 | } |
| 1435 | |
| 1436 | TEST(CONVOLUTION_NHWC_QS8, 3x3_with_left_padding) { |
| 1437 | ConvolutionOperatorTester() |
| 1438 | .input_size(13, 12) |
| 1439 | .padding_left(1) |
| 1440 | .kernel_size(3, 3) |
| 1441 | .group_input_channels(15) |
| 1442 | .group_output_channels(17) |
| 1443 | .iterations(3) |
| 1444 | .TestNHWCxQS8(); |
| 1445 | } |
| 1446 | |
| 1447 | TEST(CONVOLUTION_NHWC_QS8, 3x3_with_right_padding) { |
| 1448 | ConvolutionOperatorTester() |
| 1449 | .input_size(13, 12) |
| 1450 | .padding_right(1) |
| 1451 | .kernel_size(3, 3) |
| 1452 | .group_input_channels(15) |
| 1453 | .group_output_channels(17) |
| 1454 | .iterations(3) |
| 1455 | .TestNHWCxQS8(); |
| 1456 | } |
| 1457 | |
| 1458 | TEST(CONVOLUTION_NHWC_QS8, 3x3_with_top_padding) { |
| 1459 | ConvolutionOperatorTester() |
| 1460 | .input_size(13, 12) |
| 1461 | .padding_top(1) |
| 1462 | .kernel_size(3, 3) |
| 1463 | .group_input_channels(15) |
| 1464 | .group_output_channels(17) |
| 1465 | .iterations(3) |
| 1466 | .TestNHWCxQS8(); |
| 1467 | } |
| 1468 | |
| 1469 | TEST(CONVOLUTION_NHWC_QS8, 3x3_with_bottom_padding) { |
| 1470 | ConvolutionOperatorTester() |
| 1471 | .input_size(13, 12) |
| 1472 | .padding_bottom(1) |
| 1473 | .kernel_size(3, 3) |
| 1474 | .group_input_channels(15) |
| 1475 | .group_output_channels(17) |
| 1476 | .iterations(3) |
| 1477 | .TestNHWCxQS8(); |
| 1478 | } |
| 1479 | |
| 1480 | TEST(CONVOLUTION_NHWC_QS8, 3x3_with_input_stride) { |
| 1481 | ConvolutionOperatorTester() |
| 1482 | .input_size(13, 12) |
| 1483 | .padding(1) |
| 1484 | .kernel_size(3, 3) |
| 1485 | .input_channel_stride(22) |
| 1486 | .group_input_channels(15) |
| 1487 | .group_output_channels(17) |
| 1488 | .iterations(3) |
| 1489 | .TestNHWCxQS8(); |
| 1490 | } |
| 1491 | |
| 1492 | TEST(CONVOLUTION_NHWC_QS8, 3x3_with_output_stride) { |
| 1493 | ConvolutionOperatorTester() |
| 1494 | .input_size(13, 12) |
| 1495 | .padding(1) |
| 1496 | .kernel_size(3, 3) |
| 1497 | .output_channel_stride(23) |
| 1498 | .group_input_channels(15) |
| 1499 | .group_output_channels(17) |
| 1500 | .iterations(3) |
| 1501 | .TestNHWCxQS8(); |
| 1502 | } |
| 1503 | |
| 1504 | TEST(CONVOLUTION_NHWC_QS8, 3x3_without_bias) { |
| 1505 | ConvolutionOperatorTester() |
| 1506 | .has_bias(false) |
| 1507 | .input_size(10, 9) |
| 1508 | .padding(1) |
| 1509 | .kernel_size(3, 3) |
| 1510 | .group_input_channels(15) |
| 1511 | .group_output_channels(17) |
| 1512 | .iterations(3) |
| 1513 | .TestNHWCxQS8(); |
| 1514 | } |
| 1515 | |
| 1516 | TEST(CONVOLUTION_NHWC_QS8, 3x3_with_batch) { |
| 1517 | ConvolutionOperatorTester() |
| 1518 | .batch_size(3) |
| 1519 | .input_size(10, 9) |
| 1520 | .padding(1) |
| 1521 | .kernel_size(3, 3) |
| 1522 | .group_input_channels(15) |
| 1523 | .group_output_channels(17) |
| 1524 | .iterations(3) |
| 1525 | .TestNHWCxQS8(); |
| 1526 | } |
| 1527 | |
| 1528 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3) { |
| 1529 | ConvolutionOperatorTester() |
| 1530 | .input_size(10, 11) |
| 1531 | .padding(1) |
| 1532 | .kernel_size(3, 3) |
| 1533 | .groups(2) |
| 1534 | .group_input_channels(14) |
| 1535 | .group_output_channels(13) |
| 1536 | .iterations(3) |
| 1537 | .TestNHWCxQS8(); |
| 1538 | } |
| 1539 | |
| 1540 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_without_padding) { |
| 1541 | ConvolutionOperatorTester() |
| 1542 | .input_size(13, 12) |
| 1543 | .kernel_size(3, 3) |
| 1544 | .group_input_channels(15) |
| 1545 | .group_output_channels(17) |
| 1546 | .iterations(3) |
| 1547 | .TestNHWCxQS8(); |
| 1548 | } |
| 1549 | |
| 1550 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_with_left_padding) { |
| 1551 | ConvolutionOperatorTester() |
| 1552 | .input_size(10, 11) |
| 1553 | .padding_left(1) |
| 1554 | .kernel_size(3, 3) |
| 1555 | .groups(2) |
| 1556 | .group_input_channels(14) |
| 1557 | .group_output_channels(13) |
| 1558 | .iterations(3) |
| 1559 | .TestNHWCxQS8(); |
| 1560 | } |
| 1561 | |
| 1562 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_with_right_padding) { |
| 1563 | ConvolutionOperatorTester() |
| 1564 | .input_size(10, 11) |
| 1565 | .padding_right(1) |
| 1566 | .kernel_size(3, 3) |
| 1567 | .groups(2) |
| 1568 | .group_input_channels(14) |
| 1569 | .group_output_channels(13) |
| 1570 | .iterations(3) |
| 1571 | .TestNHWCxQS8(); |
| 1572 | } |
| 1573 | |
| 1574 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_with_top_padding) { |
| 1575 | ConvolutionOperatorTester() |
| 1576 | .input_size(10, 11) |
| 1577 | .padding_top(1) |
| 1578 | .kernel_size(3, 3) |
| 1579 | .groups(2) |
| 1580 | .group_input_channels(14) |
| 1581 | .group_output_channels(13) |
| 1582 | .iterations(3) |
| 1583 | .TestNHWCxQS8(); |
| 1584 | } |
| 1585 | |
| 1586 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_with_bottom_padding) { |
| 1587 | ConvolutionOperatorTester() |
| 1588 | .input_size(10, 11) |
| 1589 | .padding_bottom(1) |
| 1590 | .kernel_size(3, 3) |
| 1591 | .groups(2) |
| 1592 | .group_input_channels(14) |
| 1593 | .group_output_channels(13) |
| 1594 | .iterations(3) |
| 1595 | .TestNHWCxQS8(); |
| 1596 | } |
| 1597 | |
| 1598 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_with_input_stride) { |
| 1599 | ConvolutionOperatorTester() |
| 1600 | .input_size(10, 11) |
| 1601 | .padding(1) |
| 1602 | .kernel_size(3, 3) |
| 1603 | .groups(2) |
| 1604 | .input_channel_stride(29) |
| 1605 | .group_input_channels(14) |
| 1606 | .group_output_channels(13) |
| 1607 | .iterations(3) |
| 1608 | .TestNHWCxQS8(); |
| 1609 | } |
| 1610 | |
| 1611 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_with_output_stride) { |
| 1612 | ConvolutionOperatorTester() |
| 1613 | .input_size(10, 11) |
| 1614 | .padding(1) |
| 1615 | .kernel_size(3, 3) |
| 1616 | .groups(2) |
| 1617 | .output_channel_stride(31) |
| 1618 | .group_input_channels(14) |
| 1619 | .group_output_channels(13) |
| 1620 | .iterations(3) |
| 1621 | .TestNHWCxQS8(); |
| 1622 | } |
| 1623 | |
| 1624 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_without_bias) { |
| 1625 | ConvolutionOperatorTester() |
| 1626 | .has_bias(false) |
| 1627 | .input_size(10, 11) |
| 1628 | .padding(1) |
| 1629 | .kernel_size(3, 3) |
| 1630 | .groups(2) |
| 1631 | .group_input_channels(14) |
| 1632 | .group_output_channels(13) |
| 1633 | .iterations(3) |
| 1634 | .TestNHWCxQS8(); |
| 1635 | } |
| 1636 | |
| 1637 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_with_batch) { |
| 1638 | ConvolutionOperatorTester() |
| 1639 | .batch_size(3) |
| 1640 | .input_size(10, 11) |
| 1641 | .padding(1) |
| 1642 | .kernel_size(3, 3) |
| 1643 | .groups(2) |
| 1644 | .group_input_channels(14) |
| 1645 | .group_output_channels(13) |
| 1646 | .iterations(3) |
| 1647 | .TestNHWCxQS8(); |
| 1648 | } |
| 1649 | |
| 1650 | TEST(CONVOLUTION_NHWC_QS8, 3x3s2) { |
| 1651 | ConvolutionOperatorTester() |
| 1652 | .input_size(14, 13) |
| 1653 | .padding(1) |
| 1654 | .kernel_size(3, 3) |
| 1655 | .subsampling(2) |
| 1656 | .group_input_channels(27) |
| 1657 | .group_output_channels(19) |
| 1658 | .iterations(3) |
| 1659 | .TestNHWCxQS8(); |
| 1660 | } |
| 1661 | |
| 1662 | TEST(CONVOLUTION_NHWC_QS8, 3x3s2_with_tf_same_padding) { |
| 1663 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 1664 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 1665 | ConvolutionOperatorTester() |
| 1666 | .input_size(input_height, input_width) |
| 1667 | .padding_tf_same(true) |
| 1668 | .kernel_size(3, 3) |
| 1669 | .subsampling(2) |
| 1670 | .group_input_channels(27) |
| 1671 | .group_output_channels(19) |
| 1672 | .iterations(3) |
| 1673 | .TestNHWCxQS8(); |
| 1674 | } |
| 1675 | } |
| 1676 | } |
| 1677 | |
| 1678 | TEST(CONVOLUTION_NHWC_QS8, 3x3s1x2) { |
| 1679 | ConvolutionOperatorTester() |
| 1680 | .input_size(14, 13) |
| 1681 | .padding(1) |
| 1682 | .kernel_size(3, 3) |
| 1683 | .subsampling(1, 2) |
| 1684 | .group_input_channels(27) |
| 1685 | .group_output_channels(19) |
| 1686 | .iterations(3) |
| 1687 | .TestNHWCxQS8(); |
| 1688 | } |
| 1689 | |
| 1690 | TEST(CONVOLUTION_NHWC_QS8, 3x3s1x2_with_tf_same_padding) { |
| 1691 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 1692 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 1693 | ConvolutionOperatorTester() |
| 1694 | .input_size(input_height, input_width) |
| 1695 | .padding_tf_same(true) |
| 1696 | .kernel_size(3, 3) |
| 1697 | .subsampling(1, 2) |
| 1698 | .group_input_channels(27) |
| 1699 | .group_output_channels(19) |
| 1700 | .iterations(3) |
| 1701 | .TestNHWCxQS8(); |
| 1702 | } |
| 1703 | } |
| 1704 | } |
| 1705 | |
| 1706 | TEST(CONVOLUTION_NHWC_QS8, 3x3s2x1) { |
| 1707 | ConvolutionOperatorTester() |
| 1708 | .input_size(14, 13) |
| 1709 | .padding(1) |
| 1710 | .kernel_size(3, 3) |
| 1711 | .subsampling(2, 1) |
| 1712 | .group_input_channels(27) |
| 1713 | .group_output_channels(19) |
| 1714 | .iterations(3) |
| 1715 | .TestNHWCxQS8(); |
| 1716 | } |
| 1717 | |
| 1718 | TEST(CONVOLUTION_NHWC_QS8, 3x3s2x1_with_tf_same_padding) { |
| 1719 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 1720 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 1721 | ConvolutionOperatorTester() |
| 1722 | .input_size(input_height, input_width) |
| 1723 | .padding_tf_same(true) |
| 1724 | .kernel_size(3, 3) |
| 1725 | .subsampling(2, 1) |
| 1726 | .group_input_channels(27) |
| 1727 | .group_output_channels(19) |
| 1728 | .iterations(3) |
| 1729 | .TestNHWCxQS8(); |
| 1730 | } |
| 1731 | } |
| 1732 | } |
| 1733 | |
| 1734 | TEST(CONVOLUTION_NHWC_QS8, 3x3d2) { |
| 1735 | ConvolutionOperatorTester() |
| 1736 | .input_size(14, 13) |
| 1737 | .padding(2) |
| 1738 | .kernel_size(3, 3) |
| 1739 | .dilation(2) |
| 1740 | .group_input_channels(27) |
| 1741 | .group_output_channels(19) |
| 1742 | .iterations(3) |
| 1743 | .TestNHWCxQS8(); |
| 1744 | } |
| 1745 | |
| 1746 | TEST(CONVOLUTION_NHWC_QS8, 3x3d1x2) { |
| 1747 | ConvolutionOperatorTester() |
| 1748 | .input_size(14, 13) |
| 1749 | .padding(1, 2) |
| 1750 | .kernel_size(3, 3) |
| 1751 | .dilation(1, 2) |
| 1752 | .group_input_channels(27) |
| 1753 | .group_output_channels(19) |
| 1754 | .iterations(3) |
| 1755 | .TestNHWCxQS8(); |
| 1756 | } |
| 1757 | |
| 1758 | TEST(CONVOLUTION_NHWC_QS8, 3x3d2x1) { |
| 1759 | ConvolutionOperatorTester() |
| 1760 | .input_size(14, 13) |
| 1761 | .padding(2, 1) |
| 1762 | .kernel_size(3, 3) |
| 1763 | .dilation(2, 1) |
| 1764 | .group_input_channels(27) |
| 1765 | .group_output_channels(19) |
| 1766 | .iterations(3) |
| 1767 | .TestNHWCxQS8(); |
| 1768 | } |
| 1769 | |
| 1770 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3) { |
| 1771 | ConvolutionOperatorTester() |
| 1772 | .input_size(15, 14) |
| 1773 | .padding(1, 1) |
| 1774 | .kernel_size(3, 3) |
| 1775 | .groups(27) |
| 1776 | .iterations(3) |
| 1777 | .TestNHWCxQS8(); |
| 1778 | } |
| 1779 | |
| 1780 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3_without_bias) { |
| 1781 | ConvolutionOperatorTester() |
| 1782 | .has_bias(false) |
| 1783 | .input_size(15, 14) |
| 1784 | .padding(1, 1) |
| 1785 | .kernel_size(3, 3) |
| 1786 | .groups(27) |
| 1787 | .iterations(3) |
| 1788 | .TestNHWCxQS8(); |
| 1789 | } |
| 1790 | |
| 1791 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3s2) { |
| 1792 | ConvolutionOperatorTester() |
| 1793 | .input_size(15, 14) |
| 1794 | .padding(1, 1) |
| 1795 | .kernel_size(3, 3) |
| 1796 | .subsampling(2) |
| 1797 | .groups(27) |
| 1798 | .iterations(3) |
| 1799 | .TestNHWCxQS8(); |
| 1800 | } |
| 1801 | |
| 1802 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3s2_with_tf_same_padding) { |
| 1803 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 1804 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 1805 | ConvolutionOperatorTester() |
| 1806 | .input_size(input_height, input_width) |
| 1807 | .padding_tf_same(true) |
| 1808 | .kernel_size(3, 3) |
| 1809 | .subsampling(2) |
| 1810 | .groups(27) |
| 1811 | .iterations(3) |
| 1812 | .TestNHWCxQS8(); |
| 1813 | } |
| 1814 | } |
| 1815 | } |
| 1816 | |
| 1817 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3s1x2) { |
| 1818 | ConvolutionOperatorTester() |
| 1819 | .input_size(15, 14) |
| 1820 | .padding(1, 1) |
| 1821 | .kernel_size(3, 3) |
| 1822 | .subsampling(1, 2) |
| 1823 | .groups(27) |
| 1824 | .iterations(3) |
| 1825 | .TestNHWCxQS8(); |
| 1826 | } |
| 1827 | |
| 1828 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3s1x2_with_tf_same_padding) { |
| 1829 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 1830 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 1831 | ConvolutionOperatorTester() |
| 1832 | .input_size(input_height, input_width) |
| 1833 | .padding_tf_same(true) |
| 1834 | .kernel_size(3, 3) |
| 1835 | .subsampling(1, 2) |
| 1836 | .groups(27) |
| 1837 | .iterations(3) |
| 1838 | .TestNHWCxQS8(); |
| 1839 | } |
| 1840 | } |
| 1841 | } |
| 1842 | |
| 1843 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3s2x1) { |
| 1844 | ConvolutionOperatorTester() |
| 1845 | .input_size(15, 14) |
| 1846 | .padding(1, 1) |
| 1847 | .kernel_size(3, 3) |
| 1848 | .subsampling(2, 1) |
| 1849 | .groups(27) |
| 1850 | .iterations(3) |
| 1851 | .TestNHWCxQS8(); |
| 1852 | } |
| 1853 | |
| 1854 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3s2x1_with_tf_same_padding) { |
| 1855 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 1856 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 1857 | ConvolutionOperatorTester() |
| 1858 | .input_size(input_height, input_width) |
| 1859 | .padding_tf_same(true) |
| 1860 | .kernel_size(3, 3) |
| 1861 | .subsampling(2, 1) |
| 1862 | .groups(27) |
| 1863 | .iterations(3) |
| 1864 | .TestNHWCxQS8(); |
| 1865 | } |
| 1866 | } |
| 1867 | } |
| 1868 | |
| 1869 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3d2) { |
| 1870 | ConvolutionOperatorTester() |
| 1871 | .input_size(15, 14) |
| 1872 | .padding(1, 1) |
| 1873 | .kernel_size(3, 3) |
| 1874 | .dilation(2) |
| 1875 | .groups(27) |
| 1876 | .iterations(3) |
| 1877 | .TestNHWCxQS8(); |
| 1878 | } |
| 1879 | |
| 1880 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3d1x2) { |
| 1881 | ConvolutionOperatorTester() |
| 1882 | .input_size(15, 14) |
| 1883 | .padding(1, 1) |
| 1884 | .kernel_size(3, 3) |
| 1885 | .dilation(1, 2) |
| 1886 | .groups(27) |
| 1887 | .iterations(3) |
| 1888 | .TestNHWCxQS8(); |
| 1889 | } |
| 1890 | |
| 1891 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3d2x1) { |
| 1892 | ConvolutionOperatorTester() |
| 1893 | .input_size(15, 14) |
| 1894 | .padding(1, 1) |
| 1895 | .kernel_size(3, 3) |
| 1896 | .dilation(2, 1) |
| 1897 | .groups(27) |
| 1898 | .iterations(3) |
| 1899 | .TestNHWCxQS8(); |
| 1900 | } |
| 1901 | |
| 1902 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 1x1) { |
| 1903 | ConvolutionOperatorTester() |
| 1904 | .depthwise_layout(true) |
| 1905 | .input_size(15, 14) |
| 1906 | .kernel_size(1, 1) |
| 1907 | .groups(24) |
| 1908 | .iterations(3) |
| 1909 | .TestNHWCxQS8(); |
| 1910 | } |
| 1911 | |
| 1912 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 1x1_with_depth_multiplier) { |
| 1913 | ConvolutionOperatorTester() |
| 1914 | .depthwise_layout(true) |
| 1915 | .input_size(15, 14) |
| 1916 | .kernel_size(1, 1) |
| 1917 | .groups(24) |
| 1918 | .group_output_channels(3) |
| 1919 | .iterations(3) |
| 1920 | .TestNHWCxQS8(); |
| 1921 | } |
| 1922 | |
| 1923 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 1x1_without_bias) { |
| 1924 | ConvolutionOperatorTester() |
| 1925 | .depthwise_layout(true) |
| 1926 | .has_bias(false) |
| 1927 | .input_size(15, 14) |
| 1928 | .kernel_size(1, 1) |
| 1929 | .groups(24) |
| 1930 | .iterations(3) |
| 1931 | .TestNHWCxQS8(); |
| 1932 | } |
| 1933 | |
| Marat Dukhan | 4ef2352 | 2022-01-31 16:39:21 -0800 | [diff] [blame] | 1934 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 2x2) { |
| 1935 | ConvolutionOperatorTester() |
| 1936 | .depthwise_layout(true) |
| 1937 | .input_size(15, 14) |
| 1938 | .padding(1, 1) |
| 1939 | .kernel_size(2, 2) |
| 1940 | .groups(24) |
| 1941 | .iterations(3) |
| 1942 | .TestNHWCxQS8(); |
| 1943 | } |
| 1944 | |
| 1945 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 2x2_with_depth_multiplier) { |
| 1946 | ConvolutionOperatorTester() |
| 1947 | .depthwise_layout(true) |
| 1948 | .input_size(15, 14) |
| 1949 | .padding(1, 1) |
| 1950 | .kernel_size(2, 2) |
| 1951 | .groups(24) |
| 1952 | .group_output_channels(3) |
| 1953 | .iterations(3) |
| 1954 | .TestNHWCxQS8(); |
| 1955 | } |
| 1956 | |
| 1957 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 2x2_without_bias) { |
| 1958 | ConvolutionOperatorTester() |
| 1959 | .depthwise_layout(true) |
| 1960 | .has_bias(false) |
| 1961 | .input_size(15, 14) |
| 1962 | .padding(1, 1) |
| 1963 | .kernel_size(2, 2) |
| 1964 | .groups(24) |
| 1965 | .iterations(3) |
| 1966 | .TestNHWCxQS8(); |
| 1967 | } |
| 1968 | |
| Marat Dukhan | 16f1e1a | 2020-08-04 16:38:22 -0700 | [diff] [blame] | 1969 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 3x3) { |
| 1970 | ConvolutionOperatorTester() |
| 1971 | .depthwise_layout(true) |
| 1972 | .input_size(15, 14) |
| 1973 | .padding(1, 1) |
| 1974 | .kernel_size(3, 3) |
| 1975 | .groups(24) |
| 1976 | .iterations(3) |
| 1977 | .TestNHWCxQS8(); |
| 1978 | } |
| 1979 | |
| 1980 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 3x3_with_depth_multiplier) { |
| 1981 | ConvolutionOperatorTester() |
| 1982 | .depthwise_layout(true) |
| 1983 | .input_size(15, 14) |
| 1984 | .padding(1, 1) |
| 1985 | .kernel_size(3, 3) |
| 1986 | .groups(24) |
| 1987 | .group_output_channels(3) |
| 1988 | .iterations(3) |
| 1989 | .TestNHWCxQS8(); |
| 1990 | } |
| 1991 | |
| 1992 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 3x3_without_bias) { |
| 1993 | ConvolutionOperatorTester() |
| 1994 | .depthwise_layout(true) |
| 1995 | .has_bias(false) |
| 1996 | .input_size(15, 14) |
| 1997 | .padding(1, 1) |
| 1998 | .kernel_size(3, 3) |
| 1999 | .groups(24) |
| 2000 | .iterations(3) |
| 2001 | .TestNHWCxQS8(); |
| 2002 | } |
| 2003 | |
| 2004 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 3x3s2_with_tf_same_padding) { |
| 2005 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 2006 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 2007 | ConvolutionOperatorTester() |
| 2008 | .depthwise_layout(true) |
| 2009 | .input_size(input_height, input_width) |
| 2010 | .padding_tf_same(true) |
| 2011 | .kernel_size(3, 3) |
| 2012 | .groups(24) |
| 2013 | .iterations(3) |
| 2014 | .TestNHWCxQS8(); |
| 2015 | } |
| 2016 | } |
| 2017 | } |
| 2018 | |
| 2019 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 5x5) { |
| 2020 | ConvolutionOperatorTester() |
| 2021 | .depthwise_layout(true) |
| 2022 | .input_size(15, 14) |
| 2023 | .padding(2, 2) |
| 2024 | .kernel_size(5, 5) |
| 2025 | .groups(24) |
| 2026 | .iterations(3) |
| 2027 | .TestNHWCxQS8(); |
| 2028 | } |
| 2029 | |
| Marat Dukhan | 4ef2352 | 2022-01-31 16:39:21 -0800 | [diff] [blame] | 2030 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 5x5_with_depth_multiplier) { |
| 2031 | ConvolutionOperatorTester() |
| 2032 | .depthwise_layout(true) |
| 2033 | .input_size(15, 14) |
| 2034 | .padding(2, 2) |
| 2035 | .kernel_size(5, 5) |
| 2036 | .groups(24) |
| 2037 | .group_output_channels(3) |
| 2038 | .iterations(3) |
| 2039 | .TestNHWCxQS8(); |
| 2040 | } |
| 2041 | |
| Marat Dukhan | 16f1e1a | 2020-08-04 16:38:22 -0700 | [diff] [blame] | 2042 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 5x5_without_bias) { |
| 2043 | ConvolutionOperatorTester() |
| 2044 | .depthwise_layout(true) |
| 2045 | .has_bias(false) |
| 2046 | .input_size(15, 14) |
| 2047 | .padding(2, 2) |
| 2048 | .kernel_size(5, 5) |
| 2049 | .groups(24) |
| 2050 | .iterations(3) |
| 2051 | .TestNHWCxQS8(); |
| 2052 | } |
| 2053 | |
| Marat Dukhan | 4ef2352 | 2022-01-31 16:39:21 -0800 | [diff] [blame] | 2054 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 7x7) { |
| 2055 | ConvolutionOperatorTester() |
| 2056 | .depthwise_layout(true) |
| 2057 | .input_size(15, 14) |
| 2058 | .padding(3, 3) |
| 2059 | .kernel_size(7, 7) |
| 2060 | .groups(24) |
| 2061 | .iterations(3) |
| 2062 | .TestNHWCxQS8(); |
| 2063 | } |
| 2064 | |
| 2065 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 7x7_without_bias) { |
| 2066 | ConvolutionOperatorTester() |
| 2067 | .depthwise_layout(true) |
| 2068 | .has_bias(false) |
| 2069 | .input_size(15, 14) |
| 2070 | .padding(3, 3) |
| 2071 | .kernel_size(7, 7) |
| 2072 | .groups(24) |
| 2073 | .iterations(3) |
| 2074 | .TestNHWCxQS8(); |
| 2075 | } |
| 2076 | |
| Marat Dukhan | 16f1e1a | 2020-08-04 16:38:22 -0700 | [diff] [blame] | 2077 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_input_buffer) { |
| 2078 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2079 | ConvolutionOperatorTester() |
| 2080 | .batch_size(3) |
| 2081 | .input_height(8) |
| 2082 | .input_width(8) |
| 2083 | .kernel_height(5) |
| 2084 | .kernel_width(3) |
| 2085 | .group_input_channels(15) |
| 2086 | .group_output_channels(17) |
| 2087 | .TestSetupNHWCxQS8(); |
| 2088 | } |
| 2089 | |
| 2090 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_input_buffer_grouped) { |
| 2091 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2092 | ConvolutionOperatorTester() |
| 2093 | .batch_size(3) |
| 2094 | .input_height(8) |
| 2095 | .input_width(8) |
| 2096 | .kernel_height(5) |
| 2097 | .kernel_width(3) |
| 2098 | .groups(2) |
| 2099 | .group_input_channels(15) |
| 2100 | .group_output_channels(17) |
| 2101 | .TestSetupNHWCxQS8(); |
| 2102 | } |
| 2103 | |
| 2104 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_input_buffer_depthwise) { |
| 2105 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2106 | ConvolutionOperatorTester() |
| 2107 | .batch_size(3) |
| 2108 | .input_height(8) |
| 2109 | .input_width(8) |
| 2110 | .kernel_height(3) |
| 2111 | .kernel_width(3) |
| 2112 | .groups(19) |
| 2113 | .group_input_channels(1) |
| 2114 | .group_output_channels(1) |
| 2115 | .TestSetupNHWCxQS8(); |
| 2116 | } |
| 2117 | |
| 2118 | TEST(CONVOLUTION_NHWC_QS8, setup_increasing_batch) { |
| 2119 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2120 | ConvolutionOperatorTester() |
| 2121 | .batch_size(3) |
| 2122 | .next_batch_size(5) |
| 2123 | .input_height(8) |
| 2124 | .input_width(8) |
| 2125 | .kernel_height(5) |
| 2126 | .kernel_width(3) |
| 2127 | .group_input_channels(15) |
| 2128 | .group_output_channels(17) |
| 2129 | .TestSetupNHWCxQS8(); |
| 2130 | } |
| 2131 | |
| 2132 | TEST(CONVOLUTION_NHWC_QS8, setup_increasing_batch_grouped) { |
| 2133 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2134 | ConvolutionOperatorTester() |
| 2135 | .batch_size(3) |
| 2136 | .next_batch_size(5) |
| 2137 | .input_height(8) |
| 2138 | .input_width(8) |
| 2139 | .kernel_height(5) |
| 2140 | .kernel_width(3) |
| 2141 | .groups(2) |
| 2142 | .group_input_channels(15) |
| 2143 | .group_output_channels(17) |
| 2144 | .TestSetupNHWCxQS8(); |
| 2145 | } |
| 2146 | |
| 2147 | TEST(CONVOLUTION_NHWC_QS8, setup_increasing_batch_depthwise) { |
| 2148 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2149 | ConvolutionOperatorTester() |
| 2150 | .batch_size(3) |
| 2151 | .next_batch_size(5) |
| 2152 | .input_height(8) |
| 2153 | .input_width(8) |
| 2154 | .kernel_height(3) |
| 2155 | .kernel_width(3) |
| 2156 | .groups(19) |
| 2157 | .group_input_channels(1) |
| 2158 | .group_output_channels(1) |
| 2159 | .TestSetupNHWCxQS8(); |
| 2160 | } |
| 2161 | |
| 2162 | TEST(CONVOLUTION_NHWC_QS8, setup_decreasing_batch) { |
| 2163 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2164 | ConvolutionOperatorTester() |
| 2165 | .batch_size(5) |
| 2166 | .next_batch_size(3) |
| 2167 | .input_height(8) |
| 2168 | .input_width(8) |
| 2169 | .kernel_height(5) |
| 2170 | .kernel_width(3) |
| 2171 | .group_input_channels(15) |
| 2172 | .group_output_channels(17) |
| 2173 | .TestSetupNHWCxQS8(); |
| 2174 | } |
| 2175 | |
| 2176 | TEST(CONVOLUTION_NHWC_QS8, setup_decreasing_batch_grouped) { |
| 2177 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2178 | ConvolutionOperatorTester() |
| 2179 | .batch_size(5) |
| 2180 | .next_batch_size(3) |
| 2181 | .input_height(8) |
| 2182 | .input_width(8) |
| 2183 | .kernel_height(5) |
| 2184 | .kernel_width(3) |
| 2185 | .groups(2) |
| 2186 | .group_input_channels(15) |
| 2187 | .group_output_channels(17) |
| 2188 | .TestSetupNHWCxQS8(); |
| 2189 | } |
| 2190 | |
| 2191 | TEST(CONVOLUTION_NHWC_QS8, setup_decreasing_batch_depthwise) { |
| 2192 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2193 | ConvolutionOperatorTester() |
| 2194 | .batch_size(5) |
| 2195 | .next_batch_size(3) |
| 2196 | .input_height(8) |
| 2197 | .input_width(8) |
| 2198 | .kernel_height(3) |
| 2199 | .kernel_width(3) |
| 2200 | .groups(19) |
| 2201 | .group_input_channels(1) |
| 2202 | .group_output_channels(1) |
| 2203 | .TestSetupNHWCxQS8(); |
| 2204 | } |
| 2205 | |
| 2206 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_height) { |
| 2207 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2208 | ConvolutionOperatorTester() |
| 2209 | .batch_size(3) |
| 2210 | .input_height(8) |
| 2211 | .input_width(8) |
| 2212 | .next_input_height(9) |
| 2213 | .kernel_height(5) |
| 2214 | .kernel_width(3) |
| 2215 | .group_input_channels(15) |
| 2216 | .group_output_channels(17) |
| 2217 | .TestSetupNHWCxQS8(); |
| 2218 | ConvolutionOperatorTester() |
| 2219 | .batch_size(3) |
| 2220 | .input_height(8) |
| 2221 | .input_width(8) |
| 2222 | .next_input_height(7) |
| 2223 | .kernel_height(5) |
| 2224 | .kernel_width(3) |
| 2225 | .group_input_channels(15) |
| 2226 | .group_output_channels(17) |
| 2227 | .TestSetupNHWCxQS8(); |
| 2228 | } |
| 2229 | |
| 2230 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_height_grouped) { |
| 2231 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2232 | ConvolutionOperatorTester() |
| 2233 | .batch_size(3) |
| 2234 | .input_height(8) |
| 2235 | .input_width(8) |
| 2236 | .next_input_height(9) |
| 2237 | .kernel_height(5) |
| 2238 | .kernel_width(3) |
| 2239 | .groups(2) |
| 2240 | .group_input_channels(15) |
| 2241 | .group_output_channels(17) |
| 2242 | .TestSetupNHWCxQS8(); |
| 2243 | ConvolutionOperatorTester() |
| 2244 | .batch_size(3) |
| 2245 | .input_height(8) |
| 2246 | .input_width(8) |
| 2247 | .next_input_height(7) |
| 2248 | .kernel_height(5) |
| 2249 | .kernel_width(3) |
| 2250 | .groups(2) |
| 2251 | .group_input_channels(15) |
| 2252 | .group_output_channels(17) |
| 2253 | .TestSetupNHWCxQS8(); |
| 2254 | } |
| 2255 | |
| 2256 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_height_depthwise) { |
| 2257 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2258 | ConvolutionOperatorTester() |
| 2259 | .batch_size(3) |
| 2260 | .input_height(8) |
| 2261 | .input_width(8) |
| 2262 | .next_input_height(9) |
| 2263 | .kernel_height(3) |
| 2264 | .kernel_width(3) |
| 2265 | .groups(19) |
| 2266 | .group_input_channels(1) |
| 2267 | .group_output_channels(1) |
| 2268 | .TestSetupNHWCxQS8(); |
| 2269 | ConvolutionOperatorTester() |
| 2270 | .batch_size(3) |
| 2271 | .input_height(8) |
| 2272 | .input_width(8) |
| 2273 | .next_input_height(7) |
| 2274 | .kernel_height(3) |
| 2275 | .kernel_width(3) |
| 2276 | .groups(19) |
| 2277 | .group_input_channels(1) |
| 2278 | .group_output_channels(1) |
| 2279 | .TestSetupNHWCxQS8(); |
| 2280 | } |
| 2281 | |
| 2282 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_width) { |
| 2283 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2284 | ConvolutionOperatorTester() |
| 2285 | .batch_size(3) |
| 2286 | .input_height(8) |
| 2287 | .input_width(8) |
| 2288 | .next_input_width(9) |
| 2289 | .kernel_height(5) |
| 2290 | .kernel_width(3) |
| 2291 | .group_input_channels(15) |
| 2292 | .group_output_channels(17) |
| 2293 | .TestSetupNHWCxQS8(); |
| 2294 | ConvolutionOperatorTester() |
| 2295 | .batch_size(3) |
| 2296 | .input_height(8) |
| 2297 | .input_width(8) |
| 2298 | .next_input_width(7) |
| 2299 | .kernel_height(5) |
| 2300 | .kernel_width(3) |
| 2301 | .group_input_channels(15) |
| 2302 | .group_output_channels(17) |
| 2303 | .TestSetupNHWCxQS8(); |
| 2304 | } |
| 2305 | |
| 2306 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_width_grouped) { |
| 2307 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2308 | ConvolutionOperatorTester() |
| 2309 | .batch_size(3) |
| 2310 | .input_height(8) |
| 2311 | .input_width(8) |
| 2312 | .next_input_width(9) |
| 2313 | .kernel_height(5) |
| 2314 | .kernel_width(3) |
| 2315 | .groups(2) |
| 2316 | .group_input_channels(15) |
| 2317 | .group_output_channels(17) |
| 2318 | .TestSetupNHWCxQS8(); |
| 2319 | ConvolutionOperatorTester() |
| 2320 | .batch_size(3) |
| 2321 | .input_height(8) |
| 2322 | .input_width(8) |
| 2323 | .next_input_width(7) |
| 2324 | .kernel_height(5) |
| 2325 | .kernel_width(3) |
| 2326 | .groups(2) |
| 2327 | .group_input_channels(15) |
| 2328 | .group_output_channels(17) |
| 2329 | .TestSetupNHWCxQS8(); |
| 2330 | } |
| 2331 | |
| 2332 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_width_depthwise) { |
| 2333 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2334 | ConvolutionOperatorTester() |
| 2335 | .batch_size(3) |
| 2336 | .input_height(8) |
| 2337 | .input_width(8) |
| 2338 | .next_input_width(9) |
| 2339 | .kernel_height(3) |
| 2340 | .kernel_width(3) |
| 2341 | .groups(19) |
| 2342 | .group_input_channels(1) |
| 2343 | .group_output_channels(1) |
| 2344 | .TestSetupNHWCxQS8(); |
| 2345 | ConvolutionOperatorTester() |
| 2346 | .batch_size(3) |
| 2347 | .input_height(8) |
| 2348 | .input_width(8) |
| 2349 | .next_input_width(7) |
| 2350 | .kernel_height(3) |
| 2351 | .kernel_width(3) |
| 2352 | .groups(19) |
| 2353 | .group_input_channels(1) |
| 2354 | .group_output_channels(1) |
| 2355 | .TestSetupNHWCxQS8(); |
| 2356 | } |
| 2357 | |
| 2358 | TEST(CONVOLUTION_NHWC_QS8, setup_swap_height_and_width) { |
| 2359 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2360 | ConvolutionOperatorTester() |
| 2361 | .batch_size(3) |
| 2362 | .input_height(9) |
| 2363 | .input_width(8) |
| 2364 | .next_input_height(8) |
| 2365 | .next_input_width(9) |
| 2366 | .kernel_height(5) |
| 2367 | .kernel_width(3) |
| 2368 | .group_input_channels(15) |
| 2369 | .group_output_channels(17) |
| 2370 | .TestSetupNHWCxQS8(); |
| 2371 | } |
| 2372 | |
| 2373 | TEST(CONVOLUTION_NHWC_QS8, setup_swap_height_and_width_grouped) { |
| 2374 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2375 | ConvolutionOperatorTester() |
| 2376 | .batch_size(3) |
| 2377 | .input_height(9) |
| 2378 | .input_width(8) |
| 2379 | .next_input_height(8) |
| 2380 | .next_input_width(9) |
| 2381 | .kernel_height(5) |
| 2382 | .kernel_width(3) |
| 2383 | .groups(2) |
| 2384 | .group_input_channels(15) |
| 2385 | .group_output_channels(17) |
| 2386 | .TestSetupNHWCxQS8(); |
| 2387 | } |
| 2388 | |
| 2389 | TEST(CONVOLUTION_NHWC_QS8, setup_swap_height_and_width_depthwise) { |
| 2390 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2391 | ConvolutionOperatorTester() |
| 2392 | .batch_size(3) |
| 2393 | .input_height(9) |
| 2394 | .input_width(8) |
| 2395 | .next_input_height(8) |
| 2396 | .next_input_width(9) |
| 2397 | .kernel_height(3) |
| 2398 | .kernel_width(3) |
| 2399 | .groups(19) |
| 2400 | .group_input_channels(1) |
| 2401 | .group_output_channels(1) |
| 2402 | .TestSetupNHWCxQS8(); |
| 2403 | } |
| 2404 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2405 | TEST(CONVOLUTION_NHWC_QU8, 1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2406 | ConvolutionOperatorTester() |
| 2407 | .input_size(27, 29) |
| 2408 | .kernel_size(1, 1) |
| 2409 | .group_input_channels(23) |
| 2410 | .group_output_channels(19) |
| 2411 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2412 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2413 | } |
| 2414 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2415 | TEST(CONVOLUTION_NHWC_QU8, 1x1_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2416 | ConvolutionOperatorTester() |
| 2417 | .input_size(27, 29) |
| 2418 | .kernel_size(1, 1) |
| 2419 | .group_input_channels(23) |
| 2420 | .group_output_channels(19) |
| 2421 | .qmin(128) |
| 2422 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2423 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2424 | } |
| 2425 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2426 | TEST(CONVOLUTION_NHWC_QU8, 1x1_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2427 | ConvolutionOperatorTester() |
| 2428 | .input_size(27, 29) |
| 2429 | .kernel_size(1, 1) |
| 2430 | .group_input_channels(23) |
| 2431 | .group_output_channels(19) |
| 2432 | .qmax(128) |
| 2433 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2434 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2435 | } |
| 2436 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2437 | TEST(CONVOLUTION_NHWC_QU8, 1x1_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2438 | ConvolutionOperatorTester() |
| 2439 | .input_size(27, 29) |
| 2440 | .kernel_size(1, 1) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2441 | .input_channel_stride(28) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2442 | .group_input_channels(23) |
| 2443 | .group_output_channels(19) |
| 2444 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2445 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2446 | } |
| 2447 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2448 | TEST(CONVOLUTION_NHWC_QU8, 1x1_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2449 | ConvolutionOperatorTester() |
| 2450 | .input_size(27, 29) |
| 2451 | .kernel_size(1, 1) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2452 | .output_channel_stride(29) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2453 | .group_input_channels(23) |
| 2454 | .group_output_channels(19) |
| 2455 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2456 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2457 | } |
| 2458 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2459 | TEST(CONVOLUTION_NHWC_QU8, 1x1_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2460 | ConvolutionOperatorTester() |
| 2461 | .has_bias(false) |
| 2462 | .input_size(13, 14) |
| 2463 | .kernel_size(1, 1) |
| 2464 | .group_input_channels(23) |
| 2465 | .group_output_channels(19) |
| 2466 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2467 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2468 | } |
| 2469 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2470 | TEST(CONVOLUTION_NHWC_QU8, 1x1_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2471 | ConvolutionOperatorTester() |
| 2472 | .batch_size(3) |
| 2473 | .input_size(13, 14) |
| 2474 | .kernel_size(1, 1) |
| 2475 | .group_input_channels(23) |
| 2476 | .group_output_channels(19) |
| 2477 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2478 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2479 | } |
| 2480 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2481 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2482 | ConvolutionOperatorTester() |
| 2483 | .input_size(24, 25) |
| 2484 | .kernel_size(1, 1) |
| 2485 | .groups(2) |
| 2486 | .group_input_channels(17) |
| 2487 | .group_output_channels(19) |
| 2488 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2489 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2490 | } |
| 2491 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2492 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x1_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2493 | ConvolutionOperatorTester() |
| 2494 | .input_size(24, 25) |
| 2495 | .kernel_size(1, 1) |
| 2496 | .groups(2) |
| 2497 | .group_input_channels(17) |
| 2498 | .group_output_channels(19) |
| 2499 | .qmin(128) |
| 2500 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2501 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2502 | } |
| 2503 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2504 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x1_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2505 | ConvolutionOperatorTester() |
| 2506 | .input_size(24, 25) |
| 2507 | .kernel_size(1, 1) |
| 2508 | .groups(2) |
| 2509 | .group_input_channels(17) |
| 2510 | .group_output_channels(19) |
| 2511 | .qmax(128) |
| 2512 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2513 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2514 | } |
| 2515 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2516 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x1_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2517 | ConvolutionOperatorTester() |
| 2518 | .input_size(24, 25) |
| 2519 | .kernel_size(1, 1) |
| 2520 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2521 | .input_channel_stride(37) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2522 | .group_input_channels(17) |
| 2523 | .group_output_channels(19) |
| 2524 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2525 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2526 | } |
| 2527 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2528 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x1_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2529 | ConvolutionOperatorTester() |
| 2530 | .input_size(24, 25) |
| 2531 | .kernel_size(1, 1) |
| 2532 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2533 | .output_channel_stride(41) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2534 | .group_input_channels(17) |
| 2535 | .group_output_channels(19) |
| 2536 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2537 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2538 | } |
| 2539 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2540 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x1_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2541 | ConvolutionOperatorTester() |
| 2542 | .has_bias(false) |
| 2543 | .input_size(24, 25) |
| 2544 | .kernel_size(1, 1) |
| 2545 | .groups(2) |
| 2546 | .group_input_channels(17) |
| 2547 | .group_output_channels(19) |
| 2548 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2549 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2550 | } |
| 2551 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2552 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x1_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2553 | ConvolutionOperatorTester() |
| 2554 | .batch_size(3) |
| 2555 | .input_size(24, 25) |
| 2556 | .kernel_size(1, 1) |
| 2557 | .groups(2) |
| 2558 | .group_input_channels(17) |
| 2559 | .group_output_channels(19) |
| 2560 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2561 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2562 | } |
| 2563 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2564 | TEST(CONVOLUTION_NHWC_QU8, 1x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2565 | ConvolutionOperatorTester() |
| 2566 | .input_size(20, 19) |
| 2567 | .padding_width(1) |
| 2568 | .kernel_size(1, 3) |
| 2569 | .group_input_channels(17) |
| 2570 | .group_output_channels(15) |
| 2571 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2572 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2573 | } |
| 2574 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2575 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2576 | ConvolutionOperatorTester() |
| 2577 | .input_size(20, 19) |
| 2578 | .padding_width(1) |
| 2579 | .kernel_size(1, 3) |
| 2580 | .groups(2) |
| 2581 | .group_input_channels(17) |
| 2582 | .group_output_channels(15) |
| 2583 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2584 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2585 | } |
| 2586 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2587 | TEST(CONVOLUTION_NHWC_QU8, 3x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2588 | ConvolutionOperatorTester() |
| 2589 | .input_size(19, 20) |
| 2590 | .padding_height(1) |
| 2591 | .kernel_size(3, 1) |
| 2592 | .group_input_channels(17) |
| 2593 | .group_output_channels(15) |
| 2594 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2595 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2596 | } |
| 2597 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2598 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2599 | ConvolutionOperatorTester() |
| 2600 | .input_size(19, 20) |
| 2601 | .padding_height(1) |
| 2602 | .kernel_size(3, 1) |
| 2603 | .groups(2) |
| 2604 | .group_input_channels(17) |
| 2605 | .group_output_channels(15) |
| 2606 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2607 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2608 | } |
| 2609 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2610 | TEST(CONVOLUTION_NHWC_QU8, 3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2611 | ConvolutionOperatorTester() |
| 2612 | .input_size(13, 12) |
| 2613 | .padding(1) |
| 2614 | .kernel_size(3, 3) |
| 2615 | .group_input_channels(15) |
| 2616 | .group_output_channels(17) |
| 2617 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2618 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2619 | } |
| 2620 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2621 | TEST(CONVOLUTION_NHWC_QU8, 3x3_without_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2622 | ConvolutionOperatorTester() |
| 2623 | .input_size(13, 12) |
| 2624 | .kernel_size(3, 3) |
| 2625 | .group_input_channels(15) |
| 2626 | .group_output_channels(17) |
| 2627 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2628 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2629 | } |
| 2630 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2631 | TEST(CONVOLUTION_NHWC_QU8, 3x3_with_left_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2632 | ConvolutionOperatorTester() |
| 2633 | .input_size(13, 12) |
| 2634 | .padding_left(1) |
| 2635 | .kernel_size(3, 3) |
| 2636 | .group_input_channels(15) |
| 2637 | .group_output_channels(17) |
| 2638 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2639 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2640 | } |
| 2641 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2642 | TEST(CONVOLUTION_NHWC_QU8, 3x3_with_right_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2643 | ConvolutionOperatorTester() |
| 2644 | .input_size(13, 12) |
| 2645 | .padding_right(1) |
| 2646 | .kernel_size(3, 3) |
| 2647 | .group_input_channels(15) |
| 2648 | .group_output_channels(17) |
| 2649 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2650 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2651 | } |
| 2652 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2653 | TEST(CONVOLUTION_NHWC_QU8, 3x3_with_top_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2654 | ConvolutionOperatorTester() |
| 2655 | .input_size(13, 12) |
| 2656 | .padding_top(1) |
| 2657 | .kernel_size(3, 3) |
| 2658 | .group_input_channels(15) |
| 2659 | .group_output_channels(17) |
| 2660 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2661 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2662 | } |
| 2663 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2664 | TEST(CONVOLUTION_NHWC_QU8, 3x3_with_bottom_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2665 | ConvolutionOperatorTester() |
| 2666 | .input_size(13, 12) |
| 2667 | .padding_bottom(1) |
| 2668 | .kernel_size(3, 3) |
| 2669 | .group_input_channels(15) |
| 2670 | .group_output_channels(17) |
| 2671 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2672 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2673 | } |
| 2674 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2675 | TEST(CONVOLUTION_NHWC_QU8, 3x3_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2676 | ConvolutionOperatorTester() |
| 2677 | .input_size(13, 12) |
| 2678 | .padding(1) |
| 2679 | .kernel_size(3, 3) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2680 | .input_channel_stride(22) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2681 | .group_input_channels(15) |
| 2682 | .group_output_channels(17) |
| 2683 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2684 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2685 | } |
| 2686 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2687 | TEST(CONVOLUTION_NHWC_QU8, 3x3_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2688 | ConvolutionOperatorTester() |
| 2689 | .input_size(13, 12) |
| 2690 | .padding(1) |
| 2691 | .kernel_size(3, 3) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2692 | .output_channel_stride(23) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2693 | .group_input_channels(15) |
| 2694 | .group_output_channels(17) |
| 2695 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2696 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2697 | } |
| 2698 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2699 | TEST(CONVOLUTION_NHWC_QU8, 3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2700 | ConvolutionOperatorTester() |
| 2701 | .has_bias(false) |
| 2702 | .input_size(10, 9) |
| 2703 | .padding(1) |
| 2704 | .kernel_size(3, 3) |
| 2705 | .group_input_channels(15) |
| 2706 | .group_output_channels(17) |
| 2707 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2708 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2709 | } |
| 2710 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2711 | TEST(CONVOLUTION_NHWC_QU8, 3x3_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2712 | ConvolutionOperatorTester() |
| 2713 | .batch_size(3) |
| 2714 | .input_size(10, 9) |
| 2715 | .padding(1) |
| 2716 | .kernel_size(3, 3) |
| 2717 | .group_input_channels(15) |
| 2718 | .group_output_channels(17) |
| 2719 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2720 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2721 | } |
| 2722 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2723 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2724 | ConvolutionOperatorTester() |
| 2725 | .input_size(10, 11) |
| 2726 | .padding(1) |
| 2727 | .kernel_size(3, 3) |
| 2728 | .groups(2) |
| 2729 | .group_input_channels(14) |
| 2730 | .group_output_channels(13) |
| 2731 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2732 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2733 | } |
| 2734 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2735 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_without_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2736 | ConvolutionOperatorTester() |
| 2737 | .input_size(13, 12) |
| 2738 | .kernel_size(3, 3) |
| 2739 | .group_input_channels(15) |
| 2740 | .group_output_channels(17) |
| 2741 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2742 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2743 | } |
| 2744 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2745 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_with_left_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2746 | ConvolutionOperatorTester() |
| 2747 | .input_size(10, 11) |
| 2748 | .padding_left(1) |
| 2749 | .kernel_size(3, 3) |
| 2750 | .groups(2) |
| 2751 | .group_input_channels(14) |
| 2752 | .group_output_channels(13) |
| 2753 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2754 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2755 | } |
| 2756 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2757 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_with_right_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2758 | ConvolutionOperatorTester() |
| 2759 | .input_size(10, 11) |
| 2760 | .padding_right(1) |
| 2761 | .kernel_size(3, 3) |
| 2762 | .groups(2) |
| 2763 | .group_input_channels(14) |
| 2764 | .group_output_channels(13) |
| 2765 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2766 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2767 | } |
| 2768 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2769 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_with_top_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2770 | ConvolutionOperatorTester() |
| 2771 | .input_size(10, 11) |
| 2772 | .padding_top(1) |
| 2773 | .kernel_size(3, 3) |
| 2774 | .groups(2) |
| 2775 | .group_input_channels(14) |
| 2776 | .group_output_channels(13) |
| 2777 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2778 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2779 | } |
| 2780 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2781 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_with_bottom_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2782 | ConvolutionOperatorTester() |
| 2783 | .input_size(10, 11) |
| 2784 | .padding_bottom(1) |
| 2785 | .kernel_size(3, 3) |
| 2786 | .groups(2) |
| 2787 | .group_input_channels(14) |
| 2788 | .group_output_channels(13) |
| 2789 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2790 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2791 | } |
| 2792 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2793 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2794 | ConvolutionOperatorTester() |
| 2795 | .input_size(10, 11) |
| 2796 | .padding(1) |
| 2797 | .kernel_size(3, 3) |
| 2798 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2799 | .input_channel_stride(29) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2800 | .group_input_channels(14) |
| 2801 | .group_output_channels(13) |
| 2802 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2803 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2804 | } |
| 2805 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2806 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2807 | ConvolutionOperatorTester() |
| 2808 | .input_size(10, 11) |
| 2809 | .padding(1) |
| 2810 | .kernel_size(3, 3) |
| 2811 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2812 | .output_channel_stride(31) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2813 | .group_input_channels(14) |
| 2814 | .group_output_channels(13) |
| 2815 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2816 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2817 | } |
| 2818 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2819 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2820 | ConvolutionOperatorTester() |
| 2821 | .has_bias(false) |
| 2822 | .input_size(10, 11) |
| 2823 | .padding(1) |
| 2824 | .kernel_size(3, 3) |
| 2825 | .groups(2) |
| 2826 | .group_input_channels(14) |
| 2827 | .group_output_channels(13) |
| 2828 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2829 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2830 | } |
| 2831 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2832 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2833 | ConvolutionOperatorTester() |
| 2834 | .batch_size(3) |
| 2835 | .input_size(10, 11) |
| 2836 | .padding(1) |
| 2837 | .kernel_size(3, 3) |
| 2838 | .groups(2) |
| 2839 | .group_input_channels(14) |
| 2840 | .group_output_channels(13) |
| 2841 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2842 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2843 | } |
| 2844 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2845 | TEST(CONVOLUTION_NHWC_QU8, 3x3s2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2846 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2847 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2848 | .padding(1) |
| 2849 | .kernel_size(3, 3) |
| 2850 | .subsampling(2) |
| 2851 | .group_input_channels(27) |
| 2852 | .group_output_channels(19) |
| 2853 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2854 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2855 | } |
| 2856 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2857 | TEST(CONVOLUTION_NHWC_QU8, 3x3s2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2858 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 2859 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 2860 | ConvolutionOperatorTester() |
| 2861 | .input_size(input_height, input_width) |
| 2862 | .padding_tf_same(true) |
| 2863 | .kernel_size(3, 3) |
| 2864 | .subsampling(2) |
| 2865 | .group_input_channels(27) |
| 2866 | .group_output_channels(19) |
| 2867 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2868 | .TestNHWCxQU8(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2869 | } |
| 2870 | } |
| 2871 | } |
| 2872 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2873 | TEST(CONVOLUTION_NHWC_QU8, 3x3s1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2874 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2875 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2876 | .padding(1) |
| 2877 | .kernel_size(3, 3) |
| 2878 | .subsampling(1, 2) |
| 2879 | .group_input_channels(27) |
| 2880 | .group_output_channels(19) |
| 2881 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2882 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2883 | } |
| 2884 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2885 | TEST(CONVOLUTION_NHWC_QU8, 3x3s1x2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2886 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 2887 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 2888 | ConvolutionOperatorTester() |
| 2889 | .input_size(input_height, input_width) |
| 2890 | .padding_tf_same(true) |
| 2891 | .kernel_size(3, 3) |
| 2892 | .subsampling(1, 2) |
| 2893 | .group_input_channels(27) |
| 2894 | .group_output_channels(19) |
| 2895 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2896 | .TestNHWCxQU8(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2897 | } |
| 2898 | } |
| 2899 | } |
| 2900 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2901 | TEST(CONVOLUTION_NHWC_QU8, 3x3s2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2902 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2903 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2904 | .padding(1) |
| 2905 | .kernel_size(3, 3) |
| 2906 | .subsampling(2, 1) |
| 2907 | .group_input_channels(27) |
| 2908 | .group_output_channels(19) |
| 2909 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2910 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2911 | } |
| 2912 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2913 | TEST(CONVOLUTION_NHWC_QU8, 3x3s2x1_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2914 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 2915 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 2916 | ConvolutionOperatorTester() |
| 2917 | .input_size(input_height, input_width) |
| 2918 | .padding_tf_same(true) |
| 2919 | .kernel_size(3, 3) |
| 2920 | .subsampling(2, 1) |
| 2921 | .group_input_channels(27) |
| 2922 | .group_output_channels(19) |
| 2923 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2924 | .TestNHWCxQU8(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2925 | } |
| 2926 | } |
| 2927 | } |
| 2928 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2929 | TEST(CONVOLUTION_NHWC_QU8, 3x3d2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2930 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2931 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2932 | .padding(2) |
| 2933 | .kernel_size(3, 3) |
| 2934 | .dilation(2) |
| 2935 | .group_input_channels(27) |
| 2936 | .group_output_channels(19) |
| 2937 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2938 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2939 | } |
| 2940 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2941 | TEST(CONVOLUTION_NHWC_QU8, 3x3d1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2942 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2943 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2944 | .padding(1, 2) |
| 2945 | .kernel_size(3, 3) |
| 2946 | .dilation(1, 2) |
| 2947 | .group_input_channels(27) |
| 2948 | .group_output_channels(19) |
| 2949 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2950 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2951 | } |
| 2952 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2953 | TEST(CONVOLUTION_NHWC_QU8, 3x3d2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2954 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2955 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2956 | .padding(2, 1) |
| 2957 | .kernel_size(3, 3) |
| 2958 | .dilation(2, 1) |
| 2959 | .group_input_channels(27) |
| 2960 | .group_output_channels(19) |
| 2961 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2962 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2963 | } |
| 2964 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2965 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2966 | ConvolutionOperatorTester() |
| 2967 | .input_size(15, 14) |
| 2968 | .padding(1, 1) |
| 2969 | .kernel_size(3, 3) |
| 2970 | .groups(27) |
| 2971 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2972 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2973 | } |
| 2974 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2975 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2976 | ConvolutionOperatorTester() |
| 2977 | .has_bias(false) |
| 2978 | .input_size(15, 14) |
| 2979 | .padding(1, 1) |
| 2980 | .kernel_size(3, 3) |
| 2981 | .groups(27) |
| 2982 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2983 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2984 | } |
| 2985 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2986 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3s2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2987 | ConvolutionOperatorTester() |
| 2988 | .input_size(15, 14) |
| 2989 | .padding(1, 1) |
| 2990 | .kernel_size(3, 3) |
| 2991 | .subsampling(2) |
| 2992 | .groups(27) |
| 2993 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2994 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2995 | } |
| 2996 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2997 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3s2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2998 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 2999 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 3000 | ConvolutionOperatorTester() |
| 3001 | .input_size(input_height, input_width) |
| 3002 | .padding_tf_same(true) |
| 3003 | .kernel_size(3, 3) |
| 3004 | .subsampling(2) |
| 3005 | .groups(27) |
| 3006 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3007 | .TestNHWCxQU8(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3008 | } |
| 3009 | } |
| 3010 | } |
| 3011 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3012 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3s1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3013 | ConvolutionOperatorTester() |
| 3014 | .input_size(15, 14) |
| 3015 | .padding(1, 1) |
| 3016 | .kernel_size(3, 3) |
| 3017 | .subsampling(1, 2) |
| 3018 | .groups(27) |
| 3019 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3020 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3021 | } |
| 3022 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3023 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3s1x2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3024 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 3025 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 3026 | ConvolutionOperatorTester() |
| 3027 | .input_size(input_height, input_width) |
| 3028 | .padding_tf_same(true) |
| 3029 | .kernel_size(3, 3) |
| 3030 | .subsampling(1, 2) |
| 3031 | .groups(27) |
| 3032 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3033 | .TestNHWCxQU8(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3034 | } |
| 3035 | } |
| 3036 | } |
| 3037 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3038 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3s2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3039 | ConvolutionOperatorTester() |
| 3040 | .input_size(15, 14) |
| 3041 | .padding(1, 1) |
| 3042 | .kernel_size(3, 3) |
| 3043 | .subsampling(2, 1) |
| 3044 | .groups(27) |
| 3045 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3046 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3047 | } |
| 3048 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3049 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3s2x1_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3050 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 3051 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 3052 | ConvolutionOperatorTester() |
| 3053 | .input_size(input_height, input_width) |
| 3054 | .padding_tf_same(true) |
| 3055 | .kernel_size(3, 3) |
| 3056 | .subsampling(2, 1) |
| 3057 | .groups(27) |
| 3058 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3059 | .TestNHWCxQU8(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3060 | } |
| 3061 | } |
| 3062 | } |
| 3063 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3064 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3d2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3065 | ConvolutionOperatorTester() |
| 3066 | .input_size(15, 14) |
| 3067 | .padding(1, 1) |
| 3068 | .kernel_size(3, 3) |
| 3069 | .dilation(2) |
| 3070 | .groups(27) |
| 3071 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3072 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3073 | } |
| 3074 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3075 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3d1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3076 | ConvolutionOperatorTester() |
| 3077 | .input_size(15, 14) |
| 3078 | .padding(1, 1) |
| 3079 | .kernel_size(3, 3) |
| 3080 | .dilation(1, 2) |
| 3081 | .groups(27) |
| 3082 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3083 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3084 | } |
| 3085 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3086 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3d2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3087 | ConvolutionOperatorTester() |
| 3088 | .input_size(15, 14) |
| 3089 | .padding(1, 1) |
| 3090 | .kernel_size(3, 3) |
| 3091 | .dilation(2, 1) |
| 3092 | .groups(27) |
| 3093 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3094 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3095 | } |
| 3096 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3097 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3098 | ConvolutionOperatorTester() |
| 3099 | .depthwise_layout(true) |
| 3100 | .input_size(15, 14) |
| 3101 | .kernel_size(1, 1) |
| 3102 | .groups(24) |
| 3103 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3104 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3105 | } |
| 3106 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3107 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 1x1_with_depth_multiplier) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3108 | ConvolutionOperatorTester() |
| 3109 | .depthwise_layout(true) |
| 3110 | .input_size(15, 14) |
| 3111 | .kernel_size(1, 1) |
| 3112 | .groups(24) |
| 3113 | .group_output_channels(3) |
| 3114 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3115 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3116 | } |
| 3117 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3118 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 1x1_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3119 | ConvolutionOperatorTester() |
| 3120 | .depthwise_layout(true) |
| 3121 | .has_bias(false) |
| 3122 | .input_size(15, 14) |
| 3123 | .kernel_size(1, 1) |
| 3124 | .groups(24) |
| 3125 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3126 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3127 | } |
| 3128 | |
| Marat Dukhan | 4ef2352 | 2022-01-31 16:39:21 -0800 | [diff] [blame] | 3129 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 2x2) { |
| 3130 | ConvolutionOperatorTester() |
| 3131 | .depthwise_layout(true) |
| 3132 | .input_size(15, 14) |
| 3133 | .padding(1, 1) |
| 3134 | .kernel_size(2, 2) |
| 3135 | .groups(24) |
| 3136 | .iterations(3) |
| 3137 | .TestNHWCxQU8(); |
| 3138 | } |
| 3139 | |
| 3140 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 2x2_with_depth_multiplier) { |
| 3141 | ConvolutionOperatorTester() |
| 3142 | .depthwise_layout(true) |
| 3143 | .input_size(15, 14) |
| 3144 | .padding(1, 1) |
| 3145 | .kernel_size(2, 2) |
| 3146 | .groups(24) |
| 3147 | .group_output_channels(3) |
| 3148 | .iterations(3) |
| 3149 | .TestNHWCxQU8(); |
| 3150 | } |
| 3151 | |
| 3152 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 2x2_without_bias) { |
| 3153 | ConvolutionOperatorTester() |
| 3154 | .depthwise_layout(true) |
| 3155 | .has_bias(false) |
| 3156 | .input_size(15, 14) |
| 3157 | .padding(1, 1) |
| 3158 | .kernel_size(2, 2) |
| 3159 | .groups(24) |
| 3160 | .iterations(3) |
| 3161 | .TestNHWCxQU8(); |
| 3162 | } |
| 3163 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3164 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3165 | ConvolutionOperatorTester() |
| 3166 | .depthwise_layout(true) |
| 3167 | .input_size(15, 14) |
| 3168 | .padding(1, 1) |
| 3169 | .kernel_size(3, 3) |
| 3170 | .groups(24) |
| 3171 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3172 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3173 | } |
| 3174 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3175 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 3x3_with_depth_multiplier) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3176 | ConvolutionOperatorTester() |
| 3177 | .depthwise_layout(true) |
| 3178 | .input_size(15, 14) |
| 3179 | .padding(1, 1) |
| 3180 | .kernel_size(3, 3) |
| 3181 | .groups(24) |
| 3182 | .group_output_channels(3) |
| 3183 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3184 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3185 | } |
| 3186 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3187 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3188 | ConvolutionOperatorTester() |
| 3189 | .depthwise_layout(true) |
| 3190 | .has_bias(false) |
| 3191 | .input_size(15, 14) |
| 3192 | .padding(1, 1) |
| 3193 | .kernel_size(3, 3) |
| 3194 | .groups(24) |
| 3195 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3196 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3197 | } |
| 3198 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3199 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 3x3s2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3200 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 3201 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 3202 | ConvolutionOperatorTester() |
| 3203 | .depthwise_layout(true) |
| 3204 | .input_size(input_height, input_width) |
| 3205 | .padding_tf_same(true) |
| 3206 | .kernel_size(3, 3) |
| 3207 | .groups(24) |
| 3208 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3209 | .TestNHWCxQU8(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3210 | } |
| 3211 | } |
| 3212 | } |
| 3213 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3214 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 5x5) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3215 | ConvolutionOperatorTester() |
| 3216 | .depthwise_layout(true) |
| 3217 | .input_size(15, 14) |
| 3218 | .padding(2, 2) |
| 3219 | .kernel_size(5, 5) |
| 3220 | .groups(24) |
| 3221 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3222 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3223 | } |
| 3224 | |
| Marat Dukhan | 4ef2352 | 2022-01-31 16:39:21 -0800 | [diff] [blame] | 3225 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 5x5_with_depth_multiplier) { |
| 3226 | ConvolutionOperatorTester() |
| 3227 | .depthwise_layout(true) |
| 3228 | .input_size(15, 14) |
| 3229 | .padding(2, 2) |
| 3230 | .kernel_size(5, 5) |
| 3231 | .groups(24) |
| 3232 | .group_output_channels(3) |
| 3233 | .iterations(3) |
| 3234 | .TestNHWCxQU8(); |
| 3235 | } |
| 3236 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3237 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 5x5_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3238 | ConvolutionOperatorTester() |
| 3239 | .depthwise_layout(true) |
| 3240 | .has_bias(false) |
| 3241 | .input_size(15, 14) |
| 3242 | .padding(2, 2) |
| 3243 | .kernel_size(5, 5) |
| 3244 | .groups(24) |
| 3245 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3246 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3247 | } |
| 3248 | |
| Marat Dukhan | 4ef2352 | 2022-01-31 16:39:21 -0800 | [diff] [blame] | 3249 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 7x7) { |
| 3250 | ConvolutionOperatorTester() |
| 3251 | .depthwise_layout(true) |
| 3252 | .input_size(15, 14) |
| 3253 | .padding(3, 3) |
| 3254 | .kernel_size(7, 7) |
| 3255 | .groups(24) |
| 3256 | .iterations(3) |
| 3257 | .TestNHWCxQU8(); |
| 3258 | } |
| 3259 | |
| 3260 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 7x7_without_bias) { |
| 3261 | ConvolutionOperatorTester() |
| 3262 | .depthwise_layout(true) |
| 3263 | .has_bias(false) |
| 3264 | .input_size(15, 14) |
| 3265 | .padding(3, 3) |
| 3266 | .kernel_size(7, 7) |
| 3267 | .groups(24) |
| 3268 | .iterations(3) |
| 3269 | .TestNHWCxQU8(); |
| 3270 | } |
| 3271 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3272 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_input_buffer) { |
| Marat Dukhan | 202eed0 | 2019-11-20 16:21:10 -0800 | [diff] [blame] | 3273 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3274 | ConvolutionOperatorTester() |
| 3275 | .batch_size(3) |
| 3276 | .input_height(8) |
| 3277 | .input_width(8) |
| 3278 | .kernel_height(5) |
| 3279 | .kernel_width(3) |
| 3280 | .group_input_channels(15) |
| 3281 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3282 | .TestSetupNHWCxQU8(); |
| Marat Dukhan | 202eed0 | 2019-11-20 16:21:10 -0800 | [diff] [blame] | 3283 | } |
| 3284 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3285 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_input_buffer_grouped) { |
| Marat Dukhan | 202eed0 | 2019-11-20 16:21:10 -0800 | [diff] [blame] | 3286 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3287 | ConvolutionOperatorTester() |
| 3288 | .batch_size(3) |
| 3289 | .input_height(8) |
| 3290 | .input_width(8) |
| 3291 | .kernel_height(5) |
| 3292 | .kernel_width(3) |
| 3293 | .groups(2) |
| 3294 | .group_input_channels(15) |
| 3295 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3296 | .TestSetupNHWCxQU8(); |
| Marat Dukhan | 202eed0 | 2019-11-20 16:21:10 -0800 | [diff] [blame] | 3297 | } |
| 3298 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3299 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_input_buffer_depthwise) { |
| Marat Dukhan | 202eed0 | 2019-11-20 16:21:10 -0800 | [diff] [blame] | 3300 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3301 | ConvolutionOperatorTester() |
| 3302 | .batch_size(3) |
| 3303 | .input_height(8) |
| 3304 | .input_width(8) |
| 3305 | .kernel_height(3) |
| 3306 | .kernel_width(3) |
| 3307 | .groups(19) |
| 3308 | .group_input_channels(1) |
| 3309 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3310 | .TestSetupNHWCxQU8(); |
| Marat Dukhan | 202eed0 | 2019-11-20 16:21:10 -0800 | [diff] [blame] | 3311 | } |
| 3312 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3313 | TEST(CONVOLUTION_NHWC_QU8, setup_increasing_batch) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3314 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3315 | ConvolutionOperatorTester() |
| 3316 | .batch_size(3) |
| 3317 | .next_batch_size(5) |
| 3318 | .input_height(8) |
| 3319 | .input_width(8) |
| 3320 | .kernel_height(5) |
| 3321 | .kernel_width(3) |
| 3322 | .group_input_channels(15) |
| 3323 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3324 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3325 | } |
| 3326 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3327 | TEST(CONVOLUTION_NHWC_QU8, setup_increasing_batch_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3328 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3329 | ConvolutionOperatorTester() |
| 3330 | .batch_size(3) |
| 3331 | .next_batch_size(5) |
| 3332 | .input_height(8) |
| 3333 | .input_width(8) |
| 3334 | .kernel_height(5) |
| 3335 | .kernel_width(3) |
| 3336 | .groups(2) |
| 3337 | .group_input_channels(15) |
| 3338 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3339 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3340 | } |
| 3341 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3342 | TEST(CONVOLUTION_NHWC_QU8, setup_increasing_batch_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3343 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3344 | ConvolutionOperatorTester() |
| 3345 | .batch_size(3) |
| 3346 | .next_batch_size(5) |
| 3347 | .input_height(8) |
| 3348 | .input_width(8) |
| 3349 | .kernel_height(3) |
| 3350 | .kernel_width(3) |
| 3351 | .groups(19) |
| 3352 | .group_input_channels(1) |
| 3353 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3354 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3355 | } |
| 3356 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3357 | TEST(CONVOLUTION_NHWC_QU8, setup_decreasing_batch) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3358 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3359 | ConvolutionOperatorTester() |
| 3360 | .batch_size(5) |
| 3361 | .next_batch_size(3) |
| 3362 | .input_height(8) |
| 3363 | .input_width(8) |
| 3364 | .kernel_height(5) |
| 3365 | .kernel_width(3) |
| 3366 | .group_input_channels(15) |
| 3367 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3368 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3369 | } |
| 3370 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3371 | TEST(CONVOLUTION_NHWC_QU8, setup_decreasing_batch_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3372 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3373 | ConvolutionOperatorTester() |
| 3374 | .batch_size(5) |
| 3375 | .next_batch_size(3) |
| 3376 | .input_height(8) |
| 3377 | .input_width(8) |
| 3378 | .kernel_height(5) |
| 3379 | .kernel_width(3) |
| 3380 | .groups(2) |
| 3381 | .group_input_channels(15) |
| 3382 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3383 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3384 | } |
| 3385 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3386 | TEST(CONVOLUTION_NHWC_QU8, setup_decreasing_batch_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3387 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3388 | ConvolutionOperatorTester() |
| 3389 | .batch_size(5) |
| 3390 | .next_batch_size(3) |
| 3391 | .input_height(8) |
| 3392 | .input_width(8) |
| 3393 | .kernel_height(3) |
| 3394 | .kernel_width(3) |
| 3395 | .groups(19) |
| 3396 | .group_input_channels(1) |
| 3397 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3398 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3399 | } |
| 3400 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3401 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_height) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3402 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3403 | ConvolutionOperatorTester() |
| 3404 | .batch_size(3) |
| 3405 | .input_height(8) |
| 3406 | .input_width(8) |
| 3407 | .next_input_height(9) |
| 3408 | .kernel_height(5) |
| 3409 | .kernel_width(3) |
| 3410 | .group_input_channels(15) |
| 3411 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3412 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3413 | ConvolutionOperatorTester() |
| 3414 | .batch_size(3) |
| 3415 | .input_height(8) |
| 3416 | .input_width(8) |
| 3417 | .next_input_height(7) |
| 3418 | .kernel_height(5) |
| 3419 | .kernel_width(3) |
| 3420 | .group_input_channels(15) |
| 3421 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3422 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3423 | } |
| 3424 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3425 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_height_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3426 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3427 | ConvolutionOperatorTester() |
| 3428 | .batch_size(3) |
| 3429 | .input_height(8) |
| 3430 | .input_width(8) |
| 3431 | .next_input_height(9) |
| 3432 | .kernel_height(5) |
| 3433 | .kernel_width(3) |
| 3434 | .groups(2) |
| 3435 | .group_input_channels(15) |
| 3436 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3437 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3438 | ConvolutionOperatorTester() |
| 3439 | .batch_size(3) |
| 3440 | .input_height(8) |
| 3441 | .input_width(8) |
| 3442 | .next_input_height(7) |
| 3443 | .kernel_height(5) |
| 3444 | .kernel_width(3) |
| 3445 | .groups(2) |
| 3446 | .group_input_channels(15) |
| 3447 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3448 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3449 | } |
| 3450 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3451 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_height_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3452 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3453 | ConvolutionOperatorTester() |
| 3454 | .batch_size(3) |
| 3455 | .input_height(8) |
| 3456 | .input_width(8) |
| 3457 | .next_input_height(9) |
| 3458 | .kernel_height(3) |
| 3459 | .kernel_width(3) |
| 3460 | .groups(19) |
| 3461 | .group_input_channels(1) |
| 3462 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3463 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3464 | ConvolutionOperatorTester() |
| 3465 | .batch_size(3) |
| 3466 | .input_height(8) |
| 3467 | .input_width(8) |
| 3468 | .next_input_height(7) |
| 3469 | .kernel_height(3) |
| 3470 | .kernel_width(3) |
| 3471 | .groups(19) |
| 3472 | .group_input_channels(1) |
| 3473 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3474 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3475 | } |
| 3476 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3477 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_width) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3478 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3479 | ConvolutionOperatorTester() |
| 3480 | .batch_size(3) |
| 3481 | .input_height(8) |
| 3482 | .input_width(8) |
| 3483 | .next_input_width(9) |
| 3484 | .kernel_height(5) |
| 3485 | .kernel_width(3) |
| 3486 | .group_input_channels(15) |
| 3487 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3488 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3489 | ConvolutionOperatorTester() |
| 3490 | .batch_size(3) |
| 3491 | .input_height(8) |
| 3492 | .input_width(8) |
| 3493 | .next_input_width(7) |
| 3494 | .kernel_height(5) |
| 3495 | .kernel_width(3) |
| 3496 | .group_input_channels(15) |
| 3497 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3498 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3499 | } |
| 3500 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3501 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_width_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3502 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3503 | ConvolutionOperatorTester() |
| 3504 | .batch_size(3) |
| 3505 | .input_height(8) |
| 3506 | .input_width(8) |
| 3507 | .next_input_width(9) |
| 3508 | .kernel_height(5) |
| 3509 | .kernel_width(3) |
| 3510 | .groups(2) |
| 3511 | .group_input_channels(15) |
| 3512 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3513 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3514 | ConvolutionOperatorTester() |
| 3515 | .batch_size(3) |
| 3516 | .input_height(8) |
| 3517 | .input_width(8) |
| 3518 | .next_input_width(7) |
| 3519 | .kernel_height(5) |
| 3520 | .kernel_width(3) |
| 3521 | .groups(2) |
| 3522 | .group_input_channels(15) |
| 3523 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3524 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3525 | } |
| 3526 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3527 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_width_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3528 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3529 | ConvolutionOperatorTester() |
| 3530 | .batch_size(3) |
| 3531 | .input_height(8) |
| 3532 | .input_width(8) |
| 3533 | .next_input_width(9) |
| 3534 | .kernel_height(3) |
| 3535 | .kernel_width(3) |
| 3536 | .groups(19) |
| 3537 | .group_input_channels(1) |
| 3538 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3539 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3540 | ConvolutionOperatorTester() |
| 3541 | .batch_size(3) |
| 3542 | .input_height(8) |
| 3543 | .input_width(8) |
| 3544 | .next_input_width(7) |
| 3545 | .kernel_height(3) |
| 3546 | .kernel_width(3) |
| 3547 | .groups(19) |
| 3548 | .group_input_channels(1) |
| 3549 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3550 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3551 | } |
| 3552 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3553 | TEST(CONVOLUTION_NHWC_QU8, setup_swap_height_and_width) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3554 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3555 | ConvolutionOperatorTester() |
| 3556 | .batch_size(3) |
| 3557 | .input_height(9) |
| 3558 | .input_width(8) |
| 3559 | .next_input_height(8) |
| 3560 | .next_input_width(9) |
| 3561 | .kernel_height(5) |
| 3562 | .kernel_width(3) |
| 3563 | .group_input_channels(15) |
| 3564 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3565 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3566 | } |
| 3567 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3568 | TEST(CONVOLUTION_NHWC_QU8, setup_swap_height_and_width_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3569 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3570 | ConvolutionOperatorTester() |
| 3571 | .batch_size(3) |
| 3572 | .input_height(9) |
| 3573 | .input_width(8) |
| 3574 | .next_input_height(8) |
| 3575 | .next_input_width(9) |
| 3576 | .kernel_height(5) |
| 3577 | .kernel_width(3) |
| 3578 | .groups(2) |
| 3579 | .group_input_channels(15) |
| 3580 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3581 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3582 | } |
| 3583 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3584 | TEST(CONVOLUTION_NHWC_QU8, setup_swap_height_and_width_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3585 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3586 | ConvolutionOperatorTester() |
| 3587 | .batch_size(3) |
| 3588 | .input_height(9) |
| 3589 | .input_width(8) |
| 3590 | .next_input_height(8) |
| 3591 | .next_input_width(9) |
| 3592 | .kernel_height(3) |
| 3593 | .kernel_width(3) |
| 3594 | .groups(19) |
| 3595 | .group_input_channels(1) |
| 3596 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3597 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3598 | } |
| 3599 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3600 | TEST(CONVOLUTION_NHWC_F32, 1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3601 | ConvolutionOperatorTester() |
| 3602 | .input_size(27, 29) |
| 3603 | .kernel_size(1, 1) |
| 3604 | .group_input_channels(23) |
| 3605 | .group_output_channels(19) |
| 3606 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3607 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3608 | } |
| 3609 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3610 | TEST(CONVOLUTION_NHWC_F32, 1x1_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3611 | ConvolutionOperatorTester() |
| 3612 | .input_size(27, 29) |
| 3613 | .kernel_size(1, 1) |
| 3614 | .group_input_channels(23) |
| 3615 | .group_output_channels(19) |
| 3616 | .qmin(128) |
| 3617 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3618 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3619 | } |
| 3620 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3621 | TEST(CONVOLUTION_NHWC_F32, 1x1_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3622 | ConvolutionOperatorTester() |
| 3623 | .input_size(27, 29) |
| 3624 | .kernel_size(1, 1) |
| 3625 | .group_input_channels(23) |
| 3626 | .group_output_channels(19) |
| 3627 | .qmax(128) |
| 3628 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3629 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3630 | } |
| 3631 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3632 | TEST(CONVOLUTION_NHWC_F32, 1x1_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3633 | ConvolutionOperatorTester() |
| 3634 | .input_size(27, 29) |
| 3635 | .kernel_size(1, 1) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3636 | .input_channel_stride(28) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3637 | .group_input_channels(23) |
| 3638 | .group_output_channels(19) |
| 3639 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3640 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3641 | } |
| 3642 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3643 | TEST(CONVOLUTION_NHWC_F32, 1x1_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3644 | ConvolutionOperatorTester() |
| 3645 | .input_size(27, 29) |
| 3646 | .kernel_size(1, 1) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3647 | .output_channel_stride(29) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3648 | .group_input_channels(23) |
| 3649 | .group_output_channels(19) |
| 3650 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3651 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3652 | } |
| 3653 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3654 | TEST(CONVOLUTION_NHWC_F32, 1x1_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3655 | ConvolutionOperatorTester() |
| 3656 | .has_bias(false) |
| 3657 | .input_size(13, 14) |
| 3658 | .kernel_size(1, 1) |
| 3659 | .group_input_channels(23) |
| 3660 | .group_output_channels(19) |
| 3661 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3662 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3663 | } |
| 3664 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3665 | TEST(CONVOLUTION_NHWC_F32, 1x1_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3666 | ConvolutionOperatorTester() |
| 3667 | .batch_size(3) |
| 3668 | .input_size(13, 14) |
| 3669 | .kernel_size(1, 1) |
| 3670 | .group_input_channels(23) |
| 3671 | .group_output_channels(19) |
| 3672 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3673 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3674 | } |
| 3675 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3676 | TEST(CONVOLUTION_NHWC_F32, grouped_1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3677 | ConvolutionOperatorTester() |
| 3678 | .input_size(24, 25) |
| 3679 | .kernel_size(1, 1) |
| 3680 | .groups(2) |
| 3681 | .group_input_channels(17) |
| 3682 | .group_output_channels(19) |
| 3683 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3684 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3685 | } |
| 3686 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3687 | TEST(CONVOLUTION_NHWC_F32, grouped_1x1_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3688 | ConvolutionOperatorTester() |
| 3689 | .input_size(24, 25) |
| 3690 | .kernel_size(1, 1) |
| 3691 | .groups(2) |
| 3692 | .group_input_channels(17) |
| 3693 | .group_output_channels(19) |
| 3694 | .qmin(128) |
| 3695 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3696 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3697 | } |
| 3698 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3699 | TEST(CONVOLUTION_NHWC_F32, grouped_1x1_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3700 | ConvolutionOperatorTester() |
| 3701 | .input_size(24, 25) |
| 3702 | .kernel_size(1, 1) |
| 3703 | .groups(2) |
| 3704 | .group_input_channels(17) |
| 3705 | .group_output_channels(19) |
| 3706 | .qmax(128) |
| 3707 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3708 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3709 | } |
| 3710 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3711 | TEST(CONVOLUTION_NHWC_F32, grouped_1x1_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3712 | ConvolutionOperatorTester() |
| 3713 | .input_size(24, 25) |
| 3714 | .kernel_size(1, 1) |
| 3715 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3716 | .input_channel_stride(37) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3717 | .group_input_channels(17) |
| 3718 | .group_output_channels(19) |
| 3719 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3720 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3721 | } |
| 3722 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3723 | TEST(CONVOLUTION_NHWC_F32, grouped_1x1_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3724 | ConvolutionOperatorTester() |
| 3725 | .input_size(24, 25) |
| 3726 | .kernel_size(1, 1) |
| 3727 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3728 | .output_channel_stride(41) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3729 | .group_input_channels(17) |
| 3730 | .group_output_channels(19) |
| 3731 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3732 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3733 | } |
| 3734 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3735 | TEST(CONVOLUTION_NHWC_F32, grouped_1x1_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3736 | ConvolutionOperatorTester() |
| 3737 | .has_bias(false) |
| 3738 | .input_size(24, 25) |
| 3739 | .kernel_size(1, 1) |
| 3740 | .groups(2) |
| 3741 | .group_input_channels(17) |
| 3742 | .group_output_channels(19) |
| 3743 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3744 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3745 | } |
| 3746 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3747 | TEST(CONVOLUTION_NHWC_F32, grouped_1x1_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3748 | ConvolutionOperatorTester() |
| 3749 | .batch_size(3) |
| 3750 | .input_size(24, 25) |
| 3751 | .kernel_size(1, 1) |
| 3752 | .groups(2) |
| 3753 | .group_input_channels(17) |
| 3754 | .group_output_channels(19) |
| 3755 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3756 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3757 | } |
| 3758 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3759 | TEST(CONVOLUTION_NHWC_F32, unioutput_1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3760 | ConvolutionOperatorTester() |
| 3761 | .input_size(1, 1) |
| 3762 | .kernel_size(1, 1) |
| 3763 | .group_input_channels(23) |
| 3764 | .group_output_channels(19) |
| 3765 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3766 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3767 | } |
| 3768 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3769 | TEST(CONVOLUTION_NHWC_F32, unioutput_1x1_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3770 | ConvolutionOperatorTester() |
| 3771 | .input_size(1, 1) |
| 3772 | .kernel_size(1, 1) |
| 3773 | .group_input_channels(23) |
| 3774 | .group_output_channels(19) |
| 3775 | .qmin(128) |
| 3776 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3777 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3778 | } |
| 3779 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3780 | TEST(CONVOLUTION_NHWC_F32, unioutput_1x1_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3781 | ConvolutionOperatorTester() |
| 3782 | .input_size(1, 1) |
| 3783 | .kernel_size(1, 1) |
| 3784 | .group_input_channels(23) |
| 3785 | .group_output_channels(19) |
| 3786 | .qmax(128) |
| 3787 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3788 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3789 | } |
| 3790 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3791 | TEST(CONVOLUTION_NHWC_F32, unioutput_1x1_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3792 | ConvolutionOperatorTester() |
| 3793 | .input_size(1, 1) |
| 3794 | .kernel_size(1, 1) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3795 | .input_channel_stride(28) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3796 | .group_input_channels(23) |
| 3797 | .group_output_channels(19) |
| 3798 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3799 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3800 | } |
| 3801 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3802 | TEST(CONVOLUTION_NHWC_F32, unioutput_1x1_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3803 | ConvolutionOperatorTester() |
| 3804 | .input_size(1, 1) |
| 3805 | .kernel_size(1, 1) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3806 | .output_channel_stride(29) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3807 | .group_input_channels(23) |
| 3808 | .group_output_channels(19) |
| 3809 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3810 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3811 | } |
| 3812 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3813 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3814 | ConvolutionOperatorTester() |
| 3815 | .input_size(1, 1) |
| 3816 | .kernel_size(1, 1) |
| 3817 | .groups(2) |
| 3818 | .group_input_channels(17) |
| 3819 | .group_output_channels(13) |
| 3820 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3821 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3822 | } |
| 3823 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3824 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_1x1_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3825 | ConvolutionOperatorTester() |
| 3826 | .input_size(1, 1) |
| 3827 | .kernel_size(1, 1) |
| 3828 | .groups(2) |
| 3829 | .group_input_channels(17) |
| 3830 | .group_output_channels(13) |
| 3831 | .qmin(128) |
| 3832 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3833 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3834 | } |
| 3835 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3836 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_1x1_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3837 | ConvolutionOperatorTester() |
| 3838 | .input_size(1, 1) |
| 3839 | .kernel_size(1, 1) |
| 3840 | .groups(2) |
| 3841 | .group_input_channels(17) |
| 3842 | .group_output_channels(13) |
| 3843 | .qmax(128) |
| 3844 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3845 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3846 | } |
| 3847 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3848 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_1x1_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3849 | ConvolutionOperatorTester() |
| 3850 | .input_size(1, 1) |
| 3851 | .kernel_size(1, 1) |
| 3852 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3853 | .input_channel_stride(37) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3854 | .group_input_channels(17) |
| 3855 | .group_output_channels(13) |
| 3856 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3857 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3858 | } |
| 3859 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3860 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_1x1_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3861 | ConvolutionOperatorTester() |
| 3862 | .input_size(1, 1) |
| 3863 | .kernel_size(1, 1) |
| 3864 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3865 | .output_channel_stride(41) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3866 | .group_input_channels(17) |
| 3867 | .group_output_channels(13) |
| 3868 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3869 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3870 | } |
| 3871 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3872 | TEST(CONVOLUTION_NHWC_F32, 1x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3873 | ConvolutionOperatorTester() |
| 3874 | .input_size(20, 19) |
| 3875 | .padding_width(1) |
| 3876 | .kernel_size(1, 3) |
| 3877 | .group_input_channels(17) |
| 3878 | .group_output_channels(15) |
| 3879 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3880 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3881 | } |
| 3882 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3883 | TEST(CONVOLUTION_NHWC_F32, grouped_1x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3884 | ConvolutionOperatorTester() |
| 3885 | .input_size(20, 19) |
| 3886 | .padding_width(1) |
| 3887 | .kernel_size(1, 3) |
| 3888 | .groups(2) |
| 3889 | .group_input_channels(17) |
| 3890 | .group_output_channels(15) |
| 3891 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3892 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3893 | } |
| 3894 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3895 | TEST(CONVOLUTION_NHWC_F32, 3x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3896 | ConvolutionOperatorTester() |
| 3897 | .input_size(19, 20) |
| 3898 | .padding_height(1) |
| 3899 | .kernel_size(3, 1) |
| 3900 | .group_input_channels(17) |
| 3901 | .group_output_channels(15) |
| 3902 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3903 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3904 | } |
| 3905 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3906 | TEST(CONVOLUTION_NHWC_F32, grouped_3x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3907 | ConvolutionOperatorTester() |
| 3908 | .input_size(19, 20) |
| 3909 | .padding_height(1) |
| 3910 | .kernel_size(3, 1) |
| 3911 | .groups(2) |
| 3912 | .group_input_channels(17) |
| 3913 | .group_output_channels(15) |
| 3914 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3915 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3916 | } |
| 3917 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3918 | TEST(CONVOLUTION_NHWC_F32, 3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3919 | ConvolutionOperatorTester() |
| 3920 | .input_size(13, 12) |
| 3921 | .padding(1) |
| 3922 | .kernel_size(3, 3) |
| 3923 | .group_input_channels(15) |
| 3924 | .group_output_channels(17) |
| 3925 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3926 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3927 | } |
| 3928 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3929 | TEST(CONVOLUTION_NHWC_F32, 3x3_without_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3930 | ConvolutionOperatorTester() |
| 3931 | .input_size(13, 12) |
| 3932 | .kernel_size(3, 3) |
| 3933 | .group_input_channels(15) |
| 3934 | .group_output_channels(17) |
| 3935 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3936 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3937 | } |
| 3938 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3939 | TEST(CONVOLUTION_NHWC_F32, 3x3_with_left_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3940 | ConvolutionOperatorTester() |
| 3941 | .input_size(13, 12) |
| 3942 | .padding_left(1) |
| 3943 | .kernel_size(3, 3) |
| 3944 | .group_input_channels(15) |
| 3945 | .group_output_channels(17) |
| 3946 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3947 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3948 | } |
| 3949 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3950 | TEST(CONVOLUTION_NHWC_F32, 3x3_with_right_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3951 | ConvolutionOperatorTester() |
| 3952 | .input_size(13, 12) |
| 3953 | .padding_right(1) |
| 3954 | .kernel_size(3, 3) |
| 3955 | .group_input_channels(15) |
| 3956 | .group_output_channels(17) |
| 3957 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3958 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3959 | } |
| 3960 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3961 | TEST(CONVOLUTION_NHWC_F32, 3x3_with_top_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3962 | ConvolutionOperatorTester() |
| 3963 | .input_size(13, 12) |
| 3964 | .padding_top(1) |
| 3965 | .kernel_size(3, 3) |
| 3966 | .group_input_channels(15) |
| 3967 | .group_output_channels(17) |
| 3968 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3969 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3970 | } |
| 3971 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3972 | TEST(CONVOLUTION_NHWC_F32, 3x3_with_bottom_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3973 | ConvolutionOperatorTester() |
| 3974 | .input_size(13, 12) |
| 3975 | .padding_bottom(1) |
| 3976 | .kernel_size(3, 3) |
| 3977 | .group_input_channels(15) |
| 3978 | .group_output_channels(17) |
| 3979 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3980 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3981 | } |
| 3982 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3983 | TEST(CONVOLUTION_NHWC_F32, 3x3_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3984 | ConvolutionOperatorTester() |
| 3985 | .input_size(13, 12) |
| 3986 | .padding(1) |
| 3987 | .kernel_size(3, 3) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3988 | .input_channel_stride(22) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3989 | .group_input_channels(15) |
| 3990 | .group_output_channels(17) |
| 3991 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3992 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3993 | } |
| 3994 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3995 | TEST(CONVOLUTION_NHWC_F32, 3x3_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3996 | ConvolutionOperatorTester() |
| 3997 | .input_size(13, 12) |
| 3998 | .padding(1) |
| 3999 | .kernel_size(3, 3) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 4000 | .output_channel_stride(23) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4001 | .group_input_channels(15) |
| 4002 | .group_output_channels(17) |
| 4003 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4004 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4005 | } |
| 4006 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4007 | TEST(CONVOLUTION_NHWC_F32, 3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4008 | ConvolutionOperatorTester() |
| 4009 | .has_bias(false) |
| 4010 | .input_size(10, 9) |
| 4011 | .padding(1) |
| 4012 | .kernel_size(3, 3) |
| 4013 | .group_input_channels(15) |
| 4014 | .group_output_channels(17) |
| 4015 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4016 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4017 | } |
| 4018 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4019 | TEST(CONVOLUTION_NHWC_F32, 3x3_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4020 | ConvolutionOperatorTester() |
| 4021 | .batch_size(3) |
| 4022 | .input_size(10, 9) |
| 4023 | .padding(1) |
| 4024 | .kernel_size(3, 3) |
| 4025 | .group_input_channels(15) |
| 4026 | .group_output_channels(17) |
| 4027 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4028 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4029 | } |
| 4030 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4031 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4032 | ConvolutionOperatorTester() |
| 4033 | .input_size(10, 11) |
| 4034 | .padding(1) |
| 4035 | .kernel_size(3, 3) |
| 4036 | .groups(2) |
| 4037 | .group_input_channels(14) |
| 4038 | .group_output_channels(13) |
| 4039 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4040 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4041 | } |
| 4042 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4043 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_without_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4044 | ConvolutionOperatorTester() |
| 4045 | .input_size(13, 12) |
| 4046 | .kernel_size(3, 3) |
| 4047 | .group_input_channels(15) |
| 4048 | .group_output_channels(17) |
| 4049 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4050 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4051 | } |
| 4052 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4053 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_with_left_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4054 | ConvolutionOperatorTester() |
| 4055 | .input_size(10, 11) |
| 4056 | .padding_left(1) |
| 4057 | .kernel_size(3, 3) |
| 4058 | .groups(2) |
| 4059 | .group_input_channels(14) |
| 4060 | .group_output_channels(13) |
| 4061 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4062 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4063 | } |
| 4064 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4065 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_with_right_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4066 | ConvolutionOperatorTester() |
| 4067 | .input_size(10, 11) |
| 4068 | .padding_right(1) |
| 4069 | .kernel_size(3, 3) |
| 4070 | .groups(2) |
| 4071 | .group_input_channels(14) |
| 4072 | .group_output_channels(13) |
| 4073 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4074 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4075 | } |
| 4076 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4077 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_with_top_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4078 | ConvolutionOperatorTester() |
| 4079 | .input_size(10, 11) |
| 4080 | .padding_top(1) |
| 4081 | .kernel_size(3, 3) |
| 4082 | .groups(2) |
| 4083 | .group_input_channels(14) |
| 4084 | .group_output_channels(13) |
| 4085 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4086 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4087 | } |
| 4088 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4089 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_with_bottom_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4090 | ConvolutionOperatorTester() |
| 4091 | .input_size(10, 11) |
| 4092 | .padding_bottom(1) |
| 4093 | .kernel_size(3, 3) |
| 4094 | .groups(2) |
| 4095 | .group_input_channels(14) |
| 4096 | .group_output_channels(13) |
| 4097 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4098 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4099 | } |
| 4100 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4101 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4102 | ConvolutionOperatorTester() |
| 4103 | .input_size(10, 11) |
| 4104 | .padding(1) |
| 4105 | .kernel_size(3, 3) |
| 4106 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 4107 | .input_channel_stride(29) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4108 | .group_input_channels(14) |
| 4109 | .group_output_channels(13) |
| 4110 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4111 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4112 | } |
| 4113 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4114 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4115 | ConvolutionOperatorTester() |
| 4116 | .input_size(10, 11) |
| 4117 | .padding(1) |
| 4118 | .kernel_size(3, 3) |
| 4119 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 4120 | .output_channel_stride(31) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4121 | .group_input_channels(14) |
| 4122 | .group_output_channels(13) |
| 4123 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4124 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4125 | } |
| 4126 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4127 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4128 | ConvolutionOperatorTester() |
| 4129 | .has_bias(false) |
| 4130 | .input_size(10, 11) |
| 4131 | .padding(1) |
| 4132 | .kernel_size(3, 3) |
| 4133 | .groups(2) |
| 4134 | .group_input_channels(14) |
| 4135 | .group_output_channels(13) |
| 4136 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4137 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4138 | } |
| 4139 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4140 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4141 | ConvolutionOperatorTester() |
| 4142 | .batch_size(3) |
| 4143 | .input_size(10, 11) |
| 4144 | .padding(1) |
| 4145 | .kernel_size(3, 3) |
| 4146 | .groups(2) |
| 4147 | .group_input_channels(14) |
| 4148 | .group_output_channels(13) |
| 4149 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4150 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4151 | } |
| 4152 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4153 | TEST(CONVOLUTION_NHWC_F32, 3x3s2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4154 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4155 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4156 | .padding(1) |
| 4157 | .kernel_size(3, 3) |
| 4158 | .subsampling(2) |
| 4159 | .group_input_channels(27) |
| 4160 | .group_output_channels(19) |
| 4161 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4162 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4163 | } |
| 4164 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4165 | TEST(CONVOLUTION_NHWC_F32, 3x3s2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4166 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 4167 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 4168 | ConvolutionOperatorTester() |
| 4169 | .input_size(input_height, input_width) |
| 4170 | .padding_tf_same(true) |
| 4171 | .kernel_size(3, 3) |
| 4172 | .subsampling(2) |
| 4173 | .group_input_channels(27) |
| 4174 | .group_output_channels(19) |
| 4175 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4176 | .TestNHWCxF32(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4177 | } |
| 4178 | } |
| 4179 | } |
| 4180 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4181 | TEST(CONVOLUTION_NHWC_F32, 3x3s1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4182 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4183 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4184 | .padding(1) |
| 4185 | .kernel_size(3, 3) |
| 4186 | .subsampling(1, 2) |
| 4187 | .group_input_channels(27) |
| 4188 | .group_output_channels(19) |
| 4189 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4190 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4191 | } |
| 4192 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4193 | TEST(CONVOLUTION_NHWC_F32, 3x3s1x2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4194 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 4195 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 4196 | ConvolutionOperatorTester() |
| 4197 | .input_size(input_height, input_width) |
| 4198 | .padding_tf_same(true) |
| 4199 | .kernel_size(3, 3) |
| 4200 | .subsampling(1, 2) |
| 4201 | .group_input_channels(27) |
| 4202 | .group_output_channels(19) |
| 4203 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4204 | .TestNHWCxF32(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4205 | } |
| 4206 | } |
| 4207 | } |
| 4208 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4209 | TEST(CONVOLUTION_NHWC_F32, 3x3s2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4210 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4211 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4212 | .padding(1) |
| 4213 | .kernel_size(3, 3) |
| 4214 | .subsampling(2, 1) |
| 4215 | .group_input_channels(27) |
| 4216 | .group_output_channels(19) |
| 4217 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4218 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4219 | } |
| 4220 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4221 | TEST(CONVOLUTION_NHWC_F32, 3x3s2x1_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4222 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 4223 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 4224 | ConvolutionOperatorTester() |
| 4225 | .input_size(input_height, input_width) |
| 4226 | .padding_tf_same(true) |
| 4227 | .kernel_size(3, 3) |
| 4228 | .subsampling(2, 1) |
| 4229 | .group_input_channels(27) |
| 4230 | .group_output_channels(19) |
| 4231 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4232 | .TestNHWCxF32(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4233 | } |
| 4234 | } |
| 4235 | } |
| 4236 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4237 | TEST(CONVOLUTION_NHWC_F32, 3x3d2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4238 | ConvolutionOperatorTester() |
| 4239 | .input_size(13, 14) |
| 4240 | .padding(2) |
| 4241 | .kernel_size(3, 3) |
| 4242 | .dilation(2) |
| 4243 | .group_input_channels(27) |
| 4244 | .group_output_channels(19) |
| 4245 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4246 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4247 | } |
| 4248 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4249 | TEST(CONVOLUTION_NHWC_F32, 3x3d1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4250 | ConvolutionOperatorTester() |
| 4251 | .input_size(14, 15) |
| 4252 | .padding(1, 2) |
| 4253 | .kernel_size(3, 3) |
| 4254 | .dilation(1, 2) |
| 4255 | .group_input_channels(27) |
| 4256 | .group_output_channels(19) |
| 4257 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4258 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4259 | } |
| 4260 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4261 | TEST(CONVOLUTION_NHWC_F32, 3x3d2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4262 | ConvolutionOperatorTester() |
| 4263 | .input_size(15, 14) |
| 4264 | .padding(2, 1) |
| 4265 | .kernel_size(3, 3) |
| 4266 | .dilation(2, 1) |
| 4267 | .group_input_channels(27) |
| 4268 | .group_output_channels(19) |
| 4269 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4270 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4271 | } |
| 4272 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4273 | TEST(CONVOLUTION_NHWC_F32, unioutput_3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4274 | ConvolutionOperatorTester() |
| 4275 | .input_size(3, 3) |
| 4276 | .padding(1) |
| 4277 | .kernel_size(3, 3) |
| 4278 | .group_input_channels(23) |
| 4279 | .group_output_channels(19) |
| 4280 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4281 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4282 | } |
| 4283 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4284 | TEST(CONVOLUTION_NHWC_F32, unioutput_3x3_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4285 | ConvolutionOperatorTester() |
| 4286 | .input_size(3, 3) |
| 4287 | .padding(1) |
| 4288 | .kernel_size(3, 3) |
| 4289 | .group_input_channels(23) |
| 4290 | .group_output_channels(19) |
| 4291 | .qmin(128) |
| 4292 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4293 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4294 | } |
| 4295 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4296 | TEST(CONVOLUTION_NHWC_F32, unioutput_3x3_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4297 | ConvolutionOperatorTester() |
| 4298 | .input_size(3, 3) |
| 4299 | .padding(1) |
| 4300 | .kernel_size(3, 3) |
| 4301 | .group_input_channels(23) |
| 4302 | .group_output_channels(19) |
| 4303 | .qmax(128) |
| 4304 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4305 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4306 | } |
| 4307 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4308 | TEST(CONVOLUTION_NHWC_F32, unioutput_3x3_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4309 | ConvolutionOperatorTester() |
| 4310 | .input_size(3, 3) |
| 4311 | .padding(1) |
| 4312 | .kernel_size(3, 3) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 4313 | .input_channel_stride(28) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4314 | .group_input_channels(23) |
| 4315 | .group_output_channels(19) |
| 4316 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4317 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4318 | } |
| 4319 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4320 | TEST(CONVOLUTION_NHWC_F32, unioutput_3x3_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4321 | ConvolutionOperatorTester() |
| 4322 | .input_size(3, 3) |
| 4323 | .padding(1) |
| 4324 | .kernel_size(3, 3) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 4325 | .output_channel_stride(29) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4326 | .group_input_channels(23) |
| 4327 | .group_output_channels(19) |
| 4328 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4329 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4330 | } |
| 4331 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4332 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4333 | ConvolutionOperatorTester() |
| 4334 | .input_size(3, 3) |
| 4335 | .padding(1) |
| 4336 | .kernel_size(3, 3) |
| 4337 | .groups(2) |
| 4338 | .group_input_channels(17) |
| 4339 | .group_output_channels(13) |
| 4340 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4341 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4342 | } |
| 4343 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4344 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_3x3_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4345 | ConvolutionOperatorTester() |
| 4346 | .input_size(3, 3) |
| 4347 | .padding(1) |
| 4348 | .kernel_size(3, 3) |
| 4349 | .groups(2) |
| 4350 | .group_input_channels(17) |
| 4351 | .group_output_channels(13) |
| 4352 | .qmin(128) |
| 4353 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4354 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4355 | } |
| 4356 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4357 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_3x3_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4358 | ConvolutionOperatorTester() |
| 4359 | .input_size(3, 3) |
| 4360 | .padding(1) |
| 4361 | .kernel_size(3, 3) |
| 4362 | .groups(2) |
| 4363 | .group_input_channels(17) |
| 4364 | .group_output_channels(13) |
| 4365 | .qmax(128) |
| 4366 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4367 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4368 | } |
| 4369 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4370 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_3x3_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4371 | ConvolutionOperatorTester() |
| 4372 | .input_size(3, 3) |
| 4373 | .padding(1) |
| 4374 | .kernel_size(3, 3) |
| 4375 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 4376 | .input_channel_stride(37) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4377 | .group_input_channels(17) |
| 4378 | .group_output_channels(13) |
| 4379 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4380 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4381 | } |
| 4382 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4383 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_3x3_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4384 | ConvolutionOperatorTester() |
| 4385 | .input_size(3, 3) |
| 4386 | .padding(1) |
| 4387 | .kernel_size(3, 3) |
| 4388 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 4389 | .output_channel_stride(41) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4390 | .group_input_channels(17) |
| 4391 | .group_output_channels(13) |
| 4392 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4393 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4394 | } |
| 4395 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4396 | TEST(CONVOLUTION_NHWC_F32, depthwise_1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4397 | ConvolutionOperatorTester() |
| 4398 | .input_size(15, 14) |
| 4399 | .kernel_size(1, 1) |
| 4400 | .groups(24) |
| 4401 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4402 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4403 | } |
| 4404 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4405 | TEST(CONVOLUTION_NHWC_F32, depthwise_1x1_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4406 | ConvolutionOperatorTester() |
| 4407 | .has_bias(false) |
| 4408 | .input_size(15, 14) |
| 4409 | .kernel_size(1, 1) |
| 4410 | .groups(24) |
| 4411 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4412 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4413 | } |
| 4414 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4415 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4416 | ConvolutionOperatorTester() |
| 4417 | .input_size(15, 14) |
| 4418 | .padding(1, 1) |
| 4419 | .kernel_size(2, 2) |
| 4420 | .groups(24) |
| 4421 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4422 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4423 | } |
| 4424 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4425 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4426 | ConvolutionOperatorTester() |
| 4427 | .has_bias(false) |
| 4428 | .input_size(15, 14) |
| 4429 | .padding(1, 1) |
| 4430 | .kernel_size(2, 2) |
| 4431 | .groups(24) |
| 4432 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4433 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4434 | } |
| 4435 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4436 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2s2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4437 | ConvolutionOperatorTester() |
| 4438 | .input_size(15, 14) |
| 4439 | .padding(1, 1) |
| 4440 | .kernel_size(2, 2) |
| 4441 | .subsampling(2) |
| 4442 | .groups(27) |
| 4443 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4444 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4445 | } |
| 4446 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4447 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2s1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4448 | ConvolutionOperatorTester() |
| 4449 | .input_size(15, 14) |
| 4450 | .padding(1, 1) |
| 4451 | .kernel_size(2, 2) |
| 4452 | .subsampling(1, 2) |
| 4453 | .groups(27) |
| 4454 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4455 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4456 | } |
| 4457 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4458 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2s2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4459 | ConvolutionOperatorTester() |
| 4460 | .input_size(15, 14) |
| 4461 | .padding(1, 1) |
| 4462 | .kernel_size(2, 2) |
| 4463 | .subsampling(2, 1) |
| 4464 | .groups(27) |
| 4465 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4466 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4467 | } |
| 4468 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4469 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2d2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4470 | ConvolutionOperatorTester() |
| 4471 | .input_size(15, 14) |
| 4472 | .padding(1, 1) |
| 4473 | .kernel_size(2, 2) |
| 4474 | .dilation(2) |
| 4475 | .groups(27) |
| 4476 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4477 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4478 | } |
| 4479 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4480 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2d1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4481 | ConvolutionOperatorTester() |
| 4482 | .input_size(15, 14) |
| 4483 | .padding(1, 1) |
| 4484 | .kernel_size(2, 2) |
| 4485 | .dilation(1, 2) |
| 4486 | .groups(27) |
| 4487 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4488 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4489 | } |
| 4490 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4491 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2d2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4492 | ConvolutionOperatorTester() |
| 4493 | .input_size(15, 14) |
| 4494 | .padding(1, 1) |
| 4495 | .kernel_size(2, 2) |
| 4496 | .dilation(2, 1) |
| 4497 | .groups(27) |
| 4498 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4499 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4500 | } |
| 4501 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4502 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4503 | ConvolutionOperatorTester() |
| 4504 | .input_size(15, 14) |
| 4505 | .padding(1, 1) |
| 4506 | .kernel_size(3, 3) |
| 4507 | .groups(24) |
| 4508 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4509 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4510 | } |
| 4511 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4512 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4513 | ConvolutionOperatorTester() |
| 4514 | .has_bias(false) |
| 4515 | .input_size(15, 14) |
| 4516 | .padding(1, 1) |
| 4517 | .kernel_size(3, 3) |
| 4518 | .groups(24) |
| 4519 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4520 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4521 | } |
| 4522 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4523 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3s2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4524 | ConvolutionOperatorTester() |
| 4525 | .input_size(15, 14) |
| 4526 | .padding(1, 1) |
| 4527 | .kernel_size(3, 3) |
| 4528 | .subsampling(2) |
| 4529 | .groups(27) |
| 4530 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4531 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4532 | } |
| 4533 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4534 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3s2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4535 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 4536 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 4537 | ConvolutionOperatorTester() |
| 4538 | .input_size(input_height, input_width) |
| 4539 | .padding_tf_same(true) |
| 4540 | .kernel_size(3, 3) |
| 4541 | .subsampling(2) |
| 4542 | .groups(27) |
| 4543 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4544 | .TestNHWCxF32(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4545 | } |
| 4546 | } |
| 4547 | } |
| 4548 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4549 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3s1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4550 | ConvolutionOperatorTester() |
| 4551 | .input_size(15, 14) |
| 4552 | .padding(1, 1) |
| 4553 | .kernel_size(3, 3) |
| 4554 | .subsampling(1, 2) |
| 4555 | .groups(27) |
| 4556 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4557 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4558 | } |
| 4559 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4560 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3s1x2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4561 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 4562 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 4563 | ConvolutionOperatorTester() |
| 4564 | .input_size(input_height, input_width) |
| 4565 | .padding_tf_same(true) |
| 4566 | .kernel_size(3, 3) |
| 4567 | .subsampling(1, 2) |
| 4568 | .groups(27) |
| 4569 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4570 | .TestNHWCxF32(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4571 | } |
| 4572 | } |
| 4573 | } |
| 4574 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4575 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3s2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4576 | ConvolutionOperatorTester() |
| 4577 | .input_size(15, 14) |
| 4578 | .padding(1, 1) |
| 4579 | .kernel_size(3, 3) |
| 4580 | .subsampling(2, 1) |
| 4581 | .groups(27) |
| 4582 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4583 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4584 | } |
| 4585 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4586 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3s2x1_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4587 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 4588 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 4589 | ConvolutionOperatorTester() |
| 4590 | .input_size(input_height, input_width) |
| 4591 | .padding_tf_same(true) |
| 4592 | .kernel_size(3, 3) |
| 4593 | .subsampling(2, 1) |
| 4594 | .groups(27) |
| 4595 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4596 | .TestNHWCxF32(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4597 | } |
| 4598 | } |
| 4599 | } |
| 4600 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4601 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3d2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4602 | ConvolutionOperatorTester() |
| 4603 | .input_size(15, 14) |
| 4604 | .padding(1, 1) |
| 4605 | .kernel_size(3, 3) |
| 4606 | .dilation(2) |
| 4607 | .groups(27) |
| 4608 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4609 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4610 | } |
| 4611 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4612 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3d1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4613 | ConvolutionOperatorTester() |
| 4614 | .input_size(15, 14) |
| 4615 | .padding(1, 1) |
| 4616 | .kernel_size(3, 3) |
| 4617 | .dilation(1, 2) |
| 4618 | .groups(27) |
| 4619 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4620 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4621 | } |
| 4622 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4623 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3d2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4624 | ConvolutionOperatorTester() |
| 4625 | .input_size(15, 14) |
| 4626 | .padding(1, 1) |
| 4627 | .kernel_size(3, 3) |
| 4628 | .dilation(2, 1) |
| 4629 | .groups(27) |
| 4630 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4631 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4632 | } |
| 4633 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4634 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4635 | ConvolutionOperatorTester() |
| 4636 | .input_size(15, 14) |
| 4637 | .padding(2, 2) |
| 4638 | .kernel_size(5, 5) |
| 4639 | .groups(27) |
| 4640 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4641 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4642 | } |
| 4643 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4644 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4645 | ConvolutionOperatorTester() |
| 4646 | .has_bias(false) |
| 4647 | .input_size(15, 14) |
| 4648 | .padding(2, 2) |
| 4649 | .kernel_size(5, 5) |
| 4650 | .groups(27) |
| 4651 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4652 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4653 | } |
| 4654 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4655 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5s2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4656 | ConvolutionOperatorTester() |
| 4657 | .input_size(15, 14) |
| 4658 | .padding(2, 2) |
| 4659 | .kernel_size(5, 5) |
| 4660 | .subsampling(2) |
| 4661 | .groups(27) |
| 4662 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4663 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4664 | } |
| 4665 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4666 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5s1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4667 | ConvolutionOperatorTester() |
| 4668 | .input_size(15, 14) |
| 4669 | .padding(2, 2) |
| 4670 | .kernel_size(5, 5) |
| 4671 | .subsampling(1, 2) |
| 4672 | .groups(27) |
| 4673 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4674 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4675 | } |
| 4676 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4677 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5s2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4678 | ConvolutionOperatorTester() |
| 4679 | .input_size(15, 14) |
| 4680 | .padding(2, 2) |
| 4681 | .kernel_size(5, 5) |
| 4682 | .subsampling(2, 1) |
| 4683 | .groups(27) |
| 4684 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4685 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4686 | } |
| 4687 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4688 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5d2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4689 | ConvolutionOperatorTester() |
| 4690 | .input_size(15, 14) |
| 4691 | .padding(2, 2) |
| 4692 | .kernel_size(5, 5) |
| 4693 | .dilation(2) |
| 4694 | .groups(27) |
| 4695 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4696 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4697 | } |
| 4698 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4699 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5d1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4700 | ConvolutionOperatorTester() |
| 4701 | .input_size(15, 14) |
| 4702 | .padding(2, 2) |
| 4703 | .kernel_size(5, 5) |
| 4704 | .dilation(1, 2) |
| 4705 | .groups(27) |
| 4706 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4707 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4708 | } |
| 4709 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4710 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5d2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4711 | ConvolutionOperatorTester() |
| 4712 | .input_size(15, 14) |
| 4713 | .padding(2, 2) |
| 4714 | .kernel_size(5, 5) |
| 4715 | .dilation(2, 1) |
| 4716 | .groups(27) |
| 4717 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4718 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4719 | } |
| 4720 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4721 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4722 | ConvolutionOperatorTester() |
| 4723 | .depthwise_layout(true) |
| 4724 | .input_size(15, 14) |
| 4725 | .kernel_size(1, 1) |
| 4726 | .groups(24) |
| 4727 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4728 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4729 | } |
| 4730 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4731 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 1x1_with_depth_multiplier) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4732 | ConvolutionOperatorTester() |
| 4733 | .depthwise_layout(true) |
| 4734 | .input_size(15, 14) |
| 4735 | .kernel_size(1, 1) |
| 4736 | .groups(24) |
| 4737 | .group_output_channels(3) |
| 4738 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4739 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4740 | } |
| 4741 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4742 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 1x1_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4743 | ConvolutionOperatorTester() |
| 4744 | .depthwise_layout(true) |
| 4745 | .has_bias(false) |
| 4746 | .input_size(15, 14) |
| 4747 | .kernel_size(1, 1) |
| 4748 | .groups(24) |
| 4749 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4750 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4751 | } |
| 4752 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4753 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 2x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4754 | ConvolutionOperatorTester() |
| 4755 | .depthwise_layout(true) |
| 4756 | .input_size(15, 14) |
| 4757 | .padding(1, 1) |
| 4758 | .kernel_size(2, 2) |
| 4759 | .groups(24) |
| 4760 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4761 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4762 | } |
| 4763 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4764 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 2x2_with_depth_multiplier) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4765 | ConvolutionOperatorTester() |
| 4766 | .depthwise_layout(true) |
| 4767 | .input_size(15, 14) |
| 4768 | .padding(1, 1) |
| 4769 | .kernel_size(2, 2) |
| 4770 | .groups(24) |
| 4771 | .group_output_channels(3) |
| 4772 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4773 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4774 | } |
| 4775 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4776 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 2x2_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4777 | ConvolutionOperatorTester() |
| 4778 | .depthwise_layout(true) |
| 4779 | .has_bias(false) |
| 4780 | .input_size(15, 14) |
| 4781 | .padding(1, 1) |
| 4782 | .kernel_size(2, 2) |
| 4783 | .groups(24) |
| 4784 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4785 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4786 | } |
| 4787 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4788 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4789 | ConvolutionOperatorTester() |
| 4790 | .depthwise_layout(true) |
| 4791 | .input_size(15, 14) |
| 4792 | .padding(1, 1) |
| 4793 | .kernel_size(3, 3) |
| 4794 | .groups(24) |
| 4795 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4796 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4797 | } |
| 4798 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4799 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 3x3_with_depth_multiplier) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4800 | ConvolutionOperatorTester() |
| 4801 | .depthwise_layout(true) |
| 4802 | .input_size(15, 14) |
| 4803 | .padding(1, 1) |
| 4804 | .kernel_size(3, 3) |
| 4805 | .groups(24) |
| 4806 | .group_output_channels(3) |
| 4807 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4808 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4809 | } |
| 4810 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4811 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4812 | ConvolutionOperatorTester() |
| 4813 | .depthwise_layout(true) |
| 4814 | .has_bias(false) |
| 4815 | .input_size(15, 14) |
| 4816 | .padding(1, 1) |
| 4817 | .kernel_size(3, 3) |
| 4818 | .groups(24) |
| 4819 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4820 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4821 | } |
| 4822 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4823 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 3x3s2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4824 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 4825 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 4826 | ConvolutionOperatorTester() |
| 4827 | .depthwise_layout(true) |
| 4828 | .input_size(input_height, input_width) |
| 4829 | .padding_tf_same(true) |
| 4830 | .kernel_size(3, 3) |
| 4831 | .groups(24) |
| 4832 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4833 | .TestNHWCxF32(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4834 | } |
| 4835 | } |
| 4836 | } |
| 4837 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4838 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 5x5) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4839 | ConvolutionOperatorTester() |
| 4840 | .depthwise_layout(true) |
| 4841 | .input_size(15, 14) |
| 4842 | .padding(2, 2) |
| 4843 | .kernel_size(5, 5) |
| 4844 | .groups(24) |
| 4845 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4846 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4847 | } |
| 4848 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4849 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 5x5_with_depth_multiplier) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4850 | ConvolutionOperatorTester() |
| 4851 | .depthwise_layout(true) |
| 4852 | .input_size(15, 14) |
| 4853 | .padding(2, 2) |
| 4854 | .kernel_size(5, 5) |
| 4855 | .groups(24) |
| 4856 | .group_output_channels(3) |
| 4857 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4858 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4859 | } |
| 4860 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4861 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 5x5_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4862 | ConvolutionOperatorTester() |
| 4863 | .depthwise_layout(true) |
| 4864 | .has_bias(false) |
| 4865 | .input_size(15, 14) |
| 4866 | .padding(2, 2) |
| 4867 | .kernel_size(5, 5) |
| 4868 | .groups(24) |
| 4869 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4870 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4871 | } |
| 4872 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4873 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 7x7) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4874 | ConvolutionOperatorTester() |
| 4875 | .depthwise_layout(true) |
| 4876 | .input_size(15, 14) |
| 4877 | .padding(3, 3) |
| 4878 | .kernel_size(7, 7) |
| 4879 | .groups(24) |
| 4880 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4881 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4882 | } |
| 4883 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4884 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 7x7_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4885 | ConvolutionOperatorTester() |
| 4886 | .depthwise_layout(true) |
| 4887 | .has_bias(false) |
| 4888 | .input_size(15, 14) |
| 4889 | .padding(3, 3) |
| 4890 | .kernel_size(7, 7) |
| 4891 | .groups(24) |
| 4892 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4893 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4894 | } |
| 4895 | |
| Marat Dukhan | 202eed0 | 2019-11-20 16:21:10 -0800 | [diff] [blame] | 4896 | TEST(CONVOLUTION_NHWC_F32, setup_changing_input_buffer) { |
| 4897 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 4898 | ConvolutionOperatorTester() |
| 4899 | .batch_size(3) |
| 4900 | .input_height(8) |
| 4901 | .input_width(8) |
| 4902 | .kernel_height(5) |
| 4903 | .kernel_width(3) |
| 4904 | .group_input_channels(15) |
| 4905 | .group_output_channels(17) |
| 4906 | .TestSetupNHWCxF32(); |
| 4907 | } |
| 4908 | |
| 4909 | TEST(CONVOLUTION_NHWC_F32, setup_changing_input_buffer_grouped) { |
| 4910 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 4911 | ConvolutionOperatorTester() |
| 4912 | .batch_size(3) |
| 4913 | .input_height(8) |
| 4914 | .input_width(8) |
| 4915 | .kernel_height(5) |
| 4916 | .kernel_width(3) |
| 4917 | .groups(2) |
| 4918 | .group_input_channels(15) |
| 4919 | .group_output_channels(17) |
| 4920 | .TestSetupNHWCxF32(); |
| 4921 | } |
| 4922 | |
| 4923 | TEST(CONVOLUTION_NHWC_F32, setup_changing_input_buffer_depthwise) { |
| 4924 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 4925 | ConvolutionOperatorTester() |
| 4926 | .batch_size(3) |
| 4927 | .input_height(8) |
| 4928 | .input_width(8) |
| 4929 | .kernel_height(3) |
| 4930 | .kernel_width(3) |
| 4931 | .groups(19) |
| 4932 | .group_input_channels(1) |
| 4933 | .group_output_channels(1) |
| 4934 | .TestSetupNHWCxF32(); |
| 4935 | } |
| 4936 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4937 | TEST(CONVOLUTION_NHWC_F32, setup_increasing_batch) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4938 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4939 | ConvolutionOperatorTester() |
| 4940 | .batch_size(3) |
| 4941 | .next_batch_size(5) |
| 4942 | .input_height(8) |
| 4943 | .input_width(8) |
| 4944 | .kernel_height(5) |
| 4945 | .kernel_width(3) |
| 4946 | .group_input_channels(15) |
| 4947 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4948 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4949 | } |
| 4950 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4951 | TEST(CONVOLUTION_NHWC_F32, setup_increasing_batch_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4952 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4953 | ConvolutionOperatorTester() |
| 4954 | .batch_size(3) |
| 4955 | .next_batch_size(5) |
| 4956 | .input_height(8) |
| 4957 | .input_width(8) |
| 4958 | .kernel_height(5) |
| 4959 | .kernel_width(3) |
| 4960 | .groups(2) |
| 4961 | .group_input_channels(15) |
| 4962 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4963 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4964 | } |
| 4965 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4966 | TEST(CONVOLUTION_NHWC_F32, setup_increasing_batch_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4967 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4968 | ConvolutionOperatorTester() |
| 4969 | .batch_size(3) |
| 4970 | .next_batch_size(5) |
| 4971 | .input_height(8) |
| 4972 | .input_width(8) |
| 4973 | .kernel_height(3) |
| 4974 | .kernel_width(3) |
| 4975 | .groups(19) |
| 4976 | .group_input_channels(1) |
| 4977 | .group_output_channels(1) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4978 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4979 | } |
| 4980 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4981 | TEST(CONVOLUTION_NHWC_F32, setup_decreasing_batch) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4982 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4983 | ConvolutionOperatorTester() |
| 4984 | .batch_size(5) |
| 4985 | .next_batch_size(3) |
| 4986 | .input_height(8) |
| 4987 | .input_width(8) |
| 4988 | .kernel_height(5) |
| 4989 | .kernel_width(3) |
| 4990 | .group_input_channels(15) |
| 4991 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4992 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4993 | } |
| 4994 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4995 | TEST(CONVOLUTION_NHWC_F32, setup_decreasing_batch_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4996 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4997 | ConvolutionOperatorTester() |
| 4998 | .batch_size(5) |
| 4999 | .next_batch_size(3) |
| 5000 | .input_height(8) |
| 5001 | .input_width(8) |
| 5002 | .kernel_height(5) |
| 5003 | .kernel_width(3) |
| 5004 | .groups(2) |
| 5005 | .group_input_channels(15) |
| 5006 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5007 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5008 | } |
| 5009 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5010 | TEST(CONVOLUTION_NHWC_F32, setup_decreasing_batch_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5011 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5012 | ConvolutionOperatorTester() |
| 5013 | .batch_size(5) |
| 5014 | .next_batch_size(3) |
| 5015 | .input_height(8) |
| 5016 | .input_width(8) |
| 5017 | .kernel_height(3) |
| 5018 | .kernel_width(3) |
| 5019 | .groups(19) |
| 5020 | .group_input_channels(1) |
| 5021 | .group_output_channels(1) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5022 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5023 | } |
| 5024 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5025 | TEST(CONVOLUTION_NHWC_F32, setup_changing_height) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5026 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5027 | ConvolutionOperatorTester() |
| 5028 | .batch_size(3) |
| 5029 | .input_height(8) |
| 5030 | .input_width(8) |
| 5031 | .next_input_height(9) |
| 5032 | .kernel_height(5) |
| 5033 | .kernel_width(3) |
| 5034 | .group_input_channels(15) |
| 5035 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5036 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5037 | ConvolutionOperatorTester() |
| 5038 | .batch_size(3) |
| 5039 | .input_height(8) |
| 5040 | .input_width(8) |
| 5041 | .next_input_height(7) |
| 5042 | .kernel_height(5) |
| 5043 | .kernel_width(3) |
| 5044 | .group_input_channels(15) |
| 5045 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5046 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5047 | } |
| 5048 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5049 | TEST(CONVOLUTION_NHWC_F32, setup_changing_height_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5050 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5051 | ConvolutionOperatorTester() |
| 5052 | .batch_size(3) |
| 5053 | .input_height(8) |
| 5054 | .input_width(8) |
| 5055 | .next_input_height(9) |
| 5056 | .kernel_height(5) |
| 5057 | .kernel_width(3) |
| 5058 | .groups(2) |
| 5059 | .group_input_channels(15) |
| 5060 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5061 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5062 | ConvolutionOperatorTester() |
| 5063 | .batch_size(3) |
| 5064 | .input_height(8) |
| 5065 | .input_width(8) |
| 5066 | .next_input_height(7) |
| 5067 | .kernel_height(5) |
| 5068 | .kernel_width(3) |
| 5069 | .groups(2) |
| 5070 | .group_input_channels(15) |
| 5071 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5072 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5073 | } |
| 5074 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5075 | TEST(CONVOLUTION_NHWC_F32, setup_changing_height_depthwise) { |
| 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 | ConvolutionOperatorTester() |
| 5078 | .batch_size(3) |
| 5079 | .input_height(8) |
| 5080 | .input_width(8) |
| 5081 | .next_input_height(9) |
| 5082 | .kernel_height(3) |
| 5083 | .kernel_width(3) |
| 5084 | .groups(19) |
| 5085 | .group_input_channels(1) |
| 5086 | .group_output_channels(1) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5087 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5088 | ConvolutionOperatorTester() |
| 5089 | .batch_size(3) |
| 5090 | .input_height(8) |
| 5091 | .input_width(8) |
| 5092 | .next_input_height(7) |
| 5093 | .kernel_height(3) |
| 5094 | .kernel_width(3) |
| 5095 | .groups(19) |
| 5096 | .group_input_channels(1) |
| 5097 | .group_output_channels(1) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5098 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5099 | } |
| 5100 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5101 | TEST(CONVOLUTION_NHWC_F32, setup_changing_width) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5102 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5103 | ConvolutionOperatorTester() |
| 5104 | .batch_size(3) |
| 5105 | .input_height(8) |
| 5106 | .input_width(8) |
| 5107 | .next_input_width(9) |
| 5108 | .kernel_height(5) |
| 5109 | .kernel_width(3) |
| 5110 | .group_input_channels(15) |
| 5111 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5112 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5113 | ConvolutionOperatorTester() |
| 5114 | .batch_size(3) |
| 5115 | .input_height(8) |
| 5116 | .input_width(8) |
| 5117 | .next_input_width(7) |
| 5118 | .kernel_height(5) |
| 5119 | .kernel_width(3) |
| 5120 | .group_input_channels(15) |
| 5121 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5122 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5123 | } |
| 5124 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5125 | TEST(CONVOLUTION_NHWC_F32, setup_changing_width_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5126 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5127 | ConvolutionOperatorTester() |
| 5128 | .batch_size(3) |
| 5129 | .input_height(8) |
| 5130 | .input_width(8) |
| 5131 | .next_input_width(9) |
| 5132 | .kernel_height(5) |
| 5133 | .kernel_width(3) |
| 5134 | .groups(2) |
| 5135 | .group_input_channels(15) |
| 5136 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5137 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5138 | ConvolutionOperatorTester() |
| 5139 | .batch_size(3) |
| 5140 | .input_height(8) |
| 5141 | .input_width(8) |
| 5142 | .next_input_width(7) |
| 5143 | .kernel_height(5) |
| 5144 | .kernel_width(3) |
| 5145 | .groups(2) |
| 5146 | .group_input_channels(15) |
| 5147 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5148 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5149 | } |
| 5150 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5151 | TEST(CONVOLUTION_NHWC_F32, setup_changing_width_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5152 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5153 | ConvolutionOperatorTester() |
| 5154 | .batch_size(3) |
| 5155 | .input_height(8) |
| 5156 | .input_width(8) |
| 5157 | .next_input_width(9) |
| 5158 | .kernel_height(3) |
| 5159 | .kernel_width(3) |
| 5160 | .groups(19) |
| 5161 | .group_input_channels(1) |
| 5162 | .group_output_channels(1) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5163 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5164 | ConvolutionOperatorTester() |
| 5165 | .batch_size(3) |
| 5166 | .input_height(8) |
| 5167 | .input_width(8) |
| 5168 | .next_input_width(7) |
| 5169 | .kernel_height(3) |
| 5170 | .kernel_width(3) |
| 5171 | .groups(19) |
| 5172 | .group_input_channels(1) |
| 5173 | .group_output_channels(1) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5174 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5175 | } |
| 5176 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5177 | TEST(CONVOLUTION_NHWC_F32, setup_swap_height_and_width) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5178 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5179 | ConvolutionOperatorTester() |
| 5180 | .batch_size(3) |
| 5181 | .input_height(9) |
| 5182 | .input_width(8) |
| 5183 | .next_input_height(8) |
| 5184 | .next_input_width(9) |
| 5185 | .kernel_height(5) |
| 5186 | .kernel_width(3) |
| 5187 | .group_input_channels(15) |
| 5188 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5189 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5190 | } |
| 5191 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5192 | TEST(CONVOLUTION_NHWC_F32, setup_swap_height_and_width_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5193 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5194 | ConvolutionOperatorTester() |
| 5195 | .batch_size(3) |
| 5196 | .input_height(9) |
| 5197 | .input_width(8) |
| 5198 | .next_input_height(8) |
| 5199 | .next_input_width(9) |
| 5200 | .kernel_height(5) |
| 5201 | .kernel_width(3) |
| 5202 | .groups(2) |
| 5203 | .group_input_channels(15) |
| 5204 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5205 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5206 | } |
| 5207 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5208 | TEST(CONVOLUTION_NHWC_F32, setup_swap_height_and_width_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 5209 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5210 | ConvolutionOperatorTester() |
| 5211 | .batch_size(3) |
| 5212 | .input_height(9) |
| 5213 | .input_width(8) |
| 5214 | .next_input_height(8) |
| 5215 | .next_input_width(9) |
| 5216 | .kernel_height(3) |
| 5217 | .kernel_width(3) |
| 5218 | .groups(19) |
| 5219 | .group_input_channels(1) |
| 5220 | .group_output_channels(1) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5221 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5222 | } |
| Frank Barchard | 49b4dcc | 2020-06-26 14:07:19 -0700 | [diff] [blame] | 5223 | |
| 5224 | TEST(CONVOLUTION_NHWC_F16, 1x1) { |
| 5225 | ConvolutionOperatorTester() |
| 5226 | .input_size(27, 29) |
| 5227 | .kernel_size(1, 1) |
| 5228 | .group_input_channels(23) |
| 5229 | .group_output_channels(19) |
| 5230 | .iterations(3) |
| 5231 | .TestNHWCxF16(); |
| 5232 | } |
| 5233 | |
| Marat Dukhan | 6989ec4 | 2022-01-14 17:14:35 -0800 | [diff] [blame] | 5234 | TEST(CONVOLUTION_NHWC_F16, 1x1_with_fp32_weights) { |
| 5235 | ConvolutionOperatorTester() |
| 5236 | .input_size(27, 29) |
| 5237 | .kernel_size(1, 1) |
| 5238 | .group_input_channels(23) |
| 5239 | .group_output_channels(19) |
| 5240 | .weights_type(ConvolutionOperatorTester::WeightsType::FP32) |
| 5241 | .iterations(3) |
| 5242 | .TestNHWCxF16(); |
| 5243 | } |
| 5244 | |
| Frank Barchard | 49b4dcc | 2020-06-26 14:07:19 -0700 | [diff] [blame] | 5245 | TEST(CONVOLUTION_NHWC_F16, 1x1_with_qmin) { |
| 5246 | ConvolutionOperatorTester() |
| 5247 | .input_size(27, 29) |
| 5248 | .kernel_size(1, 1) |
| 5249 | .group_input_channels(23) |
| 5250 | .group_output_channels(19) |
| 5251 | .qmin(128) |
| 5252 | .iterations(3) |
| 5253 | .TestNHWCxF16(); |
| 5254 | } |
| 5255 | |
| 5256 | TEST(CONVOLUTION_NHWC_F16, 1x1_with_qmax) { |
| 5257 | ConvolutionOperatorTester() |
| 5258 | .input_size(27, 29) |
| 5259 | .kernel_size(1, 1) |
| 5260 | .group_input_channels(23) |
| 5261 | .group_output_channels(19) |
| 5262 | .qmax(128) |
| 5263 | .iterations(3) |
| 5264 | .TestNHWCxF16(); |
| 5265 | } |
| 5266 | |
| 5267 | TEST(CONVOLUTION_NHWC_F16, 1x1_with_input_stride) { |
| 5268 | ConvolutionOperatorTester() |
| 5269 | .input_size(27, 29) |
| 5270 | .kernel_size(1, 1) |
| 5271 | .input_channel_stride(28) |
| 5272 | .group_input_channels(23) |
| 5273 | .group_output_channels(19) |
| 5274 | .iterations(3) |
| 5275 | .TestNHWCxF16(); |
| 5276 | } |
| 5277 | |
| 5278 | TEST(CONVOLUTION_NHWC_F16, 1x1_with_output_stride) { |
| 5279 | ConvolutionOperatorTester() |
| 5280 | .input_size(27, 29) |
| 5281 | .kernel_size(1, 1) |
| 5282 | .output_channel_stride(29) |
| 5283 | .group_input_channels(23) |
| 5284 | .group_output_channels(19) |
| 5285 | .iterations(3) |
| 5286 | .TestNHWCxF16(); |
| 5287 | } |
| 5288 | |
| 5289 | TEST(CONVOLUTION_NHWC_F16, 1x1_without_bias) { |
| 5290 | ConvolutionOperatorTester() |
| 5291 | .has_bias(false) |
| 5292 | .input_size(13, 14) |
| 5293 | .kernel_size(1, 1) |
| 5294 | .group_input_channels(23) |
| 5295 | .group_output_channels(19) |
| 5296 | .iterations(3) |
| 5297 | .TestNHWCxF16(); |
| 5298 | } |
| 5299 | |
| 5300 | TEST(CONVOLUTION_NHWC_F16, 1x1_with_batch) { |
| 5301 | ConvolutionOperatorTester() |
| 5302 | .batch_size(3) |
| 5303 | .input_size(13, 14) |
| 5304 | .kernel_size(1, 1) |
| 5305 | .group_input_channels(23) |
| 5306 | .group_output_channels(19) |
| 5307 | .iterations(3) |
| 5308 | .TestNHWCxF16(); |
| 5309 | } |
| 5310 | |
| 5311 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1) { |
| 5312 | ConvolutionOperatorTester() |
| 5313 | .input_size(24, 25) |
| 5314 | .kernel_size(1, 1) |
| 5315 | .groups(2) |
| 5316 | .group_input_channels(17) |
| 5317 | .group_output_channels(19) |
| 5318 | .iterations(3) |
| 5319 | .TestNHWCxF16(); |
| 5320 | } |
| 5321 | |
| Marat Dukhan | 6989ec4 | 2022-01-14 17:14:35 -0800 | [diff] [blame] | 5322 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1_with_fp32_weights) { |
| 5323 | ConvolutionOperatorTester() |
| 5324 | .weights_type(ConvolutionOperatorTester::WeightsType::FP32) |
| 5325 | .input_size(24, 25) |
| 5326 | .kernel_size(1, 1) |
| 5327 | .groups(2) |
| 5328 | .group_input_channels(17) |
| 5329 | .group_output_channels(19) |
| 5330 | .iterations(3) |
| 5331 | .TestNHWCxF16(); |
| 5332 | } |
| 5333 | |
| Frank Barchard | 49b4dcc | 2020-06-26 14:07:19 -0700 | [diff] [blame] | 5334 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1_with_qmin) { |
| 5335 | ConvolutionOperatorTester() |
| 5336 | .input_size(24, 25) |
| 5337 | .kernel_size(1, 1) |
| 5338 | .groups(2) |
| 5339 | .group_input_channels(17) |
| 5340 | .group_output_channels(19) |
| 5341 | .qmin(128) |
| 5342 | .iterations(3) |
| 5343 | .TestNHWCxF16(); |
| 5344 | } |
| 5345 | |
| 5346 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1_with_qmax) { |
| 5347 | ConvolutionOperatorTester() |
| 5348 | .input_size(24, 25) |
| 5349 | .kernel_size(1, 1) |
| 5350 | .groups(2) |
| 5351 | .group_input_channels(17) |
| 5352 | .group_output_channels(19) |
| 5353 | .qmax(128) |
| 5354 | .iterations(3) |
| 5355 | .TestNHWCxF16(); |
| 5356 | } |
| 5357 | |
| 5358 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1_with_input_stride) { |
| 5359 | ConvolutionOperatorTester() |
| 5360 | .input_size(24, 25) |
| 5361 | .kernel_size(1, 1) |
| 5362 | .groups(2) |
| 5363 | .input_channel_stride(37) |
| 5364 | .group_input_channels(17) |
| 5365 | .group_output_channels(19) |
| 5366 | .iterations(3) |
| 5367 | .TestNHWCxF16(); |
| 5368 | } |
| 5369 | |
| 5370 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1_with_output_stride) { |
| 5371 | ConvolutionOperatorTester() |
| 5372 | .input_size(24, 25) |
| 5373 | .kernel_size(1, 1) |
| 5374 | .groups(2) |
| 5375 | .output_channel_stride(41) |
| 5376 | .group_input_channels(17) |
| 5377 | .group_output_channels(19) |
| 5378 | .iterations(3) |
| 5379 | .TestNHWCxF16(); |
| 5380 | } |
| 5381 | |
| 5382 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1_without_bias) { |
| 5383 | ConvolutionOperatorTester() |
| 5384 | .has_bias(false) |
| 5385 | .input_size(24, 25) |
| 5386 | .kernel_size(1, 1) |
| 5387 | .groups(2) |
| 5388 | .group_input_channels(17) |
| 5389 | .group_output_channels(19) |
| 5390 | .iterations(3) |
| 5391 | .TestNHWCxF16(); |
| 5392 | } |
| 5393 | |
| 5394 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1_with_batch) { |
| 5395 | ConvolutionOperatorTester() |
| 5396 | .batch_size(3) |
| 5397 | .input_size(24, 25) |
| 5398 | .kernel_size(1, 1) |
| 5399 | .groups(2) |
| 5400 | .group_input_channels(17) |
| 5401 | .group_output_channels(19) |
| 5402 | .iterations(3) |
| 5403 | .TestNHWCxF16(); |
| 5404 | } |
| 5405 | |
| 5406 | TEST(CONVOLUTION_NHWC_F16, unioutput_1x1) { |
| 5407 | ConvolutionOperatorTester() |
| 5408 | .input_size(1, 1) |
| 5409 | .kernel_size(1, 1) |
| 5410 | .group_input_channels(23) |
| 5411 | .group_output_channels(19) |
| 5412 | .iterations(3) |
| 5413 | .TestNHWCxF16(); |
| 5414 | } |
| 5415 | |
| 5416 | TEST(CONVOLUTION_NHWC_F16, unioutput_1x1_with_qmin) { |
| 5417 | ConvolutionOperatorTester() |
| 5418 | .input_size(1, 1) |
| 5419 | .kernel_size(1, 1) |
| 5420 | .group_input_channels(23) |
| 5421 | .group_output_channels(19) |
| 5422 | .qmin(128) |
| 5423 | .iterations(3) |
| 5424 | .TestNHWCxF16(); |
| 5425 | } |
| 5426 | |
| 5427 | TEST(CONVOLUTION_NHWC_F16, unioutput_1x1_with_qmax) { |
| 5428 | ConvolutionOperatorTester() |
| 5429 | .input_size(1, 1) |
| 5430 | .kernel_size(1, 1) |
| 5431 | .group_input_channels(23) |
| 5432 | .group_output_channels(19) |
| 5433 | .qmax(128) |
| 5434 | .iterations(3) |
| 5435 | .TestNHWCxF16(); |
| 5436 | } |
| 5437 | |
| 5438 | TEST(CONVOLUTION_NHWC_F16, unioutput_1x1_with_input_stride) { |
| 5439 | ConvolutionOperatorTester() |
| 5440 | .input_size(1, 1) |
| 5441 | .kernel_size(1, 1) |
| 5442 | .input_channel_stride(28) |
| 5443 | .group_input_channels(23) |
| 5444 | .group_output_channels(19) |
| 5445 | .iterations(3) |
| 5446 | .TestNHWCxF16(); |
| 5447 | } |
| 5448 | |
| 5449 | TEST(CONVOLUTION_NHWC_F16, unioutput_1x1_with_output_stride) { |
| 5450 | ConvolutionOperatorTester() |
| 5451 | .input_size(1, 1) |
| 5452 | .kernel_size(1, 1) |
| 5453 | .output_channel_stride(29) |
| 5454 | .group_input_channels(23) |
| 5455 | .group_output_channels(19) |
| 5456 | .iterations(3) |
| 5457 | .TestNHWCxF16(); |
| 5458 | } |
| 5459 | |
| 5460 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_1x1) { |
| 5461 | ConvolutionOperatorTester() |
| 5462 | .input_size(1, 1) |
| 5463 | .kernel_size(1, 1) |
| 5464 | .groups(2) |
| 5465 | .group_input_channels(17) |
| 5466 | .group_output_channels(13) |
| 5467 | .iterations(3) |
| 5468 | .TestNHWCxF16(); |
| 5469 | } |
| 5470 | |
| 5471 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_1x1_with_qmin) { |
| 5472 | ConvolutionOperatorTester() |
| 5473 | .input_size(1, 1) |
| 5474 | .kernel_size(1, 1) |
| 5475 | .groups(2) |
| 5476 | .group_input_channels(17) |
| 5477 | .group_output_channels(13) |
| 5478 | .qmin(128) |
| 5479 | .iterations(3) |
| 5480 | .TestNHWCxF16(); |
| 5481 | } |
| 5482 | |
| 5483 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_1x1_with_qmax) { |
| 5484 | ConvolutionOperatorTester() |
| 5485 | .input_size(1, 1) |
| 5486 | .kernel_size(1, 1) |
| 5487 | .groups(2) |
| 5488 | .group_input_channels(17) |
| 5489 | .group_output_channels(13) |
| 5490 | .qmax(128) |
| 5491 | .iterations(3) |
| 5492 | .TestNHWCxF16(); |
| 5493 | } |
| 5494 | |
| 5495 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_1x1_with_input_stride) { |
| 5496 | ConvolutionOperatorTester() |
| 5497 | .input_size(1, 1) |
| 5498 | .kernel_size(1, 1) |
| 5499 | .groups(2) |
| 5500 | .input_channel_stride(37) |
| 5501 | .group_input_channels(17) |
| 5502 | .group_output_channels(13) |
| 5503 | .iterations(3) |
| 5504 | .TestNHWCxF16(); |
| 5505 | } |
| 5506 | |
| 5507 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_1x1_with_output_stride) { |
| 5508 | ConvolutionOperatorTester() |
| 5509 | .input_size(1, 1) |
| 5510 | .kernel_size(1, 1) |
| 5511 | .groups(2) |
| 5512 | .output_channel_stride(41) |
| 5513 | .group_input_channels(17) |
| 5514 | .group_output_channels(13) |
| 5515 | .iterations(3) |
| 5516 | .TestNHWCxF16(); |
| 5517 | } |
| 5518 | |
| 5519 | TEST(CONVOLUTION_NHWC_F16, 1x3) { |
| 5520 | ConvolutionOperatorTester() |
| 5521 | .input_size(20, 19) |
| 5522 | .padding_width(1) |
| 5523 | .kernel_size(1, 3) |
| 5524 | .group_input_channels(17) |
| 5525 | .group_output_channels(15) |
| 5526 | .iterations(3) |
| 5527 | .TestNHWCxF16(); |
| 5528 | } |
| 5529 | |
| 5530 | TEST(CONVOLUTION_NHWC_F16, grouped_1x3) { |
| 5531 | ConvolutionOperatorTester() |
| 5532 | .input_size(20, 19) |
| 5533 | .padding_width(1) |
| 5534 | .kernel_size(1, 3) |
| 5535 | .groups(2) |
| 5536 | .group_input_channels(17) |
| 5537 | .group_output_channels(15) |
| 5538 | .iterations(3) |
| 5539 | .TestNHWCxF16(); |
| 5540 | } |
| 5541 | |
| 5542 | TEST(CONVOLUTION_NHWC_F16, 3x1) { |
| 5543 | ConvolutionOperatorTester() |
| 5544 | .input_size(19, 20) |
| 5545 | .padding_height(1) |
| 5546 | .kernel_size(3, 1) |
| 5547 | .group_input_channels(17) |
| 5548 | .group_output_channels(15) |
| 5549 | .iterations(3) |
| 5550 | .TestNHWCxF16(); |
| 5551 | } |
| 5552 | |
| 5553 | TEST(CONVOLUTION_NHWC_F16, grouped_3x1) { |
| 5554 | ConvolutionOperatorTester() |
| 5555 | .input_size(19, 20) |
| 5556 | .padding_height(1) |
| 5557 | .kernel_size(3, 1) |
| 5558 | .groups(2) |
| 5559 | .group_input_channels(17) |
| 5560 | .group_output_channels(15) |
| 5561 | .iterations(3) |
| 5562 | .TestNHWCxF16(); |
| 5563 | } |
| 5564 | |
| 5565 | TEST(CONVOLUTION_NHWC_F16, 3x3) { |
| 5566 | ConvolutionOperatorTester() |
| 5567 | .input_size(13, 12) |
| 5568 | .padding(1) |
| 5569 | .kernel_size(3, 3) |
| 5570 | .group_input_channels(15) |
| 5571 | .group_output_channels(17) |
| 5572 | .iterations(3) |
| 5573 | .TestNHWCxF16(); |
| 5574 | } |
| 5575 | |
| Marat Dukhan | 6989ec4 | 2022-01-14 17:14:35 -0800 | [diff] [blame] | 5576 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_fp32_weights) { |
| 5577 | ConvolutionOperatorTester() |
| 5578 | .weights_type(ConvolutionOperatorTester::WeightsType::FP32) |
| 5579 | .input_size(13, 12) |
| 5580 | .padding(1) |
| 5581 | .kernel_size(3, 3) |
| 5582 | .group_input_channels(15) |
| 5583 | .group_output_channels(17) |
| 5584 | .iterations(3) |
| 5585 | .TestNHWCxF16(); |
| 5586 | } |
| 5587 | |
| Frank Barchard | 49b4dcc | 2020-06-26 14:07:19 -0700 | [diff] [blame] | 5588 | TEST(CONVOLUTION_NHWC_F16, 3x3_without_padding) { |
| 5589 | ConvolutionOperatorTester() |
| 5590 | .input_size(13, 12) |
| 5591 | .kernel_size(3, 3) |
| 5592 | .group_input_channels(15) |
| 5593 | .group_output_channels(17) |
| 5594 | .iterations(3) |
| 5595 | .TestNHWCxF16(); |
| 5596 | } |
| 5597 | |
| 5598 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_left_padding) { |
| 5599 | ConvolutionOperatorTester() |
| 5600 | .input_size(13, 12) |
| 5601 | .padding_left(1) |
| 5602 | .kernel_size(3, 3) |
| 5603 | .group_input_channels(15) |
| 5604 | .group_output_channels(17) |
| 5605 | .iterations(3) |
| 5606 | .TestNHWCxF16(); |
| 5607 | } |
| 5608 | |
| 5609 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_right_padding) { |
| 5610 | ConvolutionOperatorTester() |
| 5611 | .input_size(13, 12) |
| 5612 | .padding_right(1) |
| 5613 | .kernel_size(3, 3) |
| 5614 | .group_input_channels(15) |
| 5615 | .group_output_channels(17) |
| 5616 | .iterations(3) |
| 5617 | .TestNHWCxF16(); |
| 5618 | } |
| 5619 | |
| 5620 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_top_padding) { |
| 5621 | ConvolutionOperatorTester() |
| 5622 | .input_size(13, 12) |
| 5623 | .padding_top(1) |
| 5624 | .kernel_size(3, 3) |
| 5625 | .group_input_channels(15) |
| 5626 | .group_output_channels(17) |
| 5627 | .iterations(3) |
| 5628 | .TestNHWCxF16(); |
| 5629 | } |
| 5630 | |
| 5631 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_bottom_padding) { |
| 5632 | ConvolutionOperatorTester() |
| 5633 | .input_size(13, 12) |
| 5634 | .padding_bottom(1) |
| 5635 | .kernel_size(3, 3) |
| 5636 | .group_input_channels(15) |
| 5637 | .group_output_channels(17) |
| 5638 | .iterations(3) |
| 5639 | .TestNHWCxF16(); |
| 5640 | } |
| 5641 | |
| 5642 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_input_stride) { |
| 5643 | ConvolutionOperatorTester() |
| 5644 | .input_size(13, 12) |
| 5645 | .padding(1) |
| 5646 | .kernel_size(3, 3) |
| 5647 | .input_channel_stride(22) |
| 5648 | .group_input_channels(15) |
| 5649 | .group_output_channels(17) |
| 5650 | .iterations(3) |
| 5651 | .TestNHWCxF16(); |
| 5652 | } |
| 5653 | |
| 5654 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_output_stride) { |
| 5655 | ConvolutionOperatorTester() |
| 5656 | .input_size(13, 12) |
| 5657 | .padding(1) |
| 5658 | .kernel_size(3, 3) |
| 5659 | .output_channel_stride(23) |
| 5660 | .group_input_channels(15) |
| 5661 | .group_output_channels(17) |
| 5662 | .iterations(3) |
| 5663 | .TestNHWCxF16(); |
| 5664 | } |
| 5665 | |
| 5666 | TEST(CONVOLUTION_NHWC_F16, 3x3_without_bias) { |
| 5667 | ConvolutionOperatorTester() |
| 5668 | .has_bias(false) |
| 5669 | .input_size(10, 9) |
| 5670 | .padding(1) |
| 5671 | .kernel_size(3, 3) |
| 5672 | .group_input_channels(15) |
| 5673 | .group_output_channels(17) |
| 5674 | .iterations(3) |
| 5675 | .TestNHWCxF16(); |
| 5676 | } |
| 5677 | |
| 5678 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_batch) { |
| 5679 | ConvolutionOperatorTester() |
| 5680 | .batch_size(3) |
| 5681 | .input_size(10, 9) |
| 5682 | .padding(1) |
| 5683 | .kernel_size(3, 3) |
| 5684 | .group_input_channels(15) |
| 5685 | .group_output_channels(17) |
| 5686 | .iterations(3) |
| 5687 | .TestNHWCxF16(); |
| 5688 | } |
| 5689 | |
| 5690 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3) { |
| 5691 | ConvolutionOperatorTester() |
| 5692 | .input_size(10, 11) |
| 5693 | .padding(1) |
| 5694 | .kernel_size(3, 3) |
| 5695 | .groups(2) |
| 5696 | .group_input_channels(14) |
| 5697 | .group_output_channels(13) |
| 5698 | .iterations(3) |
| 5699 | .TestNHWCxF16(); |
| 5700 | } |
| 5701 | |
| Marat Dukhan | 6989ec4 | 2022-01-14 17:14:35 -0800 | [diff] [blame] | 5702 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_fp32_weights) { |
| 5703 | ConvolutionOperatorTester() |
| 5704 | .weights_type(ConvolutionOperatorTester::WeightsType::FP32) |
| 5705 | .input_size(10, 11) |
| 5706 | .padding(1) |
| 5707 | .kernel_size(3, 3) |
| 5708 | .groups(2) |
| 5709 | .group_input_channels(14) |
| 5710 | .group_output_channels(13) |
| 5711 | .iterations(3) |
| 5712 | .TestNHWCxF16(); |
| 5713 | } |
| 5714 | |
| Frank Barchard | 49b4dcc | 2020-06-26 14:07:19 -0700 | [diff] [blame] | 5715 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_without_padding) { |
| 5716 | ConvolutionOperatorTester() |
| 5717 | .input_size(13, 12) |
| 5718 | .kernel_size(3, 3) |
| 5719 | .group_input_channels(15) |
| 5720 | .group_output_channels(17) |
| 5721 | .iterations(3) |
| 5722 | .TestNHWCxF16(); |
| 5723 | } |
| 5724 | |
| 5725 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_left_padding) { |
| 5726 | ConvolutionOperatorTester() |
| 5727 | .input_size(10, 11) |
| 5728 | .padding_left(1) |
| 5729 | .kernel_size(3, 3) |
| 5730 | .groups(2) |
| 5731 | .group_input_channels(14) |
| 5732 | .group_output_channels(13) |
| 5733 | .iterations(3) |
| 5734 | .TestNHWCxF16(); |
| 5735 | } |
| 5736 | |
| 5737 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_right_padding) { |
| 5738 | ConvolutionOperatorTester() |
| 5739 | .input_size(10, 11) |
| 5740 | .padding_right(1) |
| 5741 | .kernel_size(3, 3) |
| 5742 | .groups(2) |
| 5743 | .group_input_channels(14) |
| 5744 | .group_output_channels(13) |
| 5745 | .iterations(3) |
| 5746 | .TestNHWCxF16(); |
| 5747 | } |
| 5748 | |
| 5749 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_top_padding) { |
| 5750 | ConvolutionOperatorTester() |
| 5751 | .input_size(10, 11) |
| 5752 | .padding_top(1) |
| 5753 | .kernel_size(3, 3) |
| 5754 | .groups(2) |
| 5755 | .group_input_channels(14) |
| 5756 | .group_output_channels(13) |
| 5757 | .iterations(3) |
| 5758 | .TestNHWCxF16(); |
| 5759 | } |
| 5760 | |
| 5761 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_bottom_padding) { |
| 5762 | ConvolutionOperatorTester() |
| 5763 | .input_size(10, 11) |
| 5764 | .padding_bottom(1) |
| 5765 | .kernel_size(3, 3) |
| 5766 | .groups(2) |
| 5767 | .group_input_channels(14) |
| 5768 | .group_output_channels(13) |
| 5769 | .iterations(3) |
| 5770 | .TestNHWCxF16(); |
| 5771 | } |
| 5772 | |
| 5773 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_input_stride) { |
| 5774 | ConvolutionOperatorTester() |
| 5775 | .input_size(10, 11) |
| 5776 | .padding(1) |
| 5777 | .kernel_size(3, 3) |
| 5778 | .groups(2) |
| 5779 | .input_channel_stride(29) |
| 5780 | .group_input_channels(14) |
| 5781 | .group_output_channels(13) |
| 5782 | .iterations(3) |
| 5783 | .TestNHWCxF16(); |
| 5784 | } |
| 5785 | |
| 5786 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_output_stride) { |
| 5787 | ConvolutionOperatorTester() |
| 5788 | .input_size(10, 11) |
| 5789 | .padding(1) |
| 5790 | .kernel_size(3, 3) |
| 5791 | .groups(2) |
| 5792 | .output_channel_stride(31) |
| 5793 | .group_input_channels(14) |
| 5794 | .group_output_channels(13) |
| 5795 | .iterations(3) |
| 5796 | .TestNHWCxF16(); |
| 5797 | } |
| 5798 | |
| 5799 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_without_bias) { |
| 5800 | ConvolutionOperatorTester() |
| 5801 | .has_bias(false) |
| 5802 | .input_size(10, 11) |
| 5803 | .padding(1) |
| 5804 | .kernel_size(3, 3) |
| 5805 | .groups(2) |
| 5806 | .group_input_channels(14) |
| 5807 | .group_output_channels(13) |
| 5808 | .iterations(3) |
| 5809 | .TestNHWCxF16(); |
| 5810 | } |
| 5811 | |
| 5812 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_batch) { |
| 5813 | ConvolutionOperatorTester() |
| 5814 | .batch_size(3) |
| 5815 | .input_size(10, 11) |
| 5816 | .padding(1) |
| 5817 | .kernel_size(3, 3) |
| 5818 | .groups(2) |
| 5819 | .group_input_channels(14) |
| 5820 | .group_output_channels(13) |
| 5821 | .iterations(3) |
| 5822 | .TestNHWCxF16(); |
| 5823 | } |
| 5824 | |
| 5825 | TEST(CONVOLUTION_NHWC_F16, 3x3s2) { |
| 5826 | ConvolutionOperatorTester() |
| 5827 | .input_size(14, 13) |
| 5828 | .padding(1) |
| 5829 | .kernel_size(3, 3) |
| 5830 | .subsampling(2) |
| 5831 | .group_input_channels(27) |
| 5832 | .group_output_channels(19) |
| 5833 | .iterations(3) |
| 5834 | .TestNHWCxF16(); |
| 5835 | } |
| 5836 | |
| 5837 | TEST(CONVOLUTION_NHWC_F16, 3x3s2_with_tf_same_padding) { |
| 5838 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 5839 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 5840 | ConvolutionOperatorTester() |
| 5841 | .input_size(input_height, input_width) |
| 5842 | .padding_tf_same(true) |
| 5843 | .kernel_size(3, 3) |
| 5844 | .subsampling(2) |
| 5845 | .group_input_channels(27) |
| 5846 | .group_output_channels(19) |
| 5847 | .iterations(3) |
| 5848 | .TestNHWCxF16(); |
| 5849 | } |
| 5850 | } |
| 5851 | } |
| 5852 | |
| 5853 | TEST(CONVOLUTION_NHWC_F16, 3x3s1x2) { |
| 5854 | ConvolutionOperatorTester() |
| 5855 | .input_size(14, 13) |
| 5856 | .padding(1) |
| 5857 | .kernel_size(3, 3) |
| 5858 | .subsampling(1, 2) |
| 5859 | .group_input_channels(27) |
| 5860 | .group_output_channels(19) |
| 5861 | .iterations(3) |
| 5862 | .TestNHWCxF16(); |
| 5863 | } |
| 5864 | |
| 5865 | TEST(CONVOLUTION_NHWC_F16, 3x3s1x2_with_tf_same_padding) { |
| 5866 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 5867 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 5868 | ConvolutionOperatorTester() |
| 5869 | .input_size(input_height, input_width) |
| 5870 | .padding_tf_same(true) |
| 5871 | .kernel_size(3, 3) |
| 5872 | .subsampling(1, 2) |
| 5873 | .group_input_channels(27) |
| 5874 | .group_output_channels(19) |
| 5875 | .iterations(3) |
| 5876 | .TestNHWCxF16(); |
| 5877 | } |
| 5878 | } |
| 5879 | } |
| 5880 | |
| 5881 | TEST(CONVOLUTION_NHWC_F16, 3x3s2x1) { |
| 5882 | ConvolutionOperatorTester() |
| 5883 | .input_size(14, 13) |
| 5884 | .padding(1) |
| 5885 | .kernel_size(3, 3) |
| 5886 | .subsampling(2, 1) |
| 5887 | .group_input_channels(27) |
| 5888 | .group_output_channels(19) |
| 5889 | .iterations(3) |
| 5890 | .TestNHWCxF16(); |
| 5891 | } |
| 5892 | |
| 5893 | TEST(CONVOLUTION_NHWC_F16, 3x3s2x1_with_tf_same_padding) { |
| 5894 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 5895 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 5896 | ConvolutionOperatorTester() |
| 5897 | .input_size(input_height, input_width) |
| 5898 | .padding_tf_same(true) |
| 5899 | .kernel_size(3, 3) |
| 5900 | .subsampling(2, 1) |
| 5901 | .group_input_channels(27) |
| 5902 | .group_output_channels(19) |
| 5903 | .iterations(3) |
| 5904 | .TestNHWCxF16(); |
| 5905 | } |
| 5906 | } |
| 5907 | } |
| 5908 | |
| 5909 | TEST(CONVOLUTION_NHWC_F16, 3x3d2) { |
| 5910 | ConvolutionOperatorTester() |
| 5911 | .input_size(13, 14) |
| 5912 | .padding(2) |
| 5913 | .kernel_size(3, 3) |
| 5914 | .dilation(2) |
| 5915 | .group_input_channels(27) |
| 5916 | .group_output_channels(19) |
| 5917 | .iterations(3) |
| 5918 | .TestNHWCxF16(); |
| 5919 | } |
| 5920 | |
| 5921 | TEST(CONVOLUTION_NHWC_F16, 3x3d1x2) { |
| 5922 | ConvolutionOperatorTester() |
| 5923 | .input_size(14, 15) |
| 5924 | .padding(1, 2) |
| 5925 | .kernel_size(3, 3) |
| 5926 | .dilation(1, 2) |
| 5927 | .group_input_channels(27) |
| 5928 | .group_output_channels(19) |
| 5929 | .iterations(3) |
| 5930 | .TestNHWCxF16(); |
| 5931 | } |
| 5932 | |
| 5933 | TEST(CONVOLUTION_NHWC_F16, 3x3d2x1) { |
| 5934 | ConvolutionOperatorTester() |
| 5935 | .input_size(15, 14) |
| 5936 | .padding(2, 1) |
| 5937 | .kernel_size(3, 3) |
| 5938 | .dilation(2, 1) |
| 5939 | .group_input_channels(27) |
| 5940 | .group_output_channels(19) |
| 5941 | .iterations(3) |
| 5942 | .TestNHWCxF16(); |
| 5943 | } |
| 5944 | |
| 5945 | TEST(CONVOLUTION_NHWC_F16, unioutput_3x3) { |
| 5946 | ConvolutionOperatorTester() |
| 5947 | .input_size(3, 3) |
| 5948 | .padding(1) |
| 5949 | .kernel_size(3, 3) |
| 5950 | .group_input_channels(23) |
| 5951 | .group_output_channels(19) |
| 5952 | .iterations(3) |
| 5953 | .TestNHWCxF16(); |
| 5954 | } |
| 5955 | |
| 5956 | TEST(CONVOLUTION_NHWC_F16, unioutput_3x3_with_qmin) { |
| 5957 | ConvolutionOperatorTester() |
| 5958 | .input_size(3, 3) |
| 5959 | .padding(1) |
| 5960 | .kernel_size(3, 3) |
| 5961 | .group_input_channels(23) |
| 5962 | .group_output_channels(19) |
| 5963 | .qmin(128) |
| 5964 | .iterations(3) |
| 5965 | .TestNHWCxF16(); |
| 5966 | } |
| 5967 | |
| 5968 | TEST(CONVOLUTION_NHWC_F16, unioutput_3x3_with_qmax) { |
| 5969 | ConvolutionOperatorTester() |
| 5970 | .input_size(3, 3) |
| 5971 | .padding(1) |
| 5972 | .kernel_size(3, 3) |
| 5973 | .group_input_channels(23) |
| 5974 | .group_output_channels(19) |
| 5975 | .qmax(128) |
| 5976 | .iterations(3) |
| 5977 | .TestNHWCxF16(); |
| 5978 | } |
| 5979 | |
| 5980 | TEST(CONVOLUTION_NHWC_F16, unioutput_3x3_with_input_stride) { |
| 5981 | ConvolutionOperatorTester() |
| 5982 | .input_size(3, 3) |
| 5983 | .padding(1) |
| 5984 | .kernel_size(3, 3) |
| 5985 | .input_channel_stride(28) |
| 5986 | .group_input_channels(23) |
| 5987 | .group_output_channels(19) |
| 5988 | .iterations(3) |
| 5989 | .TestNHWCxF16(); |
| 5990 | } |
| 5991 | |
| 5992 | TEST(CONVOLUTION_NHWC_F16, unioutput_3x3_with_output_stride) { |
| 5993 | ConvolutionOperatorTester() |
| 5994 | .input_size(3, 3) |
| 5995 | .padding(1) |
| 5996 | .kernel_size(3, 3) |
| 5997 | .output_channel_stride(29) |
| 5998 | .group_input_channels(23) |
| 5999 | .group_output_channels(19) |
| 6000 | .iterations(3) |
| 6001 | .TestNHWCxF16(); |
| 6002 | } |
| 6003 | |
| 6004 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_3x3) { |
| 6005 | ConvolutionOperatorTester() |
| 6006 | .input_size(3, 3) |
| 6007 | .padding(1) |
| 6008 | .kernel_size(3, 3) |
| 6009 | .groups(2) |
| 6010 | .group_input_channels(17) |
| 6011 | .group_output_channels(13) |
| 6012 | .iterations(3) |
| 6013 | .TestNHWCxF16(); |
| 6014 | } |
| 6015 | |
| 6016 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_3x3_with_qmin) { |
| 6017 | ConvolutionOperatorTester() |
| 6018 | .input_size(3, 3) |
| 6019 | .padding(1) |
| 6020 | .kernel_size(3, 3) |
| 6021 | .groups(2) |
| 6022 | .group_input_channels(17) |
| 6023 | .group_output_channels(13) |
| 6024 | .qmin(128) |
| 6025 | .iterations(3) |
| 6026 | .TestNHWCxF16(); |
| 6027 | } |
| 6028 | |
| 6029 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_3x3_with_qmax) { |
| 6030 | ConvolutionOperatorTester() |
| 6031 | .input_size(3, 3) |
| 6032 | .padding(1) |
| 6033 | .kernel_size(3, 3) |
| 6034 | .groups(2) |
| 6035 | .group_input_channels(17) |
| 6036 | .group_output_channels(13) |
| 6037 | .qmax(128) |
| 6038 | .iterations(3) |
| 6039 | .TestNHWCxF16(); |
| 6040 | } |
| 6041 | |
| 6042 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_3x3_with_input_stride) { |
| 6043 | ConvolutionOperatorTester() |
| 6044 | .input_size(3, 3) |
| 6045 | .padding(1) |
| 6046 | .kernel_size(3, 3) |
| 6047 | .groups(2) |
| 6048 | .input_channel_stride(37) |
| 6049 | .group_input_channels(17) |
| 6050 | .group_output_channels(13) |
| 6051 | .iterations(3) |
| 6052 | .TestNHWCxF16(); |
| 6053 | } |
| 6054 | |
| 6055 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_3x3_with_output_stride) { |
| 6056 | ConvolutionOperatorTester() |
| 6057 | .input_size(3, 3) |
| 6058 | .padding(1) |
| 6059 | .kernel_size(3, 3) |
| 6060 | .groups(2) |
| 6061 | .output_channel_stride(41) |
| 6062 | .group_input_channels(17) |
| 6063 | .group_output_channels(13) |
| 6064 | .iterations(3) |
| 6065 | .TestNHWCxF16(); |
| 6066 | } |
| 6067 | |
| 6068 | TEST(CONVOLUTION_NHWC_F16, depthwise_1x1) { |
| 6069 | ConvolutionOperatorTester() |
| 6070 | .input_size(15, 14) |
| 6071 | .kernel_size(1, 1) |
| 6072 | .groups(24) |
| 6073 | .iterations(3) |
| 6074 | .TestNHWCxF16(); |
| 6075 | } |
| 6076 | |
| Marat Dukhan | 6989ec4 | 2022-01-14 17:14:35 -0800 | [diff] [blame] | 6077 | TEST(CONVOLUTION_NHWC_F16, depthwise_1x1_with_fp32_weights) { |
| 6078 | ConvolutionOperatorTester() |
| 6079 | .weights_type(ConvolutionOperatorTester::WeightsType::FP32) |
| 6080 | .input_size(15, 14) |
| 6081 | .kernel_size(1, 1) |
| 6082 | .groups(24) |
| 6083 | .iterations(3) |
| 6084 | .TestNHWCxF16(); |
| 6085 | } |
| 6086 | |
| Frank Barchard | 49b4dcc | 2020-06-26 14:07:19 -0700 | [diff] [blame] | 6087 | TEST(CONVOLUTION_NHWC_F16, depthwise_1x1_without_bias) { |
| 6088 | ConvolutionOperatorTester() |
| 6089 | .has_bias(false) |
| 6090 | .input_size(15, 14) |
| 6091 | .kernel_size(1, 1) |
| 6092 | .groups(24) |
| 6093 | .iterations(3) |
| 6094 | .TestNHWCxF16(); |
| 6095 | } |
| 6096 | |
| 6097 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2) { |
| 6098 | ConvolutionOperatorTester() |
| 6099 | .input_size(15, 14) |
| 6100 | .padding(1, 1) |
| 6101 | .kernel_size(2, 2) |
| 6102 | .groups(24) |
| 6103 | .iterations(3) |
| 6104 | .TestNHWCxF16(); |
| 6105 | } |
| 6106 | |
| 6107 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2_without_bias) { |
| 6108 | ConvolutionOperatorTester() |
| 6109 | .has_bias(false) |
| 6110 | .input_size(15, 14) |
| 6111 | .padding(1, 1) |
| 6112 | .kernel_size(2, 2) |
| 6113 | .groups(24) |
| 6114 | .iterations(3) |
| 6115 | .TestNHWCxF16(); |
| 6116 | } |
| 6117 | |
| 6118 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2s2) { |
| 6119 | ConvolutionOperatorTester() |
| 6120 | .input_size(15, 14) |
| 6121 | .padding(1, 1) |
| 6122 | .kernel_size(2, 2) |
| 6123 | .subsampling(2) |
| 6124 | .groups(27) |
| 6125 | .iterations(3) |
| 6126 | .TestNHWCxF16(); |
| 6127 | } |
| 6128 | |
| 6129 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2s1x2) { |
| 6130 | ConvolutionOperatorTester() |
| 6131 | .input_size(15, 14) |
| 6132 | .padding(1, 1) |
| 6133 | .kernel_size(2, 2) |
| 6134 | .subsampling(1, 2) |
| 6135 | .groups(27) |
| 6136 | .iterations(3) |
| 6137 | .TestNHWCxF16(); |
| 6138 | } |
| 6139 | |
| 6140 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2s2x1) { |
| 6141 | ConvolutionOperatorTester() |
| 6142 | .input_size(15, 14) |
| 6143 | .padding(1, 1) |
| 6144 | .kernel_size(2, 2) |
| 6145 | .subsampling(2, 1) |
| 6146 | .groups(27) |
| 6147 | .iterations(3) |
| 6148 | .TestNHWCxF16(); |
| 6149 | } |
| 6150 | |
| 6151 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2d2) { |
| 6152 | ConvolutionOperatorTester() |
| 6153 | .input_size(15, 14) |
| 6154 | .padding(1, 1) |
| 6155 | .kernel_size(2, 2) |
| 6156 | .dilation(2) |
| 6157 | .groups(27) |
| 6158 | .iterations(3) |
| 6159 | .TestNHWCxF16(); |
| 6160 | } |
| 6161 | |
| 6162 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2d1x2) { |
| 6163 | ConvolutionOperatorTester() |
| 6164 | .input_size(15, 14) |
| 6165 | .padding(1, 1) |
| 6166 | .kernel_size(2, 2) |
| 6167 | .dilation(1, 2) |
| 6168 | .groups(27) |
| 6169 | .iterations(3) |
| 6170 | .TestNHWCxF16(); |
| 6171 | } |
| 6172 | |
| 6173 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2d2x1) { |
| 6174 | ConvolutionOperatorTester() |
| 6175 | .input_size(15, 14) |
| 6176 | .padding(1, 1) |
| 6177 | .kernel_size(2, 2) |
| 6178 | .dilation(2, 1) |
| 6179 | .groups(27) |
| 6180 | .iterations(3) |
| 6181 | .TestNHWCxF16(); |
| 6182 | } |
| 6183 | |
| 6184 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3) { |
| 6185 | ConvolutionOperatorTester() |
| 6186 | .input_size(15, 14) |
| 6187 | .padding(1, 1) |
| 6188 | .kernel_size(3, 3) |
| 6189 | .groups(24) |
| 6190 | .iterations(3) |
| 6191 | .TestNHWCxF16(); |
| 6192 | } |
| 6193 | |
| Marat Dukhan | 6989ec4 | 2022-01-14 17:14:35 -0800 | [diff] [blame] | 6194 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3_with_fp32_weights) { |
| 6195 | ConvolutionOperatorTester() |
| 6196 | .weights_type(ConvolutionOperatorTester::WeightsType::FP32) |
| 6197 | .input_size(15, 14) |
| 6198 | .padding(1, 1) |
| 6199 | .kernel_size(3, 3) |
| 6200 | .groups(24) |
| 6201 | .iterations(3) |
| 6202 | .TestNHWCxF16(); |
| 6203 | } |
| 6204 | |
| Frank Barchard | 49b4dcc | 2020-06-26 14:07:19 -0700 | [diff] [blame] | 6205 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3_without_bias) { |
| 6206 | ConvolutionOperatorTester() |
| 6207 | .has_bias(false) |
| 6208 | .input_size(15, 14) |
| 6209 | .padding(1, 1) |
| 6210 | .kernel_size(3, 3) |
| 6211 | .groups(24) |
| 6212 | .iterations(3) |
| 6213 | .TestNHWCxF16(); |
| 6214 | } |
| 6215 | |
| 6216 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3s2) { |
| 6217 | ConvolutionOperatorTester() |
| 6218 | .input_size(15, 14) |
| 6219 | .padding(1, 1) |
| 6220 | .kernel_size(3, 3) |
| 6221 | .subsampling(2) |
| 6222 | .groups(27) |
| 6223 | .iterations(3) |
| 6224 | .TestNHWCxF16(); |
| 6225 | } |
| 6226 | |
| 6227 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3s2_with_tf_same_padding) { |
| 6228 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 6229 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 6230 | ConvolutionOperatorTester() |
| 6231 | .input_size(input_height, input_width) |
| 6232 | .padding_tf_same(true) |
| 6233 | .kernel_size(3, 3) |
| 6234 | .subsampling(2) |
| 6235 | .groups(27) |
| 6236 | .iterations(3) |
| 6237 | .TestNHWCxF16(); |
| 6238 | } |
| 6239 | } |
| 6240 | } |
| 6241 | |
| 6242 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3s1x2) { |
| 6243 | ConvolutionOperatorTester() |
| 6244 | .input_size(15, 14) |
| 6245 | .padding(1, 1) |
| 6246 | .kernel_size(3, 3) |
| 6247 | .subsampling(1, 2) |
| 6248 | .groups(27) |
| 6249 | .iterations(3) |
| 6250 | .TestNHWCxF16(); |
| 6251 | } |
| 6252 | |
| 6253 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3s1x2_with_tf_same_padding) { |
| 6254 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 6255 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 6256 | ConvolutionOperatorTester() |
| 6257 | .input_size(input_height, input_width) |
| 6258 | .padding_tf_same(true) |
| 6259 | .kernel_size(3, 3) |
| 6260 | .subsampling(1, 2) |
| 6261 | .groups(27) |
| 6262 | .iterations(3) |
| 6263 | .TestNHWCxF16(); |
| 6264 | } |
| 6265 | } |
| 6266 | } |
| 6267 | |
| 6268 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3s2x1) { |
| 6269 | ConvolutionOperatorTester() |
| 6270 | .input_size(15, 14) |
| 6271 | .padding(1, 1) |
| 6272 | .kernel_size(3, 3) |
| 6273 | .subsampling(2, 1) |
| 6274 | .groups(27) |
| 6275 | .iterations(3) |
| 6276 | .TestNHWCxF16(); |
| 6277 | } |
| 6278 | |
| 6279 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3s2x1_with_tf_same_padding) { |
| 6280 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 6281 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 6282 | ConvolutionOperatorTester() |
| 6283 | .input_size(input_height, input_width) |
| 6284 | .padding_tf_same(true) |
| 6285 | .kernel_size(3, 3) |
| 6286 | .subsampling(2, 1) |
| 6287 | .groups(27) |
| 6288 | .iterations(3) |
| 6289 | .TestNHWCxF16(); |
| 6290 | } |
| 6291 | } |
| 6292 | } |
| 6293 | |
| 6294 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3d2) { |
| 6295 | ConvolutionOperatorTester() |
| 6296 | .input_size(15, 14) |
| 6297 | .padding(1, 1) |
| 6298 | .kernel_size(3, 3) |
| 6299 | .dilation(2) |
| 6300 | .groups(27) |
| 6301 | .iterations(3) |
| 6302 | .TestNHWCxF16(); |
| 6303 | } |
| 6304 | |
| 6305 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3d1x2) { |
| 6306 | ConvolutionOperatorTester() |
| 6307 | .input_size(15, 14) |
| 6308 | .padding(1, 1) |
| 6309 | .kernel_size(3, 3) |
| 6310 | .dilation(1, 2) |
| 6311 | .groups(27) |
| 6312 | .iterations(3) |
| 6313 | .TestNHWCxF16(); |
| 6314 | } |
| 6315 | |
| 6316 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3d2x1) { |
| 6317 | ConvolutionOperatorTester() |
| 6318 | .input_size(15, 14) |
| 6319 | .padding(1, 1) |
| 6320 | .kernel_size(3, 3) |
| 6321 | .dilation(2, 1) |
| 6322 | .groups(27) |
| 6323 | .iterations(3) |
| 6324 | .TestNHWCxF16(); |
| 6325 | } |
| 6326 | |
| 6327 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5) { |
| 6328 | ConvolutionOperatorTester() |
| 6329 | .input_size(15, 14) |
| 6330 | .padding(2, 2) |
| 6331 | .kernel_size(5, 5) |
| 6332 | .groups(27) |
| 6333 | .iterations(3) |
| 6334 | .TestNHWCxF16(); |
| 6335 | } |
| 6336 | |
| 6337 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5_without_bias) { |
| 6338 | ConvolutionOperatorTester() |
| 6339 | .has_bias(false) |
| 6340 | .input_size(15, 14) |
| 6341 | .padding(2, 2) |
| 6342 | .kernel_size(5, 5) |
| 6343 | .groups(27) |
| 6344 | .iterations(3) |
| 6345 | .TestNHWCxF16(); |
| 6346 | } |
| 6347 | |
| 6348 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5s2) { |
| 6349 | ConvolutionOperatorTester() |
| 6350 | .input_size(15, 14) |
| 6351 | .padding(2, 2) |
| 6352 | .kernel_size(5, 5) |
| 6353 | .subsampling(2) |
| 6354 | .groups(27) |
| 6355 | .iterations(3) |
| 6356 | .TestNHWCxF16(); |
| 6357 | } |
| 6358 | |
| 6359 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5s1x2) { |
| 6360 | ConvolutionOperatorTester() |
| 6361 | .input_size(15, 14) |
| 6362 | .padding(2, 2) |
| 6363 | .kernel_size(5, 5) |
| 6364 | .subsampling(1, 2) |
| 6365 | .groups(27) |
| 6366 | .iterations(3) |
| 6367 | .TestNHWCxF16(); |
| 6368 | } |
| 6369 | |
| 6370 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5s2x1) { |
| 6371 | ConvolutionOperatorTester() |
| 6372 | .input_size(15, 14) |
| 6373 | .padding(2, 2) |
| 6374 | .kernel_size(5, 5) |
| 6375 | .subsampling(2, 1) |
| 6376 | .groups(27) |
| 6377 | .iterations(3) |
| 6378 | .TestNHWCxF16(); |
| 6379 | } |
| 6380 | |
| 6381 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5d2) { |
| 6382 | ConvolutionOperatorTester() |
| 6383 | .input_size(15, 14) |
| 6384 | .padding(2, 2) |
| 6385 | .kernel_size(5, 5) |
| 6386 | .dilation(2) |
| 6387 | .groups(27) |
| 6388 | .iterations(3) |
| 6389 | .TestNHWCxF16(); |
| 6390 | } |
| 6391 | |
| 6392 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5d1x2) { |
| 6393 | ConvolutionOperatorTester() |
| 6394 | .input_size(15, 14) |
| 6395 | .padding(2, 2) |
| 6396 | .kernel_size(5, 5) |
| 6397 | .dilation(1, 2) |
| 6398 | .groups(27) |
| 6399 | .iterations(3) |
| 6400 | .TestNHWCxF16(); |
| 6401 | } |
| 6402 | |
| 6403 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5d2x1) { |
| 6404 | ConvolutionOperatorTester() |
| 6405 | .input_size(15, 14) |
| 6406 | .padding(2, 2) |
| 6407 | .kernel_size(5, 5) |
| 6408 | .dilation(2, 1) |
| 6409 | .groups(27) |
| 6410 | .iterations(3) |
| 6411 | .TestNHWCxF16(); |
| 6412 | } |
| 6413 | |
| 6414 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 1x1) { |
| 6415 | ConvolutionOperatorTester() |
| 6416 | .depthwise_layout(true) |
| 6417 | .input_size(15, 14) |
| 6418 | .kernel_size(1, 1) |
| 6419 | .groups(24) |
| 6420 | .iterations(3) |
| 6421 | .TestNHWCxF16(); |
| 6422 | } |
| 6423 | |
| Marat Dukhan | 6989ec4 | 2022-01-14 17:14:35 -0800 | [diff] [blame] | 6424 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 1x1_with_fp32_weights) { |
| 6425 | ConvolutionOperatorTester() |
| 6426 | .weights_type(ConvolutionOperatorTester::WeightsType::FP32) |
| 6427 | .depthwise_layout(true) |
| 6428 | .input_size(15, 14) |
| 6429 | .kernel_size(1, 1) |
| 6430 | .groups(24) |
| 6431 | .iterations(3) |
| 6432 | .TestNHWCxF16(); |
| 6433 | } |
| 6434 | |
| Frank Barchard | 49b4dcc | 2020-06-26 14:07:19 -0700 | [diff] [blame] | 6435 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 1x1_with_depth_multiplier) { |
| 6436 | ConvolutionOperatorTester() |
| 6437 | .depthwise_layout(true) |
| 6438 | .input_size(15, 14) |
| 6439 | .kernel_size(1, 1) |
| 6440 | .groups(24) |
| 6441 | .group_output_channels(3) |
| 6442 | .iterations(3) |
| 6443 | .TestNHWCxF16(); |
| 6444 | } |
| 6445 | |
| Marat Dukhan | 6989ec4 | 2022-01-14 17:14:35 -0800 | [diff] [blame] | 6446 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 1x1_with_depth_multiplier_with_fp32_weights) { |
| 6447 | ConvolutionOperatorTester() |
| 6448 | .weights_type(ConvolutionOperatorTester::WeightsType::FP32) |
| 6449 | .depthwise_layout(true) |
| 6450 | .input_size(15, 14) |
| 6451 | .kernel_size(1, 1) |
| 6452 | .groups(24) |
| 6453 | .group_output_channels(3) |
| 6454 | .iterations(3) |
| 6455 | .TestNHWCxF16(); |
| 6456 | } |
| 6457 | |
| Frank Barchard | 49b4dcc | 2020-06-26 14:07:19 -0700 | [diff] [blame] | 6458 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 1x1_without_bias) { |
| 6459 | ConvolutionOperatorTester() |
| 6460 | .depthwise_layout(true) |
| 6461 | .has_bias(false) |
| 6462 | .input_size(15, 14) |
| 6463 | .kernel_size(1, 1) |
| 6464 | .groups(24) |
| 6465 | .iterations(3) |
| 6466 | .TestNHWCxF16(); |
| 6467 | } |
| 6468 | |
| 6469 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 2x2) { |
| 6470 | ConvolutionOperatorTester() |
| 6471 | .depthwise_layout(true) |
| 6472 | .input_size(15, 14) |
| 6473 | .padding(1, 1) |
| 6474 | .kernel_size(2, 2) |
| 6475 | .groups(24) |
| 6476 | .iterations(3) |
| 6477 | .TestNHWCxF16(); |
| 6478 | } |
| 6479 | |
| 6480 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 2x2_with_depth_multiplier) { |
| 6481 | ConvolutionOperatorTester() |
| 6482 | .depthwise_layout(true) |
| 6483 | .input_size(15, 14) |
| 6484 | .padding(1, 1) |
| 6485 | .kernel_size(2, 2) |
| 6486 | .groups(24) |
| 6487 | .group_output_channels(3) |
| 6488 | .iterations(3) |
| 6489 | .TestNHWCxF16(); |
| 6490 | } |
| 6491 | |
| 6492 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 2x2_without_bias) { |
| 6493 | ConvolutionOperatorTester() |
| 6494 | .depthwise_layout(true) |
| 6495 | .has_bias(false) |
| 6496 | .input_size(15, 14) |
| 6497 | .padding(1, 1) |
| 6498 | .kernel_size(2, 2) |
| 6499 | .groups(24) |
| 6500 | .iterations(3) |
| 6501 | .TestNHWCxF16(); |
| 6502 | } |
| 6503 | |
| 6504 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 3x3) { |
| 6505 | ConvolutionOperatorTester() |
| 6506 | .depthwise_layout(true) |
| 6507 | .input_size(15, 14) |
| 6508 | .padding(1, 1) |
| 6509 | .kernel_size(3, 3) |
| 6510 | .groups(24) |
| 6511 | .iterations(3) |
| 6512 | .TestNHWCxF16(); |
| 6513 | } |
| 6514 | |
| Marat Dukhan | 6989ec4 | 2022-01-14 17:14:35 -0800 | [diff] [blame] | 6515 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 3x3_weight_fp32_weights) { |
| 6516 | ConvolutionOperatorTester() |
| 6517 | .weights_type(ConvolutionOperatorTester::WeightsType::FP32) |
| 6518 | .depthwise_layout(true) |
| 6519 | .input_size(15, 14) |
| 6520 | .padding(1, 1) |
| 6521 | .kernel_size(3, 3) |
| 6522 | .groups(24) |
| 6523 | .iterations(3) |
| 6524 | .TestNHWCxF16(); |
| 6525 | } |
| 6526 | |
| Frank Barchard | 49b4dcc | 2020-06-26 14:07:19 -0700 | [diff] [blame] | 6527 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 3x3_with_depth_multiplier) { |
| 6528 | ConvolutionOperatorTester() |
| 6529 | .depthwise_layout(true) |
| 6530 | .input_size(15, 14) |
| 6531 | .padding(1, 1) |
| 6532 | .kernel_size(3, 3) |
| 6533 | .groups(24) |
| 6534 | .group_output_channels(3) |
| 6535 | .iterations(3) |
| 6536 | .TestNHWCxF16(); |
| 6537 | } |
| 6538 | |
| Marat Dukhan | 6989ec4 | 2022-01-14 17:14:35 -0800 | [diff] [blame] | 6539 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 3x3_with_depth_multiplier_with_fp32_weights) { |
| 6540 | ConvolutionOperatorTester() |
| 6541 | .weights_type(ConvolutionOperatorTester::WeightsType::FP32) |
| 6542 | .depthwise_layout(true) |
| 6543 | .input_size(15, 14) |
| 6544 | .padding(1, 1) |
| 6545 | .kernel_size(3, 3) |
| 6546 | .groups(24) |
| 6547 | .group_output_channels(3) |
| 6548 | .iterations(3) |
| 6549 | .TestNHWCxF16(); |
| 6550 | } |
| 6551 | |
| Frank Barchard | 49b4dcc | 2020-06-26 14:07:19 -0700 | [diff] [blame] | 6552 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 3x3_without_bias) { |
| 6553 | ConvolutionOperatorTester() |
| 6554 | .depthwise_layout(true) |
| 6555 | .has_bias(false) |
| 6556 | .input_size(15, 14) |
| 6557 | .padding(1, 1) |
| 6558 | .kernel_size(3, 3) |
| 6559 | .groups(24) |
| 6560 | .iterations(3) |
| 6561 | .TestNHWCxF16(); |
| 6562 | } |
| 6563 | |
| 6564 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 3x3s2_with_tf_same_padding) { |
| 6565 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 6566 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 6567 | ConvolutionOperatorTester() |
| 6568 | .depthwise_layout(true) |
| 6569 | .input_size(input_height, input_width) |
| 6570 | .padding_tf_same(true) |
| 6571 | .kernel_size(3, 3) |
| 6572 | .groups(24) |
| 6573 | .iterations(3) |
| 6574 | .TestNHWCxF16(); |
| 6575 | } |
| 6576 | } |
| 6577 | } |
| 6578 | |
| 6579 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 5x5) { |
| 6580 | ConvolutionOperatorTester() |
| 6581 | .depthwise_layout(true) |
| 6582 | .input_size(15, 14) |
| 6583 | .padding(2, 2) |
| 6584 | .kernel_size(5, 5) |
| 6585 | .groups(24) |
| 6586 | .iterations(3) |
| 6587 | .TestNHWCxF16(); |
| 6588 | } |
| 6589 | |
| 6590 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 5x5_with_depth_multiplier) { |
| 6591 | ConvolutionOperatorTester() |
| 6592 | .depthwise_layout(true) |
| 6593 | .input_size(15, 14) |
| 6594 | .padding(2, 2) |
| 6595 | .kernel_size(5, 5) |
| 6596 | .groups(24) |
| 6597 | .group_output_channels(3) |
| 6598 | .iterations(3) |
| 6599 | .TestNHWCxF16(); |
| 6600 | } |
| 6601 | |
| 6602 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 5x5_without_bias) { |
| 6603 | ConvolutionOperatorTester() |
| 6604 | .depthwise_layout(true) |
| 6605 | .has_bias(false) |
| 6606 | .input_size(15, 14) |
| 6607 | .padding(2, 2) |
| 6608 | .kernel_size(5, 5) |
| 6609 | .groups(24) |
| 6610 | .iterations(3) |
| 6611 | .TestNHWCxF16(); |
| 6612 | } |
| 6613 | |
| 6614 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 7x7) { |
| 6615 | ConvolutionOperatorTester() |
| 6616 | .depthwise_layout(true) |
| 6617 | .input_size(15, 14) |
| 6618 | .padding(3, 3) |
| 6619 | .kernel_size(7, 7) |
| 6620 | .groups(24) |
| 6621 | .iterations(3) |
| 6622 | .TestNHWCxF16(); |
| 6623 | } |
| 6624 | |
| 6625 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 7x7_without_bias) { |
| 6626 | ConvolutionOperatorTester() |
| 6627 | .depthwise_layout(true) |
| 6628 | .has_bias(false) |
| 6629 | .input_size(15, 14) |
| 6630 | .padding(3, 3) |
| 6631 | .kernel_size(7, 7) |
| 6632 | .groups(24) |
| 6633 | .iterations(3) |
| 6634 | .TestNHWCxF16(); |
| 6635 | } |
| 6636 | |
| 6637 | TEST(CONVOLUTION_NHWC_F16, setup_changing_input_buffer) { |
| 6638 | ConvolutionOperatorTester() |
| 6639 | .batch_size(3) |
| 6640 | .input_height(8) |
| 6641 | .input_width(8) |
| 6642 | .kernel_height(5) |
| 6643 | .kernel_width(3) |
| 6644 | .group_input_channels(15) |
| 6645 | .group_output_channels(17) |
| 6646 | .TestSetupNHWCxF16(); |
| 6647 | } |
| 6648 | |
| 6649 | TEST(CONVOLUTION_NHWC_F16, setup_changing_input_buffer_grouped) { |
| 6650 | ConvolutionOperatorTester() |
| 6651 | .batch_size(3) |
| 6652 | .input_height(8) |
| 6653 | .input_width(8) |
| 6654 | .kernel_height(5) |
| 6655 | .kernel_width(3) |
| 6656 | .groups(2) |
| 6657 | .group_input_channels(15) |
| 6658 | .group_output_channels(17) |
| 6659 | .TestSetupNHWCxF16(); |
| 6660 | } |
| 6661 | |
| 6662 | TEST(CONVOLUTION_NHWC_F16, setup_changing_input_buffer_depthwise) { |
| 6663 | ConvolutionOperatorTester() |
| 6664 | .batch_size(3) |
| 6665 | .input_height(8) |
| 6666 | .input_width(8) |
| 6667 | .kernel_height(3) |
| 6668 | .kernel_width(3) |
| 6669 | .groups(19) |
| 6670 | .group_input_channels(1) |
| 6671 | .group_output_channels(1) |
| 6672 | .TestSetupNHWCxF16(); |
| 6673 | } |
| 6674 | |
| 6675 | TEST(CONVOLUTION_NHWC_F16, setup_increasing_batch) { |
| 6676 | ConvolutionOperatorTester() |
| 6677 | .batch_size(3) |
| 6678 | .next_batch_size(5) |
| 6679 | .input_height(8) |
| 6680 | .input_width(8) |
| 6681 | .kernel_height(5) |
| 6682 | .kernel_width(3) |
| 6683 | .group_input_channels(15) |
| 6684 | .group_output_channels(17) |
| 6685 | .TestSetupNHWCxF16(); |
| 6686 | } |
| 6687 | |
| 6688 | TEST(CONVOLUTION_NHWC_F16, setup_increasing_batch_grouped) { |
| 6689 | ConvolutionOperatorTester() |
| 6690 | .batch_size(3) |
| 6691 | .next_batch_size(5) |
| 6692 | .input_height(8) |
| 6693 | .input_width(8) |
| 6694 | .kernel_height(5) |
| 6695 | .kernel_width(3) |
| 6696 | .groups(2) |
| 6697 | .group_input_channels(15) |
| 6698 | .group_output_channels(17) |
| 6699 | .TestSetupNHWCxF16(); |
| 6700 | } |
| 6701 | |
| 6702 | TEST(CONVOLUTION_NHWC_F16, setup_increasing_batch_depthwise) { |
| 6703 | ConvolutionOperatorTester() |
| 6704 | .batch_size(3) |
| 6705 | .next_batch_size(5) |
| 6706 | .input_height(8) |
| 6707 | .input_width(8) |
| 6708 | .kernel_height(3) |
| 6709 | .kernel_width(3) |
| 6710 | .groups(19) |
| 6711 | .group_input_channels(1) |
| 6712 | .group_output_channels(1) |
| 6713 | .TestSetupNHWCxF16(); |
| 6714 | } |
| 6715 | |
| 6716 | TEST(CONVOLUTION_NHWC_F16, setup_decreasing_batch) { |
| 6717 | ConvolutionOperatorTester() |
| 6718 | .batch_size(5) |
| 6719 | .next_batch_size(3) |
| 6720 | .input_height(8) |
| 6721 | .input_width(8) |
| 6722 | .kernel_height(5) |
| 6723 | .kernel_width(3) |
| 6724 | .group_input_channels(15) |
| 6725 | .group_output_channels(17) |
| 6726 | .TestSetupNHWCxF16(); |
| 6727 | } |
| 6728 | |
| 6729 | TEST(CONVOLUTION_NHWC_F16, setup_decreasing_batch_grouped) { |
| 6730 | ConvolutionOperatorTester() |
| 6731 | .batch_size(5) |
| 6732 | .next_batch_size(3) |
| 6733 | .input_height(8) |
| 6734 | .input_width(8) |
| 6735 | .kernel_height(5) |
| 6736 | .kernel_width(3) |
| 6737 | .groups(2) |
| 6738 | .group_input_channels(15) |
| 6739 | .group_output_channels(17) |
| 6740 | .TestSetupNHWCxF16(); |
| 6741 | } |
| 6742 | |
| 6743 | TEST(CONVOLUTION_NHWC_F16, setup_decreasing_batch_depthwise) { |
| 6744 | ConvolutionOperatorTester() |
| 6745 | .batch_size(5) |
| 6746 | .next_batch_size(3) |
| 6747 | .input_height(8) |
| 6748 | .input_width(8) |
| 6749 | .kernel_height(3) |
| 6750 | .kernel_width(3) |
| 6751 | .groups(19) |
| 6752 | .group_input_channels(1) |
| 6753 | .group_output_channels(1) |
| 6754 | .TestSetupNHWCxF16(); |
| 6755 | } |
| 6756 | |
| 6757 | TEST(CONVOLUTION_NHWC_F16, setup_changing_height) { |
| 6758 | ConvolutionOperatorTester() |
| 6759 | .batch_size(3) |
| 6760 | .input_height(8) |
| 6761 | .input_width(8) |
| 6762 | .next_input_height(9) |
| 6763 | .kernel_height(5) |
| 6764 | .kernel_width(3) |
| 6765 | .group_input_channels(15) |
| 6766 | .group_output_channels(17) |
| 6767 | .TestSetupNHWCxF16(); |
| 6768 | ConvolutionOperatorTester() |
| 6769 | .batch_size(3) |
| 6770 | .input_height(8) |
| 6771 | .input_width(8) |
| 6772 | .next_input_height(7) |
| 6773 | .kernel_height(5) |
| 6774 | .kernel_width(3) |
| 6775 | .group_input_channels(15) |
| 6776 | .group_output_channels(17) |
| 6777 | .TestSetupNHWCxF16(); |
| 6778 | } |
| 6779 | |
| 6780 | TEST(CONVOLUTION_NHWC_F16, setup_changing_height_grouped) { |
| 6781 | ConvolutionOperatorTester() |
| 6782 | .batch_size(3) |
| 6783 | .input_height(8) |
| 6784 | .input_width(8) |
| 6785 | .next_input_height(9) |
| 6786 | .kernel_height(5) |
| 6787 | .kernel_width(3) |
| 6788 | .groups(2) |
| 6789 | .group_input_channels(15) |
| 6790 | .group_output_channels(17) |
| 6791 | .TestSetupNHWCxF16(); |
| 6792 | ConvolutionOperatorTester() |
| 6793 | .batch_size(3) |
| 6794 | .input_height(8) |
| 6795 | .input_width(8) |
| 6796 | .next_input_height(7) |
| 6797 | .kernel_height(5) |
| 6798 | .kernel_width(3) |
| 6799 | .groups(2) |
| 6800 | .group_input_channels(15) |
| 6801 | .group_output_channels(17) |
| 6802 | .TestSetupNHWCxF16(); |
| 6803 | } |
| 6804 | |
| 6805 | TEST(CONVOLUTION_NHWC_F16, setup_changing_height_depthwise) { |
| 6806 | ConvolutionOperatorTester() |
| 6807 | .batch_size(3) |
| 6808 | .input_height(8) |
| 6809 | .input_width(8) |
| 6810 | .next_input_height(9) |
| 6811 | .kernel_height(3) |
| 6812 | .kernel_width(3) |
| 6813 | .groups(19) |
| 6814 | .group_input_channels(1) |
| 6815 | .group_output_channels(1) |
| 6816 | .TestSetupNHWCxF16(); |
| 6817 | ConvolutionOperatorTester() |
| 6818 | .batch_size(3) |
| 6819 | .input_height(8) |
| 6820 | .input_width(8) |
| 6821 | .next_input_height(7) |
| 6822 | .kernel_height(3) |
| 6823 | .kernel_width(3) |
| 6824 | .groups(19) |
| 6825 | .group_input_channels(1) |
| 6826 | .group_output_channels(1) |
| 6827 | .TestSetupNHWCxF16(); |
| 6828 | } |
| 6829 | |
| 6830 | TEST(CONVOLUTION_NHWC_F16, setup_changing_width) { |
| 6831 | ConvolutionOperatorTester() |
| 6832 | .batch_size(3) |
| 6833 | .input_height(8) |
| 6834 | .input_width(8) |
| 6835 | .next_input_width(9) |
| 6836 | .kernel_height(5) |
| 6837 | .kernel_width(3) |
| 6838 | .group_input_channels(15) |
| 6839 | .group_output_channels(17) |
| 6840 | .TestSetupNHWCxF16(); |
| 6841 | ConvolutionOperatorTester() |
| 6842 | .batch_size(3) |
| 6843 | .input_height(8) |
| 6844 | .input_width(8) |
| 6845 | .next_input_width(7) |
| 6846 | .kernel_height(5) |
| 6847 | .kernel_width(3) |
| 6848 | .group_input_channels(15) |
| 6849 | .group_output_channels(17) |
| 6850 | .TestSetupNHWCxF16(); |
| 6851 | } |
| 6852 | |
| 6853 | TEST(CONVOLUTION_NHWC_F16, setup_changing_width_grouped) { |
| 6854 | ConvolutionOperatorTester() |
| 6855 | .batch_size(3) |
| 6856 | .input_height(8) |
| 6857 | .input_width(8) |
| 6858 | .next_input_width(9) |
| 6859 | .kernel_height(5) |
| 6860 | .kernel_width(3) |
| 6861 | .groups(2) |
| 6862 | .group_input_channels(15) |
| 6863 | .group_output_channels(17) |
| 6864 | .TestSetupNHWCxF16(); |
| 6865 | ConvolutionOperatorTester() |
| 6866 | .batch_size(3) |
| 6867 | .input_height(8) |
| 6868 | .input_width(8) |
| 6869 | .next_input_width(7) |
| 6870 | .kernel_height(5) |
| 6871 | .kernel_width(3) |
| 6872 | .groups(2) |
| 6873 | .group_input_channels(15) |
| 6874 | .group_output_channels(17) |
| 6875 | .TestSetupNHWCxF16(); |
| 6876 | } |
| 6877 | |
| 6878 | TEST(CONVOLUTION_NHWC_F16, setup_changing_width_depthwise) { |
| 6879 | ConvolutionOperatorTester() |
| 6880 | .batch_size(3) |
| 6881 | .input_height(8) |
| 6882 | .input_width(8) |
| 6883 | .next_input_width(9) |
| 6884 | .kernel_height(3) |
| 6885 | .kernel_width(3) |
| 6886 | .groups(19) |
| 6887 | .group_input_channels(1) |
| 6888 | .group_output_channels(1) |
| 6889 | .TestSetupNHWCxF16(); |
| 6890 | ConvolutionOperatorTester() |
| 6891 | .batch_size(3) |
| 6892 | .input_height(8) |
| 6893 | .input_width(8) |
| 6894 | .next_input_width(7) |
| 6895 | .kernel_height(3) |
| 6896 | .kernel_width(3) |
| 6897 | .groups(19) |
| 6898 | .group_input_channels(1) |
| 6899 | .group_output_channels(1) |
| 6900 | .TestSetupNHWCxF16(); |
| 6901 | } |
| 6902 | |
| 6903 | TEST(CONVOLUTION_NHWC_F16, setup_swap_height_and_width) { |
| 6904 | ConvolutionOperatorTester() |
| 6905 | .batch_size(3) |
| 6906 | .input_height(9) |
| 6907 | .input_width(8) |
| 6908 | .next_input_height(8) |
| 6909 | .next_input_width(9) |
| 6910 | .kernel_height(5) |
| 6911 | .kernel_width(3) |
| 6912 | .group_input_channels(15) |
| 6913 | .group_output_channels(17) |
| 6914 | .TestSetupNHWCxF16(); |
| 6915 | } |
| 6916 | |
| 6917 | TEST(CONVOLUTION_NHWC_F16, setup_swap_height_and_width_grouped) { |
| 6918 | ConvolutionOperatorTester() |
| 6919 | .batch_size(3) |
| 6920 | .input_height(9) |
| 6921 | .input_width(8) |
| 6922 | .next_input_height(8) |
| 6923 | .next_input_width(9) |
| 6924 | .kernel_height(5) |
| 6925 | .kernel_width(3) |
| 6926 | .groups(2) |
| 6927 | .group_input_channels(15) |
| 6928 | .group_output_channels(17) |
| 6929 | .TestSetupNHWCxF16(); |
| 6930 | } |
| 6931 | |
| 6932 | TEST(CONVOLUTION_NHWC_F16, setup_swap_height_and_width_depthwise) { |
| 6933 | ConvolutionOperatorTester() |
| 6934 | .batch_size(3) |
| 6935 | .input_height(9) |
| 6936 | .input_width(8) |
| 6937 | .next_input_height(8) |
| 6938 | .next_input_width(9) |
| 6939 | .kernel_height(3) |
| 6940 | .kernel_width(3) |
| 6941 | .groups(19) |
| 6942 | .group_input_channels(1) |
| 6943 | .group_output_channels(1) |
| 6944 | .TestSetupNHWCxF16(); |
| 6945 | } |