| 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 | |
| 738 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 3x3) { |
| 739 | ConvolutionOperatorTester() |
| 740 | .depthwise_layout(true) |
| 741 | .input_size(15, 14) |
| 742 | .padding(1, 1) |
| 743 | .kernel_size(3, 3) |
| 744 | .groups(24) |
| 745 | .iterations(3) |
| 746 | .TestNHWCxQC8(); |
| 747 | } |
| 748 | |
| 749 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 3x3_with_depth_multiplier) { |
| 750 | ConvolutionOperatorTester() |
| 751 | .depthwise_layout(true) |
| 752 | .input_size(15, 14) |
| 753 | .padding(1, 1) |
| 754 | .kernel_size(3, 3) |
| 755 | .groups(24) |
| 756 | .group_output_channels(3) |
| 757 | .iterations(3) |
| 758 | .TestNHWCxQC8(); |
| 759 | } |
| 760 | |
| 761 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 3x3_without_bias) { |
| 762 | ConvolutionOperatorTester() |
| 763 | .depthwise_layout(true) |
| 764 | .has_bias(false) |
| 765 | .input_size(15, 14) |
| 766 | .padding(1, 1) |
| 767 | .kernel_size(3, 3) |
| 768 | .groups(24) |
| 769 | .iterations(3) |
| 770 | .TestNHWCxQC8(); |
| 771 | } |
| 772 | |
| 773 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 3x3s2_with_tf_same_padding) { |
| 774 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 775 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 776 | ConvolutionOperatorTester() |
| 777 | .depthwise_layout(true) |
| 778 | .input_size(input_height, input_width) |
| 779 | .padding_tf_same(true) |
| 780 | .kernel_size(3, 3) |
| 781 | .groups(24) |
| 782 | .iterations(3) |
| 783 | .TestNHWCxQC8(); |
| 784 | } |
| 785 | } |
| 786 | } |
| 787 | |
| 788 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 5x5) { |
| 789 | ConvolutionOperatorTester() |
| 790 | .depthwise_layout(true) |
| 791 | .input_size(15, 14) |
| 792 | .padding(2, 2) |
| 793 | .kernel_size(5, 5) |
| 794 | .groups(24) |
| 795 | .iterations(3) |
| 796 | .TestNHWCxQC8(); |
| 797 | } |
| 798 | |
| 799 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QC8, 5x5_without_bias) { |
| 800 | ConvolutionOperatorTester() |
| 801 | .depthwise_layout(true) |
| 802 | .has_bias(false) |
| 803 | .input_size(15, 14) |
| 804 | .padding(2, 2) |
| 805 | .kernel_size(5, 5) |
| 806 | .groups(24) |
| 807 | .iterations(3) |
| 808 | .TestNHWCxQC8(); |
| 809 | } |
| 810 | |
| 811 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_input_buffer) { |
| 812 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 813 | ConvolutionOperatorTester() |
| 814 | .batch_size(3) |
| 815 | .input_height(8) |
| 816 | .input_width(8) |
| 817 | .kernel_height(5) |
| 818 | .kernel_width(3) |
| 819 | .group_input_channels(15) |
| 820 | .group_output_channels(17) |
| 821 | .TestSetupNHWCxQC8(); |
| 822 | } |
| 823 | |
| 824 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_input_buffer_grouped) { |
| 825 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 826 | ConvolutionOperatorTester() |
| 827 | .batch_size(3) |
| 828 | .input_height(8) |
| 829 | .input_width(8) |
| 830 | .kernel_height(5) |
| 831 | .kernel_width(3) |
| 832 | .groups(2) |
| 833 | .group_input_channels(15) |
| 834 | .group_output_channels(17) |
| 835 | .TestSetupNHWCxQC8(); |
| 836 | } |
| 837 | |
| 838 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_input_buffer_depthwise) { |
| 839 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 840 | ConvolutionOperatorTester() |
| 841 | .batch_size(3) |
| 842 | .input_height(8) |
| 843 | .input_width(8) |
| 844 | .kernel_height(3) |
| 845 | .kernel_width(3) |
| 846 | .groups(19) |
| 847 | .group_input_channels(1) |
| 848 | .group_output_channels(1) |
| 849 | .TestSetupNHWCxQC8(); |
| 850 | } |
| 851 | |
| 852 | TEST(CONVOLUTION_NHWC_QC8, setup_increasing_batch) { |
| 853 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 854 | ConvolutionOperatorTester() |
| 855 | .batch_size(3) |
| 856 | .next_batch_size(5) |
| 857 | .input_height(8) |
| 858 | .input_width(8) |
| 859 | .kernel_height(5) |
| 860 | .kernel_width(3) |
| 861 | .group_input_channels(15) |
| 862 | .group_output_channels(17) |
| 863 | .TestSetupNHWCxQC8(); |
| 864 | } |
| 865 | |
| 866 | TEST(CONVOLUTION_NHWC_QC8, setup_increasing_batch_grouped) { |
| 867 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 868 | ConvolutionOperatorTester() |
| 869 | .batch_size(3) |
| 870 | .next_batch_size(5) |
| 871 | .input_height(8) |
| 872 | .input_width(8) |
| 873 | .kernel_height(5) |
| 874 | .kernel_width(3) |
| 875 | .groups(2) |
| 876 | .group_input_channels(15) |
| 877 | .group_output_channels(17) |
| 878 | .TestSetupNHWCxQC8(); |
| 879 | } |
| 880 | |
| 881 | TEST(CONVOLUTION_NHWC_QC8, setup_increasing_batch_depthwise) { |
| 882 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 883 | ConvolutionOperatorTester() |
| 884 | .batch_size(3) |
| 885 | .next_batch_size(5) |
| 886 | .input_height(8) |
| 887 | .input_width(8) |
| 888 | .kernel_height(3) |
| 889 | .kernel_width(3) |
| 890 | .groups(19) |
| 891 | .group_input_channels(1) |
| 892 | .group_output_channels(1) |
| 893 | .TestSetupNHWCxQC8(); |
| 894 | } |
| 895 | |
| 896 | TEST(CONVOLUTION_NHWC_QC8, setup_decreasing_batch) { |
| 897 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 898 | ConvolutionOperatorTester() |
| 899 | .batch_size(5) |
| 900 | .next_batch_size(3) |
| 901 | .input_height(8) |
| 902 | .input_width(8) |
| 903 | .kernel_height(5) |
| 904 | .kernel_width(3) |
| 905 | .group_input_channels(15) |
| 906 | .group_output_channels(17) |
| 907 | .TestSetupNHWCxQC8(); |
| 908 | } |
| 909 | |
| 910 | TEST(CONVOLUTION_NHWC_QC8, setup_decreasing_batch_grouped) { |
| 911 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 912 | ConvolutionOperatorTester() |
| 913 | .batch_size(5) |
| 914 | .next_batch_size(3) |
| 915 | .input_height(8) |
| 916 | .input_width(8) |
| 917 | .kernel_height(5) |
| 918 | .kernel_width(3) |
| 919 | .groups(2) |
| 920 | .group_input_channels(15) |
| 921 | .group_output_channels(17) |
| 922 | .TestSetupNHWCxQC8(); |
| 923 | } |
| 924 | |
| 925 | TEST(CONVOLUTION_NHWC_QC8, setup_decreasing_batch_depthwise) { |
| 926 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 927 | ConvolutionOperatorTester() |
| 928 | .batch_size(5) |
| 929 | .next_batch_size(3) |
| 930 | .input_height(8) |
| 931 | .input_width(8) |
| 932 | .kernel_height(3) |
| 933 | .kernel_width(3) |
| 934 | .groups(19) |
| 935 | .group_input_channels(1) |
| 936 | .group_output_channels(1) |
| 937 | .TestSetupNHWCxQC8(); |
| 938 | } |
| 939 | |
| 940 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_height) { |
| 941 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 942 | ConvolutionOperatorTester() |
| 943 | .batch_size(3) |
| 944 | .input_height(8) |
| 945 | .input_width(8) |
| 946 | .next_input_height(9) |
| 947 | .kernel_height(5) |
| 948 | .kernel_width(3) |
| 949 | .group_input_channels(15) |
| 950 | .group_output_channels(17) |
| 951 | .TestSetupNHWCxQC8(); |
| 952 | ConvolutionOperatorTester() |
| 953 | .batch_size(3) |
| 954 | .input_height(8) |
| 955 | .input_width(8) |
| 956 | .next_input_height(7) |
| 957 | .kernel_height(5) |
| 958 | .kernel_width(3) |
| 959 | .group_input_channels(15) |
| 960 | .group_output_channels(17) |
| 961 | .TestSetupNHWCxQC8(); |
| 962 | } |
| 963 | |
| 964 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_height_grouped) { |
| 965 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 966 | ConvolutionOperatorTester() |
| 967 | .batch_size(3) |
| 968 | .input_height(8) |
| 969 | .input_width(8) |
| 970 | .next_input_height(9) |
| 971 | .kernel_height(5) |
| 972 | .kernel_width(3) |
| 973 | .groups(2) |
| 974 | .group_input_channels(15) |
| 975 | .group_output_channels(17) |
| 976 | .TestSetupNHWCxQC8(); |
| 977 | ConvolutionOperatorTester() |
| 978 | .batch_size(3) |
| 979 | .input_height(8) |
| 980 | .input_width(8) |
| 981 | .next_input_height(7) |
| 982 | .kernel_height(5) |
| 983 | .kernel_width(3) |
| 984 | .groups(2) |
| 985 | .group_input_channels(15) |
| 986 | .group_output_channels(17) |
| 987 | .TestSetupNHWCxQC8(); |
| 988 | } |
| 989 | |
| 990 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_height_depthwise) { |
| 991 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 992 | ConvolutionOperatorTester() |
| 993 | .batch_size(3) |
| 994 | .input_height(8) |
| 995 | .input_width(8) |
| 996 | .next_input_height(9) |
| 997 | .kernel_height(3) |
| 998 | .kernel_width(3) |
| 999 | .groups(19) |
| 1000 | .group_input_channels(1) |
| 1001 | .group_output_channels(1) |
| 1002 | .TestSetupNHWCxQC8(); |
| 1003 | ConvolutionOperatorTester() |
| 1004 | .batch_size(3) |
| 1005 | .input_height(8) |
| 1006 | .input_width(8) |
| 1007 | .next_input_height(7) |
| 1008 | .kernel_height(3) |
| 1009 | .kernel_width(3) |
| 1010 | .groups(19) |
| 1011 | .group_input_channels(1) |
| 1012 | .group_output_channels(1) |
| 1013 | .TestSetupNHWCxQC8(); |
| 1014 | } |
| 1015 | |
| 1016 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_width) { |
| 1017 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1018 | ConvolutionOperatorTester() |
| 1019 | .batch_size(3) |
| 1020 | .input_height(8) |
| 1021 | .input_width(8) |
| 1022 | .next_input_width(9) |
| 1023 | .kernel_height(5) |
| 1024 | .kernel_width(3) |
| 1025 | .group_input_channels(15) |
| 1026 | .group_output_channels(17) |
| 1027 | .TestSetupNHWCxQC8(); |
| 1028 | ConvolutionOperatorTester() |
| 1029 | .batch_size(3) |
| 1030 | .input_height(8) |
| 1031 | .input_width(8) |
| 1032 | .next_input_width(7) |
| 1033 | .kernel_height(5) |
| 1034 | .kernel_width(3) |
| 1035 | .group_input_channels(15) |
| 1036 | .group_output_channels(17) |
| 1037 | .TestSetupNHWCxQC8(); |
| 1038 | } |
| 1039 | |
| 1040 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_width_grouped) { |
| 1041 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1042 | ConvolutionOperatorTester() |
| 1043 | .batch_size(3) |
| 1044 | .input_height(8) |
| 1045 | .input_width(8) |
| 1046 | .next_input_width(9) |
| 1047 | .kernel_height(5) |
| 1048 | .kernel_width(3) |
| 1049 | .groups(2) |
| 1050 | .group_input_channels(15) |
| 1051 | .group_output_channels(17) |
| 1052 | .TestSetupNHWCxQC8(); |
| 1053 | ConvolutionOperatorTester() |
| 1054 | .batch_size(3) |
| 1055 | .input_height(8) |
| 1056 | .input_width(8) |
| 1057 | .next_input_width(7) |
| 1058 | .kernel_height(5) |
| 1059 | .kernel_width(3) |
| 1060 | .groups(2) |
| 1061 | .group_input_channels(15) |
| 1062 | .group_output_channels(17) |
| 1063 | .TestSetupNHWCxQC8(); |
| 1064 | } |
| 1065 | |
| 1066 | TEST(CONVOLUTION_NHWC_QC8, setup_changing_width_depthwise) { |
| 1067 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1068 | ConvolutionOperatorTester() |
| 1069 | .batch_size(3) |
| 1070 | .input_height(8) |
| 1071 | .input_width(8) |
| 1072 | .next_input_width(9) |
| 1073 | .kernel_height(3) |
| 1074 | .kernel_width(3) |
| 1075 | .groups(19) |
| 1076 | .group_input_channels(1) |
| 1077 | .group_output_channels(1) |
| 1078 | .TestSetupNHWCxQC8(); |
| 1079 | ConvolutionOperatorTester() |
| 1080 | .batch_size(3) |
| 1081 | .input_height(8) |
| 1082 | .input_width(8) |
| 1083 | .next_input_width(7) |
| 1084 | .kernel_height(3) |
| 1085 | .kernel_width(3) |
| 1086 | .groups(19) |
| 1087 | .group_input_channels(1) |
| 1088 | .group_output_channels(1) |
| 1089 | .TestSetupNHWCxQC8(); |
| 1090 | } |
| 1091 | |
| 1092 | TEST(CONVOLUTION_NHWC_QC8, setup_swap_height_and_width) { |
| 1093 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1094 | ConvolutionOperatorTester() |
| 1095 | .batch_size(3) |
| 1096 | .input_height(9) |
| 1097 | .input_width(8) |
| 1098 | .next_input_height(8) |
| 1099 | .next_input_width(9) |
| 1100 | .kernel_height(5) |
| 1101 | .kernel_width(3) |
| 1102 | .group_input_channels(15) |
| 1103 | .group_output_channels(17) |
| 1104 | .TestSetupNHWCxQC8(); |
| 1105 | } |
| 1106 | |
| 1107 | TEST(CONVOLUTION_NHWC_QC8, setup_swap_height_and_width_grouped) { |
| 1108 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1109 | ConvolutionOperatorTester() |
| 1110 | .batch_size(3) |
| 1111 | .input_height(9) |
| 1112 | .input_width(8) |
| 1113 | .next_input_height(8) |
| 1114 | .next_input_width(9) |
| 1115 | .kernel_height(5) |
| 1116 | .kernel_width(3) |
| 1117 | .groups(2) |
| 1118 | .group_input_channels(15) |
| 1119 | .group_output_channels(17) |
| 1120 | .TestSetupNHWCxQC8(); |
| 1121 | } |
| 1122 | |
| 1123 | TEST(CONVOLUTION_NHWC_QC8, setup_swap_height_and_width_depthwise) { |
| 1124 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1125 | ConvolutionOperatorTester() |
| 1126 | .batch_size(3) |
| 1127 | .input_height(9) |
| 1128 | .input_width(8) |
| 1129 | .next_input_height(8) |
| 1130 | .next_input_width(9) |
| 1131 | .kernel_height(3) |
| 1132 | .kernel_width(3) |
| 1133 | .groups(19) |
| 1134 | .group_input_channels(1) |
| 1135 | .group_output_channels(1) |
| 1136 | .TestSetupNHWCxQC8(); |
| 1137 | } |
| 1138 | |
| 1139 | |
| Marat Dukhan | 16f1e1a | 2020-08-04 16:38:22 -0700 | [diff] [blame] | 1140 | TEST(CONVOLUTION_NHWC_QS8, 1x1) { |
| 1141 | ConvolutionOperatorTester() |
| 1142 | .input_size(27, 29) |
| 1143 | .kernel_size(1, 1) |
| 1144 | .group_input_channels(23) |
| 1145 | .group_output_channels(19) |
| 1146 | .iterations(3) |
| 1147 | .TestNHWCxQS8(); |
| 1148 | } |
| 1149 | |
| 1150 | TEST(CONVOLUTION_NHWC_QS8, 1x1_with_qmin) { |
| 1151 | ConvolutionOperatorTester() |
| 1152 | .input_size(27, 29) |
| 1153 | .kernel_size(1, 1) |
| 1154 | .group_input_channels(23) |
| 1155 | .group_output_channels(19) |
| 1156 | .qmin(128) |
| 1157 | .iterations(3) |
| 1158 | .TestNHWCxQS8(); |
| 1159 | } |
| 1160 | |
| 1161 | TEST(CONVOLUTION_NHWC_QS8, 1x1_with_qmax) { |
| 1162 | ConvolutionOperatorTester() |
| 1163 | .input_size(27, 29) |
| 1164 | .kernel_size(1, 1) |
| 1165 | .group_input_channels(23) |
| 1166 | .group_output_channels(19) |
| 1167 | .qmax(128) |
| 1168 | .iterations(3) |
| 1169 | .TestNHWCxQS8(); |
| 1170 | } |
| 1171 | |
| 1172 | TEST(CONVOLUTION_NHWC_QS8, 1x1_with_input_stride) { |
| 1173 | ConvolutionOperatorTester() |
| 1174 | .input_size(27, 29) |
| 1175 | .kernel_size(1, 1) |
| 1176 | .input_channel_stride(28) |
| 1177 | .group_input_channels(23) |
| 1178 | .group_output_channels(19) |
| 1179 | .iterations(3) |
| 1180 | .TestNHWCxQS8(); |
| 1181 | } |
| 1182 | |
| 1183 | TEST(CONVOLUTION_NHWC_QS8, 1x1_with_output_stride) { |
| 1184 | ConvolutionOperatorTester() |
| 1185 | .input_size(27, 29) |
| 1186 | .kernel_size(1, 1) |
| 1187 | .output_channel_stride(29) |
| 1188 | .group_input_channels(23) |
| 1189 | .group_output_channels(19) |
| 1190 | .iterations(3) |
| 1191 | .TestNHWCxQS8(); |
| 1192 | } |
| 1193 | |
| 1194 | TEST(CONVOLUTION_NHWC_QS8, 1x1_without_bias) { |
| 1195 | ConvolutionOperatorTester() |
| 1196 | .has_bias(false) |
| 1197 | .input_size(13, 14) |
| 1198 | .kernel_size(1, 1) |
| 1199 | .group_input_channels(23) |
| 1200 | .group_output_channels(19) |
| 1201 | .iterations(3) |
| 1202 | .TestNHWCxQS8(); |
| 1203 | } |
| 1204 | |
| 1205 | TEST(CONVOLUTION_NHWC_QS8, 1x1_with_batch) { |
| 1206 | ConvolutionOperatorTester() |
| 1207 | .batch_size(3) |
| 1208 | .input_size(13, 14) |
| 1209 | .kernel_size(1, 1) |
| 1210 | .group_input_channels(23) |
| 1211 | .group_output_channels(19) |
| 1212 | .iterations(3) |
| 1213 | .TestNHWCxQS8(); |
| 1214 | } |
| 1215 | |
| 1216 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x1) { |
| 1217 | ConvolutionOperatorTester() |
| 1218 | .input_size(24, 25) |
| 1219 | .kernel_size(1, 1) |
| 1220 | .groups(2) |
| 1221 | .group_input_channels(17) |
| 1222 | .group_output_channels(19) |
| 1223 | .iterations(3) |
| 1224 | .TestNHWCxQS8(); |
| 1225 | } |
| 1226 | |
| 1227 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x1_with_qmin) { |
| 1228 | ConvolutionOperatorTester() |
| 1229 | .input_size(24, 25) |
| 1230 | .kernel_size(1, 1) |
| 1231 | .groups(2) |
| 1232 | .group_input_channels(17) |
| 1233 | .group_output_channels(19) |
| 1234 | .qmin(128) |
| 1235 | .iterations(3) |
| 1236 | .TestNHWCxQS8(); |
| 1237 | } |
| 1238 | |
| 1239 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x1_with_qmax) { |
| 1240 | ConvolutionOperatorTester() |
| 1241 | .input_size(24, 25) |
| 1242 | .kernel_size(1, 1) |
| 1243 | .groups(2) |
| 1244 | .group_input_channels(17) |
| 1245 | .group_output_channels(19) |
| 1246 | .qmax(128) |
| 1247 | .iterations(3) |
| 1248 | .TestNHWCxQS8(); |
| 1249 | } |
| 1250 | |
| 1251 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x1_with_input_stride) { |
| 1252 | ConvolutionOperatorTester() |
| 1253 | .input_size(24, 25) |
| 1254 | .kernel_size(1, 1) |
| 1255 | .groups(2) |
| 1256 | .input_channel_stride(37) |
| 1257 | .group_input_channels(17) |
| 1258 | .group_output_channels(19) |
| 1259 | .iterations(3) |
| 1260 | .TestNHWCxQS8(); |
| 1261 | } |
| 1262 | |
| 1263 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x1_with_output_stride) { |
| 1264 | ConvolutionOperatorTester() |
| 1265 | .input_size(24, 25) |
| 1266 | .kernel_size(1, 1) |
| 1267 | .groups(2) |
| 1268 | .output_channel_stride(41) |
| 1269 | .group_input_channels(17) |
| 1270 | .group_output_channels(19) |
| 1271 | .iterations(3) |
| 1272 | .TestNHWCxQS8(); |
| 1273 | } |
| 1274 | |
| 1275 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x1_without_bias) { |
| 1276 | ConvolutionOperatorTester() |
| 1277 | .has_bias(false) |
| 1278 | .input_size(24, 25) |
| 1279 | .kernel_size(1, 1) |
| 1280 | .groups(2) |
| 1281 | .group_input_channels(17) |
| 1282 | .group_output_channels(19) |
| 1283 | .iterations(3) |
| 1284 | .TestNHWCxQS8(); |
| 1285 | } |
| 1286 | |
| 1287 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x1_with_batch) { |
| 1288 | ConvolutionOperatorTester() |
| 1289 | .batch_size(3) |
| 1290 | .input_size(24, 25) |
| 1291 | .kernel_size(1, 1) |
| 1292 | .groups(2) |
| 1293 | .group_input_channels(17) |
| 1294 | .group_output_channels(19) |
| 1295 | .iterations(3) |
| 1296 | .TestNHWCxQS8(); |
| 1297 | } |
| 1298 | |
| 1299 | TEST(CONVOLUTION_NHWC_QS8, 1x3) { |
| 1300 | ConvolutionOperatorTester() |
| 1301 | .input_size(20, 19) |
| 1302 | .padding_width(1) |
| 1303 | .kernel_size(1, 3) |
| 1304 | .group_input_channels(17) |
| 1305 | .group_output_channels(15) |
| 1306 | .iterations(3) |
| 1307 | .TestNHWCxQS8(); |
| 1308 | } |
| 1309 | |
| 1310 | TEST(CONVOLUTION_NHWC_QS8, grouped_1x3) { |
| 1311 | ConvolutionOperatorTester() |
| 1312 | .input_size(20, 19) |
| 1313 | .padding_width(1) |
| 1314 | .kernel_size(1, 3) |
| 1315 | .groups(2) |
| 1316 | .group_input_channels(17) |
| 1317 | .group_output_channels(15) |
| 1318 | .iterations(3) |
| 1319 | .TestNHWCxQS8(); |
| 1320 | } |
| 1321 | |
| 1322 | TEST(CONVOLUTION_NHWC_QS8, 3x1) { |
| 1323 | ConvolutionOperatorTester() |
| 1324 | .input_size(19, 20) |
| 1325 | .padding_height(1) |
| 1326 | .kernel_size(3, 1) |
| 1327 | .group_input_channels(17) |
| 1328 | .group_output_channels(15) |
| 1329 | .iterations(3) |
| 1330 | .TestNHWCxQS8(); |
| 1331 | } |
| 1332 | |
| 1333 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x1) { |
| 1334 | ConvolutionOperatorTester() |
| 1335 | .input_size(19, 20) |
| 1336 | .padding_height(1) |
| 1337 | .kernel_size(3, 1) |
| 1338 | .groups(2) |
| 1339 | .group_input_channels(17) |
| 1340 | .group_output_channels(15) |
| 1341 | .iterations(3) |
| 1342 | .TestNHWCxQS8(); |
| 1343 | } |
| 1344 | |
| 1345 | TEST(CONVOLUTION_NHWC_QS8, 3x3) { |
| 1346 | ConvolutionOperatorTester() |
| 1347 | .input_size(13, 12) |
| 1348 | .padding(1) |
| 1349 | .kernel_size(3, 3) |
| 1350 | .group_input_channels(15) |
| 1351 | .group_output_channels(17) |
| 1352 | .iterations(3) |
| 1353 | .TestNHWCxQS8(); |
| 1354 | } |
| 1355 | |
| 1356 | TEST(CONVOLUTION_NHWC_QS8, 3x3_without_padding) { |
| 1357 | ConvolutionOperatorTester() |
| 1358 | .input_size(13, 12) |
| 1359 | .kernel_size(3, 3) |
| 1360 | .group_input_channels(15) |
| 1361 | .group_output_channels(17) |
| 1362 | .iterations(3) |
| 1363 | .TestNHWCxQS8(); |
| 1364 | } |
| 1365 | |
| 1366 | TEST(CONVOLUTION_NHWC_QS8, 3x3_with_left_padding) { |
| 1367 | ConvolutionOperatorTester() |
| 1368 | .input_size(13, 12) |
| 1369 | .padding_left(1) |
| 1370 | .kernel_size(3, 3) |
| 1371 | .group_input_channels(15) |
| 1372 | .group_output_channels(17) |
| 1373 | .iterations(3) |
| 1374 | .TestNHWCxQS8(); |
| 1375 | } |
| 1376 | |
| 1377 | TEST(CONVOLUTION_NHWC_QS8, 3x3_with_right_padding) { |
| 1378 | ConvolutionOperatorTester() |
| 1379 | .input_size(13, 12) |
| 1380 | .padding_right(1) |
| 1381 | .kernel_size(3, 3) |
| 1382 | .group_input_channels(15) |
| 1383 | .group_output_channels(17) |
| 1384 | .iterations(3) |
| 1385 | .TestNHWCxQS8(); |
| 1386 | } |
| 1387 | |
| 1388 | TEST(CONVOLUTION_NHWC_QS8, 3x3_with_top_padding) { |
| 1389 | ConvolutionOperatorTester() |
| 1390 | .input_size(13, 12) |
| 1391 | .padding_top(1) |
| 1392 | .kernel_size(3, 3) |
| 1393 | .group_input_channels(15) |
| 1394 | .group_output_channels(17) |
| 1395 | .iterations(3) |
| 1396 | .TestNHWCxQS8(); |
| 1397 | } |
| 1398 | |
| 1399 | TEST(CONVOLUTION_NHWC_QS8, 3x3_with_bottom_padding) { |
| 1400 | ConvolutionOperatorTester() |
| 1401 | .input_size(13, 12) |
| 1402 | .padding_bottom(1) |
| 1403 | .kernel_size(3, 3) |
| 1404 | .group_input_channels(15) |
| 1405 | .group_output_channels(17) |
| 1406 | .iterations(3) |
| 1407 | .TestNHWCxQS8(); |
| 1408 | } |
| 1409 | |
| 1410 | TEST(CONVOLUTION_NHWC_QS8, 3x3_with_input_stride) { |
| 1411 | ConvolutionOperatorTester() |
| 1412 | .input_size(13, 12) |
| 1413 | .padding(1) |
| 1414 | .kernel_size(3, 3) |
| 1415 | .input_channel_stride(22) |
| 1416 | .group_input_channels(15) |
| 1417 | .group_output_channels(17) |
| 1418 | .iterations(3) |
| 1419 | .TestNHWCxQS8(); |
| 1420 | } |
| 1421 | |
| 1422 | TEST(CONVOLUTION_NHWC_QS8, 3x3_with_output_stride) { |
| 1423 | ConvolutionOperatorTester() |
| 1424 | .input_size(13, 12) |
| 1425 | .padding(1) |
| 1426 | .kernel_size(3, 3) |
| 1427 | .output_channel_stride(23) |
| 1428 | .group_input_channels(15) |
| 1429 | .group_output_channels(17) |
| 1430 | .iterations(3) |
| 1431 | .TestNHWCxQS8(); |
| 1432 | } |
| 1433 | |
| 1434 | TEST(CONVOLUTION_NHWC_QS8, 3x3_without_bias) { |
| 1435 | ConvolutionOperatorTester() |
| 1436 | .has_bias(false) |
| 1437 | .input_size(10, 9) |
| 1438 | .padding(1) |
| 1439 | .kernel_size(3, 3) |
| 1440 | .group_input_channels(15) |
| 1441 | .group_output_channels(17) |
| 1442 | .iterations(3) |
| 1443 | .TestNHWCxQS8(); |
| 1444 | } |
| 1445 | |
| 1446 | TEST(CONVOLUTION_NHWC_QS8, 3x3_with_batch) { |
| 1447 | ConvolutionOperatorTester() |
| 1448 | .batch_size(3) |
| 1449 | .input_size(10, 9) |
| 1450 | .padding(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, grouped_3x3) { |
| 1459 | ConvolutionOperatorTester() |
| 1460 | .input_size(10, 11) |
| 1461 | .padding(1) |
| 1462 | .kernel_size(3, 3) |
| 1463 | .groups(2) |
| 1464 | .group_input_channels(14) |
| 1465 | .group_output_channels(13) |
| 1466 | .iterations(3) |
| 1467 | .TestNHWCxQS8(); |
| 1468 | } |
| 1469 | |
| 1470 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_without_padding) { |
| 1471 | ConvolutionOperatorTester() |
| 1472 | .input_size(13, 12) |
| 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, grouped_3x3_with_left_padding) { |
| 1481 | ConvolutionOperatorTester() |
| 1482 | .input_size(10, 11) |
| 1483 | .padding_left(1) |
| 1484 | .kernel_size(3, 3) |
| 1485 | .groups(2) |
| 1486 | .group_input_channels(14) |
| 1487 | .group_output_channels(13) |
| 1488 | .iterations(3) |
| 1489 | .TestNHWCxQS8(); |
| 1490 | } |
| 1491 | |
| 1492 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_with_right_padding) { |
| 1493 | ConvolutionOperatorTester() |
| 1494 | .input_size(10, 11) |
| 1495 | .padding_right(1) |
| 1496 | .kernel_size(3, 3) |
| 1497 | .groups(2) |
| 1498 | .group_input_channels(14) |
| 1499 | .group_output_channels(13) |
| 1500 | .iterations(3) |
| 1501 | .TestNHWCxQS8(); |
| 1502 | } |
| 1503 | |
| 1504 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_with_top_padding) { |
| 1505 | ConvolutionOperatorTester() |
| 1506 | .input_size(10, 11) |
| 1507 | .padding_top(1) |
| 1508 | .kernel_size(3, 3) |
| 1509 | .groups(2) |
| 1510 | .group_input_channels(14) |
| 1511 | .group_output_channels(13) |
| 1512 | .iterations(3) |
| 1513 | .TestNHWCxQS8(); |
| 1514 | } |
| 1515 | |
| 1516 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_with_bottom_padding) { |
| 1517 | ConvolutionOperatorTester() |
| 1518 | .input_size(10, 11) |
| 1519 | .padding_bottom(1) |
| 1520 | .kernel_size(3, 3) |
| 1521 | .groups(2) |
| 1522 | .group_input_channels(14) |
| 1523 | .group_output_channels(13) |
| 1524 | .iterations(3) |
| 1525 | .TestNHWCxQS8(); |
| 1526 | } |
| 1527 | |
| 1528 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_with_input_stride) { |
| 1529 | ConvolutionOperatorTester() |
| 1530 | .input_size(10, 11) |
| 1531 | .padding(1) |
| 1532 | .kernel_size(3, 3) |
| 1533 | .groups(2) |
| 1534 | .input_channel_stride(29) |
| 1535 | .group_input_channels(14) |
| 1536 | .group_output_channels(13) |
| 1537 | .iterations(3) |
| 1538 | .TestNHWCxQS8(); |
| 1539 | } |
| 1540 | |
| 1541 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_with_output_stride) { |
| 1542 | ConvolutionOperatorTester() |
| 1543 | .input_size(10, 11) |
| 1544 | .padding(1) |
| 1545 | .kernel_size(3, 3) |
| 1546 | .groups(2) |
| 1547 | .output_channel_stride(31) |
| 1548 | .group_input_channels(14) |
| 1549 | .group_output_channels(13) |
| 1550 | .iterations(3) |
| 1551 | .TestNHWCxQS8(); |
| 1552 | } |
| 1553 | |
| 1554 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_without_bias) { |
| 1555 | ConvolutionOperatorTester() |
| 1556 | .has_bias(false) |
| 1557 | .input_size(10, 11) |
| 1558 | .padding(1) |
| 1559 | .kernel_size(3, 3) |
| 1560 | .groups(2) |
| 1561 | .group_input_channels(14) |
| 1562 | .group_output_channels(13) |
| 1563 | .iterations(3) |
| 1564 | .TestNHWCxQS8(); |
| 1565 | } |
| 1566 | |
| 1567 | TEST(CONVOLUTION_NHWC_QS8, grouped_3x3_with_batch) { |
| 1568 | ConvolutionOperatorTester() |
| 1569 | .batch_size(3) |
| 1570 | .input_size(10, 11) |
| 1571 | .padding(1) |
| 1572 | .kernel_size(3, 3) |
| 1573 | .groups(2) |
| 1574 | .group_input_channels(14) |
| 1575 | .group_output_channels(13) |
| 1576 | .iterations(3) |
| 1577 | .TestNHWCxQS8(); |
| 1578 | } |
| 1579 | |
| 1580 | TEST(CONVOLUTION_NHWC_QS8, 3x3s2) { |
| 1581 | ConvolutionOperatorTester() |
| 1582 | .input_size(14, 13) |
| 1583 | .padding(1) |
| 1584 | .kernel_size(3, 3) |
| 1585 | .subsampling(2) |
| 1586 | .group_input_channels(27) |
| 1587 | .group_output_channels(19) |
| 1588 | .iterations(3) |
| 1589 | .TestNHWCxQS8(); |
| 1590 | } |
| 1591 | |
| 1592 | TEST(CONVOLUTION_NHWC_QS8, 3x3s2_with_tf_same_padding) { |
| 1593 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 1594 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 1595 | ConvolutionOperatorTester() |
| 1596 | .input_size(input_height, input_width) |
| 1597 | .padding_tf_same(true) |
| 1598 | .kernel_size(3, 3) |
| 1599 | .subsampling(2) |
| 1600 | .group_input_channels(27) |
| 1601 | .group_output_channels(19) |
| 1602 | .iterations(3) |
| 1603 | .TestNHWCxQS8(); |
| 1604 | } |
| 1605 | } |
| 1606 | } |
| 1607 | |
| 1608 | TEST(CONVOLUTION_NHWC_QS8, 3x3s1x2) { |
| 1609 | ConvolutionOperatorTester() |
| 1610 | .input_size(14, 13) |
| 1611 | .padding(1) |
| 1612 | .kernel_size(3, 3) |
| 1613 | .subsampling(1, 2) |
| 1614 | .group_input_channels(27) |
| 1615 | .group_output_channels(19) |
| 1616 | .iterations(3) |
| 1617 | .TestNHWCxQS8(); |
| 1618 | } |
| 1619 | |
| 1620 | TEST(CONVOLUTION_NHWC_QS8, 3x3s1x2_with_tf_same_padding) { |
| 1621 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 1622 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 1623 | ConvolutionOperatorTester() |
| 1624 | .input_size(input_height, input_width) |
| 1625 | .padding_tf_same(true) |
| 1626 | .kernel_size(3, 3) |
| 1627 | .subsampling(1, 2) |
| 1628 | .group_input_channels(27) |
| 1629 | .group_output_channels(19) |
| 1630 | .iterations(3) |
| 1631 | .TestNHWCxQS8(); |
| 1632 | } |
| 1633 | } |
| 1634 | } |
| 1635 | |
| 1636 | TEST(CONVOLUTION_NHWC_QS8, 3x3s2x1) { |
| 1637 | ConvolutionOperatorTester() |
| 1638 | .input_size(14, 13) |
| 1639 | .padding(1) |
| 1640 | .kernel_size(3, 3) |
| 1641 | .subsampling(2, 1) |
| 1642 | .group_input_channels(27) |
| 1643 | .group_output_channels(19) |
| 1644 | .iterations(3) |
| 1645 | .TestNHWCxQS8(); |
| 1646 | } |
| 1647 | |
| 1648 | TEST(CONVOLUTION_NHWC_QS8, 3x3s2x1_with_tf_same_padding) { |
| 1649 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 1650 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 1651 | ConvolutionOperatorTester() |
| 1652 | .input_size(input_height, input_width) |
| 1653 | .padding_tf_same(true) |
| 1654 | .kernel_size(3, 3) |
| 1655 | .subsampling(2, 1) |
| 1656 | .group_input_channels(27) |
| 1657 | .group_output_channels(19) |
| 1658 | .iterations(3) |
| 1659 | .TestNHWCxQS8(); |
| 1660 | } |
| 1661 | } |
| 1662 | } |
| 1663 | |
| 1664 | TEST(CONVOLUTION_NHWC_QS8, 3x3d2) { |
| 1665 | ConvolutionOperatorTester() |
| 1666 | .input_size(14, 13) |
| 1667 | .padding(2) |
| 1668 | .kernel_size(3, 3) |
| 1669 | .dilation(2) |
| 1670 | .group_input_channels(27) |
| 1671 | .group_output_channels(19) |
| 1672 | .iterations(3) |
| 1673 | .TestNHWCxQS8(); |
| 1674 | } |
| 1675 | |
| 1676 | TEST(CONVOLUTION_NHWC_QS8, 3x3d1x2) { |
| 1677 | ConvolutionOperatorTester() |
| 1678 | .input_size(14, 13) |
| 1679 | .padding(1, 2) |
| 1680 | .kernel_size(3, 3) |
| 1681 | .dilation(1, 2) |
| 1682 | .group_input_channels(27) |
| 1683 | .group_output_channels(19) |
| 1684 | .iterations(3) |
| 1685 | .TestNHWCxQS8(); |
| 1686 | } |
| 1687 | |
| 1688 | TEST(CONVOLUTION_NHWC_QS8, 3x3d2x1) { |
| 1689 | ConvolutionOperatorTester() |
| 1690 | .input_size(14, 13) |
| 1691 | .padding(2, 1) |
| 1692 | .kernel_size(3, 3) |
| 1693 | .dilation(2, 1) |
| 1694 | .group_input_channels(27) |
| 1695 | .group_output_channels(19) |
| 1696 | .iterations(3) |
| 1697 | .TestNHWCxQS8(); |
| 1698 | } |
| 1699 | |
| 1700 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3) { |
| 1701 | ConvolutionOperatorTester() |
| 1702 | .input_size(15, 14) |
| 1703 | .padding(1, 1) |
| 1704 | .kernel_size(3, 3) |
| 1705 | .groups(27) |
| 1706 | .iterations(3) |
| 1707 | .TestNHWCxQS8(); |
| 1708 | } |
| 1709 | |
| 1710 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3_without_bias) { |
| 1711 | ConvolutionOperatorTester() |
| 1712 | .has_bias(false) |
| 1713 | .input_size(15, 14) |
| 1714 | .padding(1, 1) |
| 1715 | .kernel_size(3, 3) |
| 1716 | .groups(27) |
| 1717 | .iterations(3) |
| 1718 | .TestNHWCxQS8(); |
| 1719 | } |
| 1720 | |
| 1721 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3s2) { |
| 1722 | ConvolutionOperatorTester() |
| 1723 | .input_size(15, 14) |
| 1724 | .padding(1, 1) |
| 1725 | .kernel_size(3, 3) |
| 1726 | .subsampling(2) |
| 1727 | .groups(27) |
| 1728 | .iterations(3) |
| 1729 | .TestNHWCxQS8(); |
| 1730 | } |
| 1731 | |
| 1732 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3s2_with_tf_same_padding) { |
| 1733 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 1734 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 1735 | ConvolutionOperatorTester() |
| 1736 | .input_size(input_height, input_width) |
| 1737 | .padding_tf_same(true) |
| 1738 | .kernel_size(3, 3) |
| 1739 | .subsampling(2) |
| 1740 | .groups(27) |
| 1741 | .iterations(3) |
| 1742 | .TestNHWCxQS8(); |
| 1743 | } |
| 1744 | } |
| 1745 | } |
| 1746 | |
| 1747 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3s1x2) { |
| 1748 | ConvolutionOperatorTester() |
| 1749 | .input_size(15, 14) |
| 1750 | .padding(1, 1) |
| 1751 | .kernel_size(3, 3) |
| 1752 | .subsampling(1, 2) |
| 1753 | .groups(27) |
| 1754 | .iterations(3) |
| 1755 | .TestNHWCxQS8(); |
| 1756 | } |
| 1757 | |
| 1758 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3s1x2_with_tf_same_padding) { |
| 1759 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 1760 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 1761 | ConvolutionOperatorTester() |
| 1762 | .input_size(input_height, input_width) |
| 1763 | .padding_tf_same(true) |
| 1764 | .kernel_size(3, 3) |
| 1765 | .subsampling(1, 2) |
| 1766 | .groups(27) |
| 1767 | .iterations(3) |
| 1768 | .TestNHWCxQS8(); |
| 1769 | } |
| 1770 | } |
| 1771 | } |
| 1772 | |
| 1773 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3s2x1) { |
| 1774 | ConvolutionOperatorTester() |
| 1775 | .input_size(15, 14) |
| 1776 | .padding(1, 1) |
| 1777 | .kernel_size(3, 3) |
| 1778 | .subsampling(2, 1) |
| 1779 | .groups(27) |
| 1780 | .iterations(3) |
| 1781 | .TestNHWCxQS8(); |
| 1782 | } |
| 1783 | |
| 1784 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3s2x1_with_tf_same_padding) { |
| 1785 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 1786 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 1787 | ConvolutionOperatorTester() |
| 1788 | .input_size(input_height, input_width) |
| 1789 | .padding_tf_same(true) |
| 1790 | .kernel_size(3, 3) |
| 1791 | .subsampling(2, 1) |
| 1792 | .groups(27) |
| 1793 | .iterations(3) |
| 1794 | .TestNHWCxQS8(); |
| 1795 | } |
| 1796 | } |
| 1797 | } |
| 1798 | |
| 1799 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3d2) { |
| 1800 | ConvolutionOperatorTester() |
| 1801 | .input_size(15, 14) |
| 1802 | .padding(1, 1) |
| 1803 | .kernel_size(3, 3) |
| 1804 | .dilation(2) |
| 1805 | .groups(27) |
| 1806 | .iterations(3) |
| 1807 | .TestNHWCxQS8(); |
| 1808 | } |
| 1809 | |
| 1810 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3d1x2) { |
| 1811 | ConvolutionOperatorTester() |
| 1812 | .input_size(15, 14) |
| 1813 | .padding(1, 1) |
| 1814 | .kernel_size(3, 3) |
| 1815 | .dilation(1, 2) |
| 1816 | .groups(27) |
| 1817 | .iterations(3) |
| 1818 | .TestNHWCxQS8(); |
| 1819 | } |
| 1820 | |
| 1821 | TEST(CONVOLUTION_NHWC_QS8, depthwise_3x3d2x1) { |
| 1822 | ConvolutionOperatorTester() |
| 1823 | .input_size(15, 14) |
| 1824 | .padding(1, 1) |
| 1825 | .kernel_size(3, 3) |
| 1826 | .dilation(2, 1) |
| 1827 | .groups(27) |
| 1828 | .iterations(3) |
| 1829 | .TestNHWCxQS8(); |
| 1830 | } |
| 1831 | |
| 1832 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 1x1) { |
| 1833 | ConvolutionOperatorTester() |
| 1834 | .depthwise_layout(true) |
| 1835 | .input_size(15, 14) |
| 1836 | .kernel_size(1, 1) |
| 1837 | .groups(24) |
| 1838 | .iterations(3) |
| 1839 | .TestNHWCxQS8(); |
| 1840 | } |
| 1841 | |
| 1842 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 1x1_with_depth_multiplier) { |
| 1843 | ConvolutionOperatorTester() |
| 1844 | .depthwise_layout(true) |
| 1845 | .input_size(15, 14) |
| 1846 | .kernel_size(1, 1) |
| 1847 | .groups(24) |
| 1848 | .group_output_channels(3) |
| 1849 | .iterations(3) |
| 1850 | .TestNHWCxQS8(); |
| 1851 | } |
| 1852 | |
| 1853 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 1x1_without_bias) { |
| 1854 | ConvolutionOperatorTester() |
| 1855 | .depthwise_layout(true) |
| 1856 | .has_bias(false) |
| 1857 | .input_size(15, 14) |
| 1858 | .kernel_size(1, 1) |
| 1859 | .groups(24) |
| 1860 | .iterations(3) |
| 1861 | .TestNHWCxQS8(); |
| 1862 | } |
| 1863 | |
| 1864 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 3x3) { |
| 1865 | ConvolutionOperatorTester() |
| 1866 | .depthwise_layout(true) |
| 1867 | .input_size(15, 14) |
| 1868 | .padding(1, 1) |
| 1869 | .kernel_size(3, 3) |
| 1870 | .groups(24) |
| 1871 | .iterations(3) |
| 1872 | .TestNHWCxQS8(); |
| 1873 | } |
| 1874 | |
| 1875 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 3x3_with_depth_multiplier) { |
| 1876 | ConvolutionOperatorTester() |
| 1877 | .depthwise_layout(true) |
| 1878 | .input_size(15, 14) |
| 1879 | .padding(1, 1) |
| 1880 | .kernel_size(3, 3) |
| 1881 | .groups(24) |
| 1882 | .group_output_channels(3) |
| 1883 | .iterations(3) |
| 1884 | .TestNHWCxQS8(); |
| 1885 | } |
| 1886 | |
| 1887 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 3x3_without_bias) { |
| 1888 | ConvolutionOperatorTester() |
| 1889 | .depthwise_layout(true) |
| 1890 | .has_bias(false) |
| 1891 | .input_size(15, 14) |
| 1892 | .padding(1, 1) |
| 1893 | .kernel_size(3, 3) |
| 1894 | .groups(24) |
| 1895 | .iterations(3) |
| 1896 | .TestNHWCxQS8(); |
| 1897 | } |
| 1898 | |
| 1899 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 3x3s2_with_tf_same_padding) { |
| 1900 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 1901 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 1902 | ConvolutionOperatorTester() |
| 1903 | .depthwise_layout(true) |
| 1904 | .input_size(input_height, input_width) |
| 1905 | .padding_tf_same(true) |
| 1906 | .kernel_size(3, 3) |
| 1907 | .groups(24) |
| 1908 | .iterations(3) |
| 1909 | .TestNHWCxQS8(); |
| 1910 | } |
| 1911 | } |
| 1912 | } |
| 1913 | |
| 1914 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 5x5) { |
| 1915 | ConvolutionOperatorTester() |
| 1916 | .depthwise_layout(true) |
| 1917 | .input_size(15, 14) |
| 1918 | .padding(2, 2) |
| 1919 | .kernel_size(5, 5) |
| 1920 | .groups(24) |
| 1921 | .iterations(3) |
| 1922 | .TestNHWCxQS8(); |
| 1923 | } |
| 1924 | |
| 1925 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QS8, 5x5_without_bias) { |
| 1926 | ConvolutionOperatorTester() |
| 1927 | .depthwise_layout(true) |
| 1928 | .has_bias(false) |
| 1929 | .input_size(15, 14) |
| 1930 | .padding(2, 2) |
| 1931 | .kernel_size(5, 5) |
| 1932 | .groups(24) |
| 1933 | .iterations(3) |
| 1934 | .TestNHWCxQS8(); |
| 1935 | } |
| 1936 | |
| 1937 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_input_buffer) { |
| 1938 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1939 | ConvolutionOperatorTester() |
| 1940 | .batch_size(3) |
| 1941 | .input_height(8) |
| 1942 | .input_width(8) |
| 1943 | .kernel_height(5) |
| 1944 | .kernel_width(3) |
| 1945 | .group_input_channels(15) |
| 1946 | .group_output_channels(17) |
| 1947 | .TestSetupNHWCxQS8(); |
| 1948 | } |
| 1949 | |
| 1950 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_input_buffer_grouped) { |
| 1951 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1952 | ConvolutionOperatorTester() |
| 1953 | .batch_size(3) |
| 1954 | .input_height(8) |
| 1955 | .input_width(8) |
| 1956 | .kernel_height(5) |
| 1957 | .kernel_width(3) |
| 1958 | .groups(2) |
| 1959 | .group_input_channels(15) |
| 1960 | .group_output_channels(17) |
| 1961 | .TestSetupNHWCxQS8(); |
| 1962 | } |
| 1963 | |
| 1964 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_input_buffer_depthwise) { |
| 1965 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1966 | ConvolutionOperatorTester() |
| 1967 | .batch_size(3) |
| 1968 | .input_height(8) |
| 1969 | .input_width(8) |
| 1970 | .kernel_height(3) |
| 1971 | .kernel_width(3) |
| 1972 | .groups(19) |
| 1973 | .group_input_channels(1) |
| 1974 | .group_output_channels(1) |
| 1975 | .TestSetupNHWCxQS8(); |
| 1976 | } |
| 1977 | |
| 1978 | TEST(CONVOLUTION_NHWC_QS8, setup_increasing_batch) { |
| 1979 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1980 | ConvolutionOperatorTester() |
| 1981 | .batch_size(3) |
| 1982 | .next_batch_size(5) |
| 1983 | .input_height(8) |
| 1984 | .input_width(8) |
| 1985 | .kernel_height(5) |
| 1986 | .kernel_width(3) |
| 1987 | .group_input_channels(15) |
| 1988 | .group_output_channels(17) |
| 1989 | .TestSetupNHWCxQS8(); |
| 1990 | } |
| 1991 | |
| 1992 | TEST(CONVOLUTION_NHWC_QS8, setup_increasing_batch_grouped) { |
| 1993 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 1994 | ConvolutionOperatorTester() |
| 1995 | .batch_size(3) |
| 1996 | .next_batch_size(5) |
| 1997 | .input_height(8) |
| 1998 | .input_width(8) |
| 1999 | .kernel_height(5) |
| 2000 | .kernel_width(3) |
| 2001 | .groups(2) |
| 2002 | .group_input_channels(15) |
| 2003 | .group_output_channels(17) |
| 2004 | .TestSetupNHWCxQS8(); |
| 2005 | } |
| 2006 | |
| 2007 | TEST(CONVOLUTION_NHWC_QS8, setup_increasing_batch_depthwise) { |
| 2008 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2009 | ConvolutionOperatorTester() |
| 2010 | .batch_size(3) |
| 2011 | .next_batch_size(5) |
| 2012 | .input_height(8) |
| 2013 | .input_width(8) |
| 2014 | .kernel_height(3) |
| 2015 | .kernel_width(3) |
| 2016 | .groups(19) |
| 2017 | .group_input_channels(1) |
| 2018 | .group_output_channels(1) |
| 2019 | .TestSetupNHWCxQS8(); |
| 2020 | } |
| 2021 | |
| 2022 | TEST(CONVOLUTION_NHWC_QS8, setup_decreasing_batch) { |
| 2023 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2024 | ConvolutionOperatorTester() |
| 2025 | .batch_size(5) |
| 2026 | .next_batch_size(3) |
| 2027 | .input_height(8) |
| 2028 | .input_width(8) |
| 2029 | .kernel_height(5) |
| 2030 | .kernel_width(3) |
| 2031 | .group_input_channels(15) |
| 2032 | .group_output_channels(17) |
| 2033 | .TestSetupNHWCxQS8(); |
| 2034 | } |
| 2035 | |
| 2036 | TEST(CONVOLUTION_NHWC_QS8, setup_decreasing_batch_grouped) { |
| 2037 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2038 | ConvolutionOperatorTester() |
| 2039 | .batch_size(5) |
| 2040 | .next_batch_size(3) |
| 2041 | .input_height(8) |
| 2042 | .input_width(8) |
| 2043 | .kernel_height(5) |
| 2044 | .kernel_width(3) |
| 2045 | .groups(2) |
| 2046 | .group_input_channels(15) |
| 2047 | .group_output_channels(17) |
| 2048 | .TestSetupNHWCxQS8(); |
| 2049 | } |
| 2050 | |
| 2051 | TEST(CONVOLUTION_NHWC_QS8, setup_decreasing_batch_depthwise) { |
| 2052 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2053 | ConvolutionOperatorTester() |
| 2054 | .batch_size(5) |
| 2055 | .next_batch_size(3) |
| 2056 | .input_height(8) |
| 2057 | .input_width(8) |
| 2058 | .kernel_height(3) |
| 2059 | .kernel_width(3) |
| 2060 | .groups(19) |
| 2061 | .group_input_channels(1) |
| 2062 | .group_output_channels(1) |
| 2063 | .TestSetupNHWCxQS8(); |
| 2064 | } |
| 2065 | |
| 2066 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_height) { |
| 2067 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2068 | ConvolutionOperatorTester() |
| 2069 | .batch_size(3) |
| 2070 | .input_height(8) |
| 2071 | .input_width(8) |
| 2072 | .next_input_height(9) |
| 2073 | .kernel_height(5) |
| 2074 | .kernel_width(3) |
| 2075 | .group_input_channels(15) |
| 2076 | .group_output_channels(17) |
| 2077 | .TestSetupNHWCxQS8(); |
| 2078 | ConvolutionOperatorTester() |
| 2079 | .batch_size(3) |
| 2080 | .input_height(8) |
| 2081 | .input_width(8) |
| 2082 | .next_input_height(7) |
| 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_height_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 | .next_input_height(9) |
| 2097 | .kernel_height(5) |
| 2098 | .kernel_width(3) |
| 2099 | .groups(2) |
| 2100 | .group_input_channels(15) |
| 2101 | .group_output_channels(17) |
| 2102 | .TestSetupNHWCxQS8(); |
| 2103 | ConvolutionOperatorTester() |
| 2104 | .batch_size(3) |
| 2105 | .input_height(8) |
| 2106 | .input_width(8) |
| 2107 | .next_input_height(7) |
| 2108 | .kernel_height(5) |
| 2109 | .kernel_width(3) |
| 2110 | .groups(2) |
| 2111 | .group_input_channels(15) |
| 2112 | .group_output_channels(17) |
| 2113 | .TestSetupNHWCxQS8(); |
| 2114 | } |
| 2115 | |
| 2116 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_height_depthwise) { |
| 2117 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2118 | ConvolutionOperatorTester() |
| 2119 | .batch_size(3) |
| 2120 | .input_height(8) |
| 2121 | .input_width(8) |
| 2122 | .next_input_height(9) |
| 2123 | .kernel_height(3) |
| 2124 | .kernel_width(3) |
| 2125 | .groups(19) |
| 2126 | .group_input_channels(1) |
| 2127 | .group_output_channels(1) |
| 2128 | .TestSetupNHWCxQS8(); |
| 2129 | ConvolutionOperatorTester() |
| 2130 | .batch_size(3) |
| 2131 | .input_height(8) |
| 2132 | .input_width(8) |
| 2133 | .next_input_height(7) |
| 2134 | .kernel_height(3) |
| 2135 | .kernel_width(3) |
| 2136 | .groups(19) |
| 2137 | .group_input_channels(1) |
| 2138 | .group_output_channels(1) |
| 2139 | .TestSetupNHWCxQS8(); |
| 2140 | } |
| 2141 | |
| 2142 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_width) { |
| 2143 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2144 | ConvolutionOperatorTester() |
| 2145 | .batch_size(3) |
| 2146 | .input_height(8) |
| 2147 | .input_width(8) |
| 2148 | .next_input_width(9) |
| 2149 | .kernel_height(5) |
| 2150 | .kernel_width(3) |
| 2151 | .group_input_channels(15) |
| 2152 | .group_output_channels(17) |
| 2153 | .TestSetupNHWCxQS8(); |
| 2154 | ConvolutionOperatorTester() |
| 2155 | .batch_size(3) |
| 2156 | .input_height(8) |
| 2157 | .input_width(8) |
| 2158 | .next_input_width(7) |
| 2159 | .kernel_height(5) |
| 2160 | .kernel_width(3) |
| 2161 | .group_input_channels(15) |
| 2162 | .group_output_channels(17) |
| 2163 | .TestSetupNHWCxQS8(); |
| 2164 | } |
| 2165 | |
| 2166 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_width_grouped) { |
| 2167 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2168 | ConvolutionOperatorTester() |
| 2169 | .batch_size(3) |
| 2170 | .input_height(8) |
| 2171 | .input_width(8) |
| 2172 | .next_input_width(9) |
| 2173 | .kernel_height(5) |
| 2174 | .kernel_width(3) |
| 2175 | .groups(2) |
| 2176 | .group_input_channels(15) |
| 2177 | .group_output_channels(17) |
| 2178 | .TestSetupNHWCxQS8(); |
| 2179 | ConvolutionOperatorTester() |
| 2180 | .batch_size(3) |
| 2181 | .input_height(8) |
| 2182 | .input_width(8) |
| 2183 | .next_input_width(7) |
| 2184 | .kernel_height(5) |
| 2185 | .kernel_width(3) |
| 2186 | .groups(2) |
| 2187 | .group_input_channels(15) |
| 2188 | .group_output_channels(17) |
| 2189 | .TestSetupNHWCxQS8(); |
| 2190 | } |
| 2191 | |
| 2192 | TEST(CONVOLUTION_NHWC_QS8, setup_changing_width_depthwise) { |
| 2193 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2194 | ConvolutionOperatorTester() |
| 2195 | .batch_size(3) |
| 2196 | .input_height(8) |
| 2197 | .input_width(8) |
| 2198 | .next_input_width(9) |
| 2199 | .kernel_height(3) |
| 2200 | .kernel_width(3) |
| 2201 | .groups(19) |
| 2202 | .group_input_channels(1) |
| 2203 | .group_output_channels(1) |
| 2204 | .TestSetupNHWCxQS8(); |
| 2205 | ConvolutionOperatorTester() |
| 2206 | .batch_size(3) |
| 2207 | .input_height(8) |
| 2208 | .input_width(8) |
| 2209 | .next_input_width(7) |
| 2210 | .kernel_height(3) |
| 2211 | .kernel_width(3) |
| 2212 | .groups(19) |
| 2213 | .group_input_channels(1) |
| 2214 | .group_output_channels(1) |
| 2215 | .TestSetupNHWCxQS8(); |
| 2216 | } |
| 2217 | |
| 2218 | TEST(CONVOLUTION_NHWC_QS8, setup_swap_height_and_width) { |
| 2219 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2220 | ConvolutionOperatorTester() |
| 2221 | .batch_size(3) |
| 2222 | .input_height(9) |
| 2223 | .input_width(8) |
| 2224 | .next_input_height(8) |
| 2225 | .next_input_width(9) |
| 2226 | .kernel_height(5) |
| 2227 | .kernel_width(3) |
| 2228 | .group_input_channels(15) |
| 2229 | .group_output_channels(17) |
| 2230 | .TestSetupNHWCxQS8(); |
| 2231 | } |
| 2232 | |
| 2233 | TEST(CONVOLUTION_NHWC_QS8, setup_swap_height_and_width_grouped) { |
| 2234 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2235 | ConvolutionOperatorTester() |
| 2236 | .batch_size(3) |
| 2237 | .input_height(9) |
| 2238 | .input_width(8) |
| 2239 | .next_input_height(8) |
| 2240 | .next_input_width(9) |
| 2241 | .kernel_height(5) |
| 2242 | .kernel_width(3) |
| 2243 | .groups(2) |
| 2244 | .group_input_channels(15) |
| 2245 | .group_output_channels(17) |
| 2246 | .TestSetupNHWCxQS8(); |
| 2247 | } |
| 2248 | |
| 2249 | TEST(CONVOLUTION_NHWC_QS8, setup_swap_height_and_width_depthwise) { |
| 2250 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 2251 | ConvolutionOperatorTester() |
| 2252 | .batch_size(3) |
| 2253 | .input_height(9) |
| 2254 | .input_width(8) |
| 2255 | .next_input_height(8) |
| 2256 | .next_input_width(9) |
| 2257 | .kernel_height(3) |
| 2258 | .kernel_width(3) |
| 2259 | .groups(19) |
| 2260 | .group_input_channels(1) |
| 2261 | .group_output_channels(1) |
| 2262 | .TestSetupNHWCxQS8(); |
| 2263 | } |
| 2264 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2265 | TEST(CONVOLUTION_NHWC_QU8, 1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2266 | ConvolutionOperatorTester() |
| 2267 | .input_size(27, 29) |
| 2268 | .kernel_size(1, 1) |
| 2269 | .group_input_channels(23) |
| 2270 | .group_output_channels(19) |
| 2271 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2272 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2273 | } |
| 2274 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2275 | TEST(CONVOLUTION_NHWC_QU8, 1x1_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2276 | ConvolutionOperatorTester() |
| 2277 | .input_size(27, 29) |
| 2278 | .kernel_size(1, 1) |
| 2279 | .group_input_channels(23) |
| 2280 | .group_output_channels(19) |
| 2281 | .qmin(128) |
| 2282 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2283 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2284 | } |
| 2285 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2286 | TEST(CONVOLUTION_NHWC_QU8, 1x1_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2287 | ConvolutionOperatorTester() |
| 2288 | .input_size(27, 29) |
| 2289 | .kernel_size(1, 1) |
| 2290 | .group_input_channels(23) |
| 2291 | .group_output_channels(19) |
| 2292 | .qmax(128) |
| 2293 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2294 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2295 | } |
| 2296 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2297 | TEST(CONVOLUTION_NHWC_QU8, 1x1_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2298 | ConvolutionOperatorTester() |
| 2299 | .input_size(27, 29) |
| 2300 | .kernel_size(1, 1) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2301 | .input_channel_stride(28) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2302 | .group_input_channels(23) |
| 2303 | .group_output_channels(19) |
| 2304 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2305 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2306 | } |
| 2307 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2308 | TEST(CONVOLUTION_NHWC_QU8, 1x1_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2309 | ConvolutionOperatorTester() |
| 2310 | .input_size(27, 29) |
| 2311 | .kernel_size(1, 1) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2312 | .output_channel_stride(29) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2313 | .group_input_channels(23) |
| 2314 | .group_output_channels(19) |
| 2315 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2316 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2317 | } |
| 2318 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2319 | TEST(CONVOLUTION_NHWC_QU8, 1x1_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2320 | ConvolutionOperatorTester() |
| 2321 | .has_bias(false) |
| 2322 | .input_size(13, 14) |
| 2323 | .kernel_size(1, 1) |
| 2324 | .group_input_channels(23) |
| 2325 | .group_output_channels(19) |
| 2326 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2327 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2328 | } |
| 2329 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2330 | TEST(CONVOLUTION_NHWC_QU8, 1x1_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2331 | ConvolutionOperatorTester() |
| 2332 | .batch_size(3) |
| 2333 | .input_size(13, 14) |
| 2334 | .kernel_size(1, 1) |
| 2335 | .group_input_channels(23) |
| 2336 | .group_output_channels(19) |
| 2337 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2338 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2339 | } |
| 2340 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2341 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2342 | ConvolutionOperatorTester() |
| 2343 | .input_size(24, 25) |
| 2344 | .kernel_size(1, 1) |
| 2345 | .groups(2) |
| 2346 | .group_input_channels(17) |
| 2347 | .group_output_channels(19) |
| 2348 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2349 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2350 | } |
| 2351 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2352 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x1_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2353 | ConvolutionOperatorTester() |
| 2354 | .input_size(24, 25) |
| 2355 | .kernel_size(1, 1) |
| 2356 | .groups(2) |
| 2357 | .group_input_channels(17) |
| 2358 | .group_output_channels(19) |
| 2359 | .qmin(128) |
| 2360 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2361 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2362 | } |
| 2363 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2364 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x1_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2365 | ConvolutionOperatorTester() |
| 2366 | .input_size(24, 25) |
| 2367 | .kernel_size(1, 1) |
| 2368 | .groups(2) |
| 2369 | .group_input_channels(17) |
| 2370 | .group_output_channels(19) |
| 2371 | .qmax(128) |
| 2372 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2373 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2374 | } |
| 2375 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2376 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x1_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2377 | ConvolutionOperatorTester() |
| 2378 | .input_size(24, 25) |
| 2379 | .kernel_size(1, 1) |
| 2380 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2381 | .input_channel_stride(37) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2382 | .group_input_channels(17) |
| 2383 | .group_output_channels(19) |
| 2384 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2385 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2386 | } |
| 2387 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2388 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x1_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2389 | ConvolutionOperatorTester() |
| 2390 | .input_size(24, 25) |
| 2391 | .kernel_size(1, 1) |
| 2392 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2393 | .output_channel_stride(41) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2394 | .group_input_channels(17) |
| 2395 | .group_output_channels(19) |
| 2396 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2397 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2398 | } |
| 2399 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2400 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x1_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2401 | ConvolutionOperatorTester() |
| 2402 | .has_bias(false) |
| 2403 | .input_size(24, 25) |
| 2404 | .kernel_size(1, 1) |
| 2405 | .groups(2) |
| 2406 | .group_input_channels(17) |
| 2407 | .group_output_channels(19) |
| 2408 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2409 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2410 | } |
| 2411 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2412 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x1_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2413 | ConvolutionOperatorTester() |
| 2414 | .batch_size(3) |
| 2415 | .input_size(24, 25) |
| 2416 | .kernel_size(1, 1) |
| 2417 | .groups(2) |
| 2418 | .group_input_channels(17) |
| 2419 | .group_output_channels(19) |
| 2420 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2421 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2422 | } |
| 2423 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2424 | TEST(CONVOLUTION_NHWC_QU8, 1x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2425 | ConvolutionOperatorTester() |
| 2426 | .input_size(20, 19) |
| 2427 | .padding_width(1) |
| 2428 | .kernel_size(1, 3) |
| 2429 | .group_input_channels(17) |
| 2430 | .group_output_channels(15) |
| 2431 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2432 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2433 | } |
| 2434 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2435 | TEST(CONVOLUTION_NHWC_QU8, grouped_1x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2436 | ConvolutionOperatorTester() |
| 2437 | .input_size(20, 19) |
| 2438 | .padding_width(1) |
| 2439 | .kernel_size(1, 3) |
| 2440 | .groups(2) |
| 2441 | .group_input_channels(17) |
| 2442 | .group_output_channels(15) |
| 2443 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2444 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2445 | } |
| 2446 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2447 | TEST(CONVOLUTION_NHWC_QU8, 3x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2448 | ConvolutionOperatorTester() |
| 2449 | .input_size(19, 20) |
| 2450 | .padding_height(1) |
| 2451 | .kernel_size(3, 1) |
| 2452 | .group_input_channels(17) |
| 2453 | .group_output_channels(15) |
| 2454 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2455 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2456 | } |
| 2457 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2458 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2459 | ConvolutionOperatorTester() |
| 2460 | .input_size(19, 20) |
| 2461 | .padding_height(1) |
| 2462 | .kernel_size(3, 1) |
| 2463 | .groups(2) |
| 2464 | .group_input_channels(17) |
| 2465 | .group_output_channels(15) |
| 2466 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2467 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2468 | } |
| 2469 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2470 | TEST(CONVOLUTION_NHWC_QU8, 3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2471 | ConvolutionOperatorTester() |
| 2472 | .input_size(13, 12) |
| 2473 | .padding(1) |
| 2474 | .kernel_size(3, 3) |
| 2475 | .group_input_channels(15) |
| 2476 | .group_output_channels(17) |
| 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, 3x3_without_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2482 | ConvolutionOperatorTester() |
| 2483 | .input_size(13, 12) |
| 2484 | .kernel_size(3, 3) |
| 2485 | .group_input_channels(15) |
| 2486 | .group_output_channels(17) |
| 2487 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2488 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2489 | } |
| 2490 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2491 | TEST(CONVOLUTION_NHWC_QU8, 3x3_with_left_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2492 | ConvolutionOperatorTester() |
| 2493 | .input_size(13, 12) |
| 2494 | .padding_left(1) |
| 2495 | .kernel_size(3, 3) |
| 2496 | .group_input_channels(15) |
| 2497 | .group_output_channels(17) |
| 2498 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2499 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2500 | } |
| 2501 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2502 | TEST(CONVOLUTION_NHWC_QU8, 3x3_with_right_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2503 | ConvolutionOperatorTester() |
| 2504 | .input_size(13, 12) |
| 2505 | .padding_right(1) |
| 2506 | .kernel_size(3, 3) |
| 2507 | .group_input_channels(15) |
| 2508 | .group_output_channels(17) |
| 2509 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2510 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2511 | } |
| 2512 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2513 | TEST(CONVOLUTION_NHWC_QU8, 3x3_with_top_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2514 | ConvolutionOperatorTester() |
| 2515 | .input_size(13, 12) |
| 2516 | .padding_top(1) |
| 2517 | .kernel_size(3, 3) |
| 2518 | .group_input_channels(15) |
| 2519 | .group_output_channels(17) |
| 2520 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2521 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2522 | } |
| 2523 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2524 | TEST(CONVOLUTION_NHWC_QU8, 3x3_with_bottom_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2525 | ConvolutionOperatorTester() |
| 2526 | .input_size(13, 12) |
| 2527 | .padding_bottom(1) |
| 2528 | .kernel_size(3, 3) |
| 2529 | .group_input_channels(15) |
| 2530 | .group_output_channels(17) |
| 2531 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2532 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2533 | } |
| 2534 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2535 | TEST(CONVOLUTION_NHWC_QU8, 3x3_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2536 | ConvolutionOperatorTester() |
| 2537 | .input_size(13, 12) |
| 2538 | .padding(1) |
| 2539 | .kernel_size(3, 3) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2540 | .input_channel_stride(22) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2541 | .group_input_channels(15) |
| 2542 | .group_output_channels(17) |
| 2543 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2544 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2545 | } |
| 2546 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2547 | TEST(CONVOLUTION_NHWC_QU8, 3x3_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2548 | ConvolutionOperatorTester() |
| 2549 | .input_size(13, 12) |
| 2550 | .padding(1) |
| 2551 | .kernel_size(3, 3) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2552 | .output_channel_stride(23) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2553 | .group_input_channels(15) |
| 2554 | .group_output_channels(17) |
| 2555 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2556 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2557 | } |
| 2558 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2559 | TEST(CONVOLUTION_NHWC_QU8, 3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2560 | ConvolutionOperatorTester() |
| 2561 | .has_bias(false) |
| 2562 | .input_size(10, 9) |
| 2563 | .padding(1) |
| 2564 | .kernel_size(3, 3) |
| 2565 | .group_input_channels(15) |
| 2566 | .group_output_channels(17) |
| 2567 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2568 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2569 | } |
| 2570 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2571 | TEST(CONVOLUTION_NHWC_QU8, 3x3_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2572 | ConvolutionOperatorTester() |
| 2573 | .batch_size(3) |
| 2574 | .input_size(10, 9) |
| 2575 | .padding(1) |
| 2576 | .kernel_size(3, 3) |
| 2577 | .group_input_channels(15) |
| 2578 | .group_output_channels(17) |
| 2579 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2580 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2581 | } |
| 2582 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2583 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2584 | ConvolutionOperatorTester() |
| 2585 | .input_size(10, 11) |
| 2586 | .padding(1) |
| 2587 | .kernel_size(3, 3) |
| 2588 | .groups(2) |
| 2589 | .group_input_channels(14) |
| 2590 | .group_output_channels(13) |
| 2591 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2592 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2593 | } |
| 2594 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2595 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_without_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2596 | ConvolutionOperatorTester() |
| 2597 | .input_size(13, 12) |
| 2598 | .kernel_size(3, 3) |
| 2599 | .group_input_channels(15) |
| 2600 | .group_output_channels(17) |
| 2601 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2602 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2603 | } |
| 2604 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2605 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_with_left_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2606 | ConvolutionOperatorTester() |
| 2607 | .input_size(10, 11) |
| 2608 | .padding_left(1) |
| 2609 | .kernel_size(3, 3) |
| 2610 | .groups(2) |
| 2611 | .group_input_channels(14) |
| 2612 | .group_output_channels(13) |
| 2613 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2614 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2615 | } |
| 2616 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2617 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_with_right_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2618 | ConvolutionOperatorTester() |
| 2619 | .input_size(10, 11) |
| 2620 | .padding_right(1) |
| 2621 | .kernel_size(3, 3) |
| 2622 | .groups(2) |
| 2623 | .group_input_channels(14) |
| 2624 | .group_output_channels(13) |
| 2625 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2626 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2627 | } |
| 2628 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2629 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_with_top_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2630 | ConvolutionOperatorTester() |
| 2631 | .input_size(10, 11) |
| 2632 | .padding_top(1) |
| 2633 | .kernel_size(3, 3) |
| 2634 | .groups(2) |
| 2635 | .group_input_channels(14) |
| 2636 | .group_output_channels(13) |
| 2637 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2638 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2639 | } |
| 2640 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2641 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_with_bottom_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2642 | ConvolutionOperatorTester() |
| 2643 | .input_size(10, 11) |
| 2644 | .padding_bottom(1) |
| 2645 | .kernel_size(3, 3) |
| 2646 | .groups(2) |
| 2647 | .group_input_channels(14) |
| 2648 | .group_output_channels(13) |
| 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, grouped_3x3_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2654 | ConvolutionOperatorTester() |
| 2655 | .input_size(10, 11) |
| 2656 | .padding(1) |
| 2657 | .kernel_size(3, 3) |
| 2658 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2659 | .input_channel_stride(29) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2660 | .group_input_channels(14) |
| 2661 | .group_output_channels(13) |
| 2662 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2663 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2664 | } |
| 2665 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2666 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2667 | ConvolutionOperatorTester() |
| 2668 | .input_size(10, 11) |
| 2669 | .padding(1) |
| 2670 | .kernel_size(3, 3) |
| 2671 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 2672 | .output_channel_stride(31) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2673 | .group_input_channels(14) |
| 2674 | .group_output_channels(13) |
| 2675 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2676 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2677 | } |
| 2678 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2679 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2680 | ConvolutionOperatorTester() |
| 2681 | .has_bias(false) |
| 2682 | .input_size(10, 11) |
| 2683 | .padding(1) |
| 2684 | .kernel_size(3, 3) |
| 2685 | .groups(2) |
| 2686 | .group_input_channels(14) |
| 2687 | .group_output_channels(13) |
| 2688 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2689 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2690 | } |
| 2691 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2692 | TEST(CONVOLUTION_NHWC_QU8, grouped_3x3_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2693 | ConvolutionOperatorTester() |
| 2694 | .batch_size(3) |
| 2695 | .input_size(10, 11) |
| 2696 | .padding(1) |
| 2697 | .kernel_size(3, 3) |
| 2698 | .groups(2) |
| 2699 | .group_input_channels(14) |
| 2700 | .group_output_channels(13) |
| 2701 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2702 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2703 | } |
| 2704 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2705 | TEST(CONVOLUTION_NHWC_QU8, 3x3s2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2706 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2707 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2708 | .padding(1) |
| 2709 | .kernel_size(3, 3) |
| 2710 | .subsampling(2) |
| 2711 | .group_input_channels(27) |
| 2712 | .group_output_channels(19) |
| 2713 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2714 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2715 | } |
| 2716 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2717 | TEST(CONVOLUTION_NHWC_QU8, 3x3s2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2718 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 2719 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 2720 | ConvolutionOperatorTester() |
| 2721 | .input_size(input_height, input_width) |
| 2722 | .padding_tf_same(true) |
| 2723 | .kernel_size(3, 3) |
| 2724 | .subsampling(2) |
| 2725 | .group_input_channels(27) |
| 2726 | .group_output_channels(19) |
| 2727 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2728 | .TestNHWCxQU8(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2729 | } |
| 2730 | } |
| 2731 | } |
| 2732 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2733 | TEST(CONVOLUTION_NHWC_QU8, 3x3s1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2734 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2735 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2736 | .padding(1) |
| 2737 | .kernel_size(3, 3) |
| 2738 | .subsampling(1, 2) |
| 2739 | .group_input_channels(27) |
| 2740 | .group_output_channels(19) |
| 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, 3x3s1x2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2746 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 2747 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 2748 | ConvolutionOperatorTester() |
| 2749 | .input_size(input_height, input_width) |
| 2750 | .padding_tf_same(true) |
| 2751 | .kernel_size(3, 3) |
| 2752 | .subsampling(1, 2) |
| 2753 | .group_input_channels(27) |
| 2754 | .group_output_channels(19) |
| 2755 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2756 | .TestNHWCxQU8(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2757 | } |
| 2758 | } |
| 2759 | } |
| 2760 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2761 | TEST(CONVOLUTION_NHWC_QU8, 3x3s2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2762 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2763 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2764 | .padding(1) |
| 2765 | .kernel_size(3, 3) |
| 2766 | .subsampling(2, 1) |
| 2767 | .group_input_channels(27) |
| 2768 | .group_output_channels(19) |
| 2769 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2770 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2771 | } |
| 2772 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2773 | TEST(CONVOLUTION_NHWC_QU8, 3x3s2x1_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2774 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 2775 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 2776 | ConvolutionOperatorTester() |
| 2777 | .input_size(input_height, input_width) |
| 2778 | .padding_tf_same(true) |
| 2779 | .kernel_size(3, 3) |
| 2780 | .subsampling(2, 1) |
| 2781 | .group_input_channels(27) |
| 2782 | .group_output_channels(19) |
| 2783 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2784 | .TestNHWCxQU8(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2785 | } |
| 2786 | } |
| 2787 | } |
| 2788 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2789 | TEST(CONVOLUTION_NHWC_QU8, 3x3d2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2790 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2791 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2792 | .padding(2) |
| 2793 | .kernel_size(3, 3) |
| 2794 | .dilation(2) |
| 2795 | .group_input_channels(27) |
| 2796 | .group_output_channels(19) |
| 2797 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2798 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2799 | } |
| 2800 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2801 | TEST(CONVOLUTION_NHWC_QU8, 3x3d1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2802 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2803 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2804 | .padding(1, 2) |
| 2805 | .kernel_size(3, 3) |
| 2806 | .dilation(1, 2) |
| 2807 | .group_input_channels(27) |
| 2808 | .group_output_channels(19) |
| 2809 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2810 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2811 | } |
| 2812 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2813 | TEST(CONVOLUTION_NHWC_QU8, 3x3d2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2814 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2815 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2816 | .padding(2, 1) |
| 2817 | .kernel_size(3, 3) |
| 2818 | .dilation(2, 1) |
| 2819 | .group_input_channels(27) |
| 2820 | .group_output_channels(19) |
| 2821 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2822 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2823 | } |
| 2824 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2825 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2826 | ConvolutionOperatorTester() |
| 2827 | .input_size(15, 14) |
| 2828 | .padding(1, 1) |
| 2829 | .kernel_size(3, 3) |
| 2830 | .groups(27) |
| 2831 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2832 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2833 | } |
| 2834 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2835 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2836 | ConvolutionOperatorTester() |
| 2837 | .has_bias(false) |
| 2838 | .input_size(15, 14) |
| 2839 | .padding(1, 1) |
| 2840 | .kernel_size(3, 3) |
| 2841 | .groups(27) |
| 2842 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2843 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2844 | } |
| 2845 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2846 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3s2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2847 | ConvolutionOperatorTester() |
| 2848 | .input_size(15, 14) |
| 2849 | .padding(1, 1) |
| 2850 | .kernel_size(3, 3) |
| 2851 | .subsampling(2) |
| 2852 | .groups(27) |
| 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, depthwise_3x3s2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2858 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 2859 | for (size_t input_width = 14; input_width <= 15; 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 | .groups(27) |
| 2866 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2867 | .TestNHWCxQU8(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2868 | } |
| 2869 | } |
| 2870 | } |
| 2871 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2872 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3s1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2873 | ConvolutionOperatorTester() |
| 2874 | .input_size(15, 14) |
| 2875 | .padding(1, 1) |
| 2876 | .kernel_size(3, 3) |
| 2877 | .subsampling(1, 2) |
| 2878 | .groups(27) |
| 2879 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2880 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2881 | } |
| 2882 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2883 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3s1x2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2884 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 2885 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 2886 | ConvolutionOperatorTester() |
| 2887 | .input_size(input_height, input_width) |
| 2888 | .padding_tf_same(true) |
| 2889 | .kernel_size(3, 3) |
| 2890 | .subsampling(1, 2) |
| 2891 | .groups(27) |
| 2892 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2893 | .TestNHWCxQU8(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2894 | } |
| 2895 | } |
| 2896 | } |
| 2897 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2898 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3s2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2899 | ConvolutionOperatorTester() |
| 2900 | .input_size(15, 14) |
| 2901 | .padding(1, 1) |
| 2902 | .kernel_size(3, 3) |
| 2903 | .subsampling(2, 1) |
| 2904 | .groups(27) |
| 2905 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2906 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2907 | } |
| 2908 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2909 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3s2x1_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2910 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 2911 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 2912 | ConvolutionOperatorTester() |
| 2913 | .input_size(input_height, input_width) |
| 2914 | .padding_tf_same(true) |
| 2915 | .kernel_size(3, 3) |
| 2916 | .subsampling(2, 1) |
| 2917 | .groups(27) |
| 2918 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2919 | .TestNHWCxQU8(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 2920 | } |
| 2921 | } |
| 2922 | } |
| 2923 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2924 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3d2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2925 | ConvolutionOperatorTester() |
| 2926 | .input_size(15, 14) |
| 2927 | .padding(1, 1) |
| 2928 | .kernel_size(3, 3) |
| 2929 | .dilation(2) |
| 2930 | .groups(27) |
| 2931 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2932 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2933 | } |
| 2934 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2935 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3d1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2936 | ConvolutionOperatorTester() |
| 2937 | .input_size(15, 14) |
| 2938 | .padding(1, 1) |
| 2939 | .kernel_size(3, 3) |
| 2940 | .dilation(1, 2) |
| 2941 | .groups(27) |
| 2942 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2943 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2944 | } |
| 2945 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2946 | TEST(CONVOLUTION_NHWC_QU8, depthwise_3x3d2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2947 | ConvolutionOperatorTester() |
| 2948 | .input_size(15, 14) |
| 2949 | .padding(1, 1) |
| 2950 | .kernel_size(3, 3) |
| 2951 | .dilation(2, 1) |
| 2952 | .groups(27) |
| 2953 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2954 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2955 | } |
| 2956 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2957 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2958 | ConvolutionOperatorTester() |
| 2959 | .depthwise_layout(true) |
| 2960 | .input_size(15, 14) |
| 2961 | .kernel_size(1, 1) |
| 2962 | .groups(24) |
| 2963 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2964 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2965 | } |
| 2966 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2967 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 1x1_with_depth_multiplier) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2968 | ConvolutionOperatorTester() |
| 2969 | .depthwise_layout(true) |
| 2970 | .input_size(15, 14) |
| 2971 | .kernel_size(1, 1) |
| 2972 | .groups(24) |
| 2973 | .group_output_channels(3) |
| 2974 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2975 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2976 | } |
| 2977 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2978 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 1x1_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2979 | ConvolutionOperatorTester() |
| 2980 | .depthwise_layout(true) |
| 2981 | .has_bias(false) |
| 2982 | .input_size(15, 14) |
| 2983 | .kernel_size(1, 1) |
| 2984 | .groups(24) |
| 2985 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2986 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 2987 | } |
| 2988 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2989 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2990 | ConvolutionOperatorTester() |
| 2991 | .depthwise_layout(true) |
| 2992 | .input_size(15, 14) |
| 2993 | .padding(1, 1) |
| 2994 | .kernel_size(3, 3) |
| 2995 | .groups(24) |
| 2996 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 2997 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 2998 | } |
| 2999 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3000 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 3x3_with_depth_multiplier) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3001 | ConvolutionOperatorTester() |
| 3002 | .depthwise_layout(true) |
| 3003 | .input_size(15, 14) |
| 3004 | .padding(1, 1) |
| 3005 | .kernel_size(3, 3) |
| 3006 | .groups(24) |
| 3007 | .group_output_channels(3) |
| 3008 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3009 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3010 | } |
| 3011 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3012 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3013 | ConvolutionOperatorTester() |
| 3014 | .depthwise_layout(true) |
| 3015 | .has_bias(false) |
| 3016 | .input_size(15, 14) |
| 3017 | .padding(1, 1) |
| 3018 | .kernel_size(3, 3) |
| 3019 | .groups(24) |
| 3020 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3021 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3022 | } |
| 3023 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3024 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 3x3s2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3025 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 3026 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 3027 | ConvolutionOperatorTester() |
| 3028 | .depthwise_layout(true) |
| 3029 | .input_size(input_height, input_width) |
| 3030 | .padding_tf_same(true) |
| 3031 | .kernel_size(3, 3) |
| 3032 | .groups(24) |
| 3033 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3034 | .TestNHWCxQU8(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3035 | } |
| 3036 | } |
| 3037 | } |
| 3038 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3039 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 5x5) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3040 | ConvolutionOperatorTester() |
| 3041 | .depthwise_layout(true) |
| 3042 | .input_size(15, 14) |
| 3043 | .padding(2, 2) |
| 3044 | .kernel_size(5, 5) |
| 3045 | .groups(24) |
| 3046 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3047 | .TestNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3048 | } |
| 3049 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3050 | TEST(DEPTHWISE_CONVOLUTION_NHWC_QU8, 5x5_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3051 | ConvolutionOperatorTester() |
| 3052 | .depthwise_layout(true) |
| 3053 | .has_bias(false) |
| 3054 | .input_size(15, 14) |
| 3055 | .padding(2, 2) |
| 3056 | .kernel_size(5, 5) |
| 3057 | .groups(24) |
| 3058 | .iterations(3) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3059 | .TestNHWCxQU8(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3060 | } |
| 3061 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3062 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_input_buffer) { |
| Marat Dukhan | 202eed0 | 2019-11-20 16:21:10 -0800 | [diff] [blame] | 3063 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3064 | ConvolutionOperatorTester() |
| 3065 | .batch_size(3) |
| 3066 | .input_height(8) |
| 3067 | .input_width(8) |
| 3068 | .kernel_height(5) |
| 3069 | .kernel_width(3) |
| 3070 | .group_input_channels(15) |
| 3071 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3072 | .TestSetupNHWCxQU8(); |
| Marat Dukhan | 202eed0 | 2019-11-20 16:21:10 -0800 | [diff] [blame] | 3073 | } |
| 3074 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3075 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_input_buffer_grouped) { |
| Marat Dukhan | 202eed0 | 2019-11-20 16:21:10 -0800 | [diff] [blame] | 3076 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3077 | ConvolutionOperatorTester() |
| 3078 | .batch_size(3) |
| 3079 | .input_height(8) |
| 3080 | .input_width(8) |
| 3081 | .kernel_height(5) |
| 3082 | .kernel_width(3) |
| 3083 | .groups(2) |
| 3084 | .group_input_channels(15) |
| 3085 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3086 | .TestSetupNHWCxQU8(); |
| Marat Dukhan | 202eed0 | 2019-11-20 16:21:10 -0800 | [diff] [blame] | 3087 | } |
| 3088 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3089 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_input_buffer_depthwise) { |
| Marat Dukhan | 202eed0 | 2019-11-20 16:21:10 -0800 | [diff] [blame] | 3090 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 3091 | ConvolutionOperatorTester() |
| 3092 | .batch_size(3) |
| 3093 | .input_height(8) |
| 3094 | .input_width(8) |
| 3095 | .kernel_height(3) |
| 3096 | .kernel_width(3) |
| 3097 | .groups(19) |
| 3098 | .group_input_channels(1) |
| 3099 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3100 | .TestSetupNHWCxQU8(); |
| Marat Dukhan | 202eed0 | 2019-11-20 16:21:10 -0800 | [diff] [blame] | 3101 | } |
| 3102 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3103 | TEST(CONVOLUTION_NHWC_QU8, setup_increasing_batch) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3104 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3105 | ConvolutionOperatorTester() |
| 3106 | .batch_size(3) |
| 3107 | .next_batch_size(5) |
| 3108 | .input_height(8) |
| 3109 | .input_width(8) |
| 3110 | .kernel_height(5) |
| 3111 | .kernel_width(3) |
| 3112 | .group_input_channels(15) |
| 3113 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3114 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3115 | } |
| 3116 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3117 | TEST(CONVOLUTION_NHWC_QU8, setup_increasing_batch_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3118 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3119 | ConvolutionOperatorTester() |
| 3120 | .batch_size(3) |
| 3121 | .next_batch_size(5) |
| 3122 | .input_height(8) |
| 3123 | .input_width(8) |
| 3124 | .kernel_height(5) |
| 3125 | .kernel_width(3) |
| 3126 | .groups(2) |
| 3127 | .group_input_channels(15) |
| 3128 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3129 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3130 | } |
| 3131 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3132 | TEST(CONVOLUTION_NHWC_QU8, setup_increasing_batch_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3133 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3134 | ConvolutionOperatorTester() |
| 3135 | .batch_size(3) |
| 3136 | .next_batch_size(5) |
| 3137 | .input_height(8) |
| 3138 | .input_width(8) |
| 3139 | .kernel_height(3) |
| 3140 | .kernel_width(3) |
| 3141 | .groups(19) |
| 3142 | .group_input_channels(1) |
| 3143 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3144 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3145 | } |
| 3146 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3147 | TEST(CONVOLUTION_NHWC_QU8, setup_decreasing_batch) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3148 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3149 | ConvolutionOperatorTester() |
| 3150 | .batch_size(5) |
| 3151 | .next_batch_size(3) |
| 3152 | .input_height(8) |
| 3153 | .input_width(8) |
| 3154 | .kernel_height(5) |
| 3155 | .kernel_width(3) |
| 3156 | .group_input_channels(15) |
| 3157 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3158 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3159 | } |
| 3160 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3161 | TEST(CONVOLUTION_NHWC_QU8, setup_decreasing_batch_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3162 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3163 | ConvolutionOperatorTester() |
| 3164 | .batch_size(5) |
| 3165 | .next_batch_size(3) |
| 3166 | .input_height(8) |
| 3167 | .input_width(8) |
| 3168 | .kernel_height(5) |
| 3169 | .kernel_width(3) |
| 3170 | .groups(2) |
| 3171 | .group_input_channels(15) |
| 3172 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3173 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3174 | } |
| 3175 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3176 | TEST(CONVOLUTION_NHWC_QU8, setup_decreasing_batch_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3177 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3178 | ConvolutionOperatorTester() |
| 3179 | .batch_size(5) |
| 3180 | .next_batch_size(3) |
| 3181 | .input_height(8) |
| 3182 | .input_width(8) |
| 3183 | .kernel_height(3) |
| 3184 | .kernel_width(3) |
| 3185 | .groups(19) |
| 3186 | .group_input_channels(1) |
| 3187 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3188 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3189 | } |
| 3190 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3191 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_height) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3192 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3193 | ConvolutionOperatorTester() |
| 3194 | .batch_size(3) |
| 3195 | .input_height(8) |
| 3196 | .input_width(8) |
| 3197 | .next_input_height(9) |
| 3198 | .kernel_height(5) |
| 3199 | .kernel_width(3) |
| 3200 | .group_input_channels(15) |
| 3201 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3202 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3203 | ConvolutionOperatorTester() |
| 3204 | .batch_size(3) |
| 3205 | .input_height(8) |
| 3206 | .input_width(8) |
| 3207 | .next_input_height(7) |
| 3208 | .kernel_height(5) |
| 3209 | .kernel_width(3) |
| 3210 | .group_input_channels(15) |
| 3211 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3212 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3213 | } |
| 3214 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3215 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_height_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3216 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3217 | ConvolutionOperatorTester() |
| 3218 | .batch_size(3) |
| 3219 | .input_height(8) |
| 3220 | .input_width(8) |
| 3221 | .next_input_height(9) |
| 3222 | .kernel_height(5) |
| 3223 | .kernel_width(3) |
| 3224 | .groups(2) |
| 3225 | .group_input_channels(15) |
| 3226 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3227 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3228 | ConvolutionOperatorTester() |
| 3229 | .batch_size(3) |
| 3230 | .input_height(8) |
| 3231 | .input_width(8) |
| 3232 | .next_input_height(7) |
| 3233 | .kernel_height(5) |
| 3234 | .kernel_width(3) |
| 3235 | .groups(2) |
| 3236 | .group_input_channels(15) |
| 3237 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3238 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3239 | } |
| 3240 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3241 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_height_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3242 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3243 | ConvolutionOperatorTester() |
| 3244 | .batch_size(3) |
| 3245 | .input_height(8) |
| 3246 | .input_width(8) |
| 3247 | .next_input_height(9) |
| 3248 | .kernel_height(3) |
| 3249 | .kernel_width(3) |
| 3250 | .groups(19) |
| 3251 | .group_input_channels(1) |
| 3252 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3253 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3254 | ConvolutionOperatorTester() |
| 3255 | .batch_size(3) |
| 3256 | .input_height(8) |
| 3257 | .input_width(8) |
| 3258 | .next_input_height(7) |
| 3259 | .kernel_height(3) |
| 3260 | .kernel_width(3) |
| 3261 | .groups(19) |
| 3262 | .group_input_channels(1) |
| 3263 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3264 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3265 | } |
| 3266 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3267 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_width) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3268 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3269 | ConvolutionOperatorTester() |
| 3270 | .batch_size(3) |
| 3271 | .input_height(8) |
| 3272 | .input_width(8) |
| 3273 | .next_input_width(9) |
| 3274 | .kernel_height(5) |
| 3275 | .kernel_width(3) |
| 3276 | .group_input_channels(15) |
| 3277 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3278 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3279 | ConvolutionOperatorTester() |
| 3280 | .batch_size(3) |
| 3281 | .input_height(8) |
| 3282 | .input_width(8) |
| 3283 | .next_input_width(7) |
| 3284 | .kernel_height(5) |
| 3285 | .kernel_width(3) |
| 3286 | .group_input_channels(15) |
| 3287 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3288 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3289 | } |
| 3290 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3291 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_width_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3292 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3293 | ConvolutionOperatorTester() |
| 3294 | .batch_size(3) |
| 3295 | .input_height(8) |
| 3296 | .input_width(8) |
| 3297 | .next_input_width(9) |
| 3298 | .kernel_height(5) |
| 3299 | .kernel_width(3) |
| 3300 | .groups(2) |
| 3301 | .group_input_channels(15) |
| 3302 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3303 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3304 | ConvolutionOperatorTester() |
| 3305 | .batch_size(3) |
| 3306 | .input_height(8) |
| 3307 | .input_width(8) |
| 3308 | .next_input_width(7) |
| 3309 | .kernel_height(5) |
| 3310 | .kernel_width(3) |
| 3311 | .groups(2) |
| 3312 | .group_input_channels(15) |
| 3313 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3314 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3315 | } |
| 3316 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3317 | TEST(CONVOLUTION_NHWC_QU8, setup_changing_width_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3318 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3319 | ConvolutionOperatorTester() |
| 3320 | .batch_size(3) |
| 3321 | .input_height(8) |
| 3322 | .input_width(8) |
| 3323 | .next_input_width(9) |
| 3324 | .kernel_height(3) |
| 3325 | .kernel_width(3) |
| 3326 | .groups(19) |
| 3327 | .group_input_channels(1) |
| 3328 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3329 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3330 | ConvolutionOperatorTester() |
| 3331 | .batch_size(3) |
| 3332 | .input_height(8) |
| 3333 | .input_width(8) |
| 3334 | .next_input_width(7) |
| 3335 | .kernel_height(3) |
| 3336 | .kernel_width(3) |
| 3337 | .groups(19) |
| 3338 | .group_input_channels(1) |
| 3339 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3340 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3341 | } |
| 3342 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3343 | TEST(CONVOLUTION_NHWC_QU8, setup_swap_height_and_width) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3344 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3345 | ConvolutionOperatorTester() |
| 3346 | .batch_size(3) |
| 3347 | .input_height(9) |
| 3348 | .input_width(8) |
| 3349 | .next_input_height(8) |
| 3350 | .next_input_width(9) |
| 3351 | .kernel_height(5) |
| 3352 | .kernel_width(3) |
| 3353 | .group_input_channels(15) |
| 3354 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3355 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3356 | } |
| 3357 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3358 | TEST(CONVOLUTION_NHWC_QU8, setup_swap_height_and_width_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3359 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3360 | ConvolutionOperatorTester() |
| 3361 | .batch_size(3) |
| 3362 | .input_height(9) |
| 3363 | .input_width(8) |
| 3364 | .next_input_height(8) |
| 3365 | .next_input_width(9) |
| 3366 | .kernel_height(5) |
| 3367 | .kernel_width(3) |
| 3368 | .groups(2) |
| 3369 | .group_input_channels(15) |
| 3370 | .group_output_channels(17) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3371 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3372 | } |
| 3373 | |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3374 | TEST(CONVOLUTION_NHWC_QU8, setup_swap_height_and_width_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 3375 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3376 | ConvolutionOperatorTester() |
| 3377 | .batch_size(3) |
| 3378 | .input_height(9) |
| 3379 | .input_width(8) |
| 3380 | .next_input_height(8) |
| 3381 | .next_input_width(9) |
| 3382 | .kernel_height(3) |
| 3383 | .kernel_width(3) |
| 3384 | .groups(19) |
| 3385 | .group_input_channels(1) |
| 3386 | .group_output_channels(1) |
| Marat Dukhan | 08b7a97 | 2020-07-14 18:17:29 -0700 | [diff] [blame] | 3387 | .TestSetupNHWCxQU8(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3388 | } |
| 3389 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3390 | TEST(CONVOLUTION_NHWC_F32, 1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3391 | ConvolutionOperatorTester() |
| 3392 | .input_size(27, 29) |
| 3393 | .kernel_size(1, 1) |
| 3394 | .group_input_channels(23) |
| 3395 | .group_output_channels(19) |
| 3396 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3397 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3398 | } |
| 3399 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3400 | TEST(CONVOLUTION_NHWC_F32, 1x1_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3401 | ConvolutionOperatorTester() |
| 3402 | .input_size(27, 29) |
| 3403 | .kernel_size(1, 1) |
| 3404 | .group_input_channels(23) |
| 3405 | .group_output_channels(19) |
| 3406 | .qmin(128) |
| 3407 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3408 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3409 | } |
| 3410 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3411 | TEST(CONVOLUTION_NHWC_F32, 1x1_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3412 | ConvolutionOperatorTester() |
| 3413 | .input_size(27, 29) |
| 3414 | .kernel_size(1, 1) |
| 3415 | .group_input_channels(23) |
| 3416 | .group_output_channels(19) |
| 3417 | .qmax(128) |
| 3418 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3419 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3420 | } |
| 3421 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3422 | TEST(CONVOLUTION_NHWC_F32, 1x1_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3423 | ConvolutionOperatorTester() |
| 3424 | .input_size(27, 29) |
| 3425 | .kernel_size(1, 1) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3426 | .input_channel_stride(28) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3427 | .group_input_channels(23) |
| 3428 | .group_output_channels(19) |
| 3429 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3430 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3431 | } |
| 3432 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3433 | TEST(CONVOLUTION_NHWC_F32, 1x1_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3434 | ConvolutionOperatorTester() |
| 3435 | .input_size(27, 29) |
| 3436 | .kernel_size(1, 1) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3437 | .output_channel_stride(29) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3438 | .group_input_channels(23) |
| 3439 | .group_output_channels(19) |
| 3440 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3441 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3442 | } |
| 3443 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3444 | TEST(CONVOLUTION_NHWC_F32, 1x1_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3445 | ConvolutionOperatorTester() |
| 3446 | .has_bias(false) |
| 3447 | .input_size(13, 14) |
| 3448 | .kernel_size(1, 1) |
| 3449 | .group_input_channels(23) |
| 3450 | .group_output_channels(19) |
| 3451 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3452 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3453 | } |
| 3454 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3455 | TEST(CONVOLUTION_NHWC_F32, 1x1_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3456 | ConvolutionOperatorTester() |
| 3457 | .batch_size(3) |
| 3458 | .input_size(13, 14) |
| 3459 | .kernel_size(1, 1) |
| 3460 | .group_input_channels(23) |
| 3461 | .group_output_channels(19) |
| 3462 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3463 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3464 | } |
| 3465 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3466 | TEST(CONVOLUTION_NHWC_F32, grouped_1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3467 | ConvolutionOperatorTester() |
| 3468 | .input_size(24, 25) |
| 3469 | .kernel_size(1, 1) |
| 3470 | .groups(2) |
| 3471 | .group_input_channels(17) |
| 3472 | .group_output_channels(19) |
| 3473 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3474 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3475 | } |
| 3476 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3477 | TEST(CONVOLUTION_NHWC_F32, grouped_1x1_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3478 | ConvolutionOperatorTester() |
| 3479 | .input_size(24, 25) |
| 3480 | .kernel_size(1, 1) |
| 3481 | .groups(2) |
| 3482 | .group_input_channels(17) |
| 3483 | .group_output_channels(19) |
| 3484 | .qmin(128) |
| 3485 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3486 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3487 | } |
| 3488 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3489 | TEST(CONVOLUTION_NHWC_F32, grouped_1x1_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3490 | ConvolutionOperatorTester() |
| 3491 | .input_size(24, 25) |
| 3492 | .kernel_size(1, 1) |
| 3493 | .groups(2) |
| 3494 | .group_input_channels(17) |
| 3495 | .group_output_channels(19) |
| 3496 | .qmax(128) |
| 3497 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3498 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3499 | } |
| 3500 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3501 | TEST(CONVOLUTION_NHWC_F32, grouped_1x1_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3502 | ConvolutionOperatorTester() |
| 3503 | .input_size(24, 25) |
| 3504 | .kernel_size(1, 1) |
| 3505 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3506 | .input_channel_stride(37) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3507 | .group_input_channels(17) |
| 3508 | .group_output_channels(19) |
| 3509 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3510 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3511 | } |
| 3512 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3513 | TEST(CONVOLUTION_NHWC_F32, grouped_1x1_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3514 | ConvolutionOperatorTester() |
| 3515 | .input_size(24, 25) |
| 3516 | .kernel_size(1, 1) |
| 3517 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3518 | .output_channel_stride(41) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3519 | .group_input_channels(17) |
| 3520 | .group_output_channels(19) |
| 3521 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3522 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3523 | } |
| 3524 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3525 | TEST(CONVOLUTION_NHWC_F32, grouped_1x1_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3526 | ConvolutionOperatorTester() |
| 3527 | .has_bias(false) |
| 3528 | .input_size(24, 25) |
| 3529 | .kernel_size(1, 1) |
| 3530 | .groups(2) |
| 3531 | .group_input_channels(17) |
| 3532 | .group_output_channels(19) |
| 3533 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3534 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3535 | } |
| 3536 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3537 | TEST(CONVOLUTION_NHWC_F32, grouped_1x1_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3538 | ConvolutionOperatorTester() |
| 3539 | .batch_size(3) |
| 3540 | .input_size(24, 25) |
| 3541 | .kernel_size(1, 1) |
| 3542 | .groups(2) |
| 3543 | .group_input_channels(17) |
| 3544 | .group_output_channels(19) |
| 3545 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3546 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3547 | } |
| 3548 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3549 | TEST(CONVOLUTION_NHWC_F32, unioutput_1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3550 | ConvolutionOperatorTester() |
| 3551 | .input_size(1, 1) |
| 3552 | .kernel_size(1, 1) |
| 3553 | .group_input_channels(23) |
| 3554 | .group_output_channels(19) |
| 3555 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3556 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3557 | } |
| 3558 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3559 | TEST(CONVOLUTION_NHWC_F32, unioutput_1x1_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3560 | ConvolutionOperatorTester() |
| 3561 | .input_size(1, 1) |
| 3562 | .kernel_size(1, 1) |
| 3563 | .group_input_channels(23) |
| 3564 | .group_output_channels(19) |
| 3565 | .qmin(128) |
| 3566 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3567 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3568 | } |
| 3569 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3570 | TEST(CONVOLUTION_NHWC_F32, unioutput_1x1_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3571 | ConvolutionOperatorTester() |
| 3572 | .input_size(1, 1) |
| 3573 | .kernel_size(1, 1) |
| 3574 | .group_input_channels(23) |
| 3575 | .group_output_channels(19) |
| 3576 | .qmax(128) |
| 3577 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3578 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3579 | } |
| 3580 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3581 | TEST(CONVOLUTION_NHWC_F32, unioutput_1x1_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3582 | ConvolutionOperatorTester() |
| 3583 | .input_size(1, 1) |
| 3584 | .kernel_size(1, 1) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3585 | .input_channel_stride(28) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3586 | .group_input_channels(23) |
| 3587 | .group_output_channels(19) |
| 3588 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3589 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3590 | } |
| 3591 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3592 | TEST(CONVOLUTION_NHWC_F32, unioutput_1x1_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3593 | ConvolutionOperatorTester() |
| 3594 | .input_size(1, 1) |
| 3595 | .kernel_size(1, 1) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3596 | .output_channel_stride(29) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3597 | .group_input_channels(23) |
| 3598 | .group_output_channels(19) |
| 3599 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3600 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3601 | } |
| 3602 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3603 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3604 | ConvolutionOperatorTester() |
| 3605 | .input_size(1, 1) |
| 3606 | .kernel_size(1, 1) |
| 3607 | .groups(2) |
| 3608 | .group_input_channels(17) |
| 3609 | .group_output_channels(13) |
| 3610 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3611 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3612 | } |
| 3613 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3614 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_1x1_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3615 | ConvolutionOperatorTester() |
| 3616 | .input_size(1, 1) |
| 3617 | .kernel_size(1, 1) |
| 3618 | .groups(2) |
| 3619 | .group_input_channels(17) |
| 3620 | .group_output_channels(13) |
| 3621 | .qmin(128) |
| 3622 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3623 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3624 | } |
| 3625 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3626 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_1x1_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3627 | ConvolutionOperatorTester() |
| 3628 | .input_size(1, 1) |
| 3629 | .kernel_size(1, 1) |
| 3630 | .groups(2) |
| 3631 | .group_input_channels(17) |
| 3632 | .group_output_channels(13) |
| 3633 | .qmax(128) |
| 3634 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3635 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3636 | } |
| 3637 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3638 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_1x1_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3639 | ConvolutionOperatorTester() |
| 3640 | .input_size(1, 1) |
| 3641 | .kernel_size(1, 1) |
| 3642 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3643 | .input_channel_stride(37) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3644 | .group_input_channels(17) |
| 3645 | .group_output_channels(13) |
| 3646 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3647 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3648 | } |
| 3649 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3650 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_1x1_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3651 | ConvolutionOperatorTester() |
| 3652 | .input_size(1, 1) |
| 3653 | .kernel_size(1, 1) |
| 3654 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3655 | .output_channel_stride(41) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3656 | .group_input_channels(17) |
| 3657 | .group_output_channels(13) |
| 3658 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3659 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3660 | } |
| 3661 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3662 | TEST(CONVOLUTION_NHWC_F32, 1x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3663 | ConvolutionOperatorTester() |
| 3664 | .input_size(20, 19) |
| 3665 | .padding_width(1) |
| 3666 | .kernel_size(1, 3) |
| 3667 | .group_input_channels(17) |
| 3668 | .group_output_channels(15) |
| 3669 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3670 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3671 | } |
| 3672 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3673 | TEST(CONVOLUTION_NHWC_F32, grouped_1x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3674 | ConvolutionOperatorTester() |
| 3675 | .input_size(20, 19) |
| 3676 | .padding_width(1) |
| 3677 | .kernel_size(1, 3) |
| 3678 | .groups(2) |
| 3679 | .group_input_channels(17) |
| 3680 | .group_output_channels(15) |
| 3681 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3682 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3683 | } |
| 3684 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3685 | TEST(CONVOLUTION_NHWC_F32, 3x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3686 | ConvolutionOperatorTester() |
| 3687 | .input_size(19, 20) |
| 3688 | .padding_height(1) |
| 3689 | .kernel_size(3, 1) |
| 3690 | .group_input_channels(17) |
| 3691 | .group_output_channels(15) |
| 3692 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3693 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3694 | } |
| 3695 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3696 | TEST(CONVOLUTION_NHWC_F32, grouped_3x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3697 | ConvolutionOperatorTester() |
| 3698 | .input_size(19, 20) |
| 3699 | .padding_height(1) |
| 3700 | .kernel_size(3, 1) |
| 3701 | .groups(2) |
| 3702 | .group_input_channels(17) |
| 3703 | .group_output_channels(15) |
| 3704 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3705 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3706 | } |
| 3707 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3708 | TEST(CONVOLUTION_NHWC_F32, 3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3709 | ConvolutionOperatorTester() |
| 3710 | .input_size(13, 12) |
| 3711 | .padding(1) |
| 3712 | .kernel_size(3, 3) |
| 3713 | .group_input_channels(15) |
| 3714 | .group_output_channels(17) |
| 3715 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3716 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3717 | } |
| 3718 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3719 | TEST(CONVOLUTION_NHWC_F32, 3x3_without_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3720 | ConvolutionOperatorTester() |
| 3721 | .input_size(13, 12) |
| 3722 | .kernel_size(3, 3) |
| 3723 | .group_input_channels(15) |
| 3724 | .group_output_channels(17) |
| 3725 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3726 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3727 | } |
| 3728 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3729 | TEST(CONVOLUTION_NHWC_F32, 3x3_with_left_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3730 | ConvolutionOperatorTester() |
| 3731 | .input_size(13, 12) |
| 3732 | .padding_left(1) |
| 3733 | .kernel_size(3, 3) |
| 3734 | .group_input_channels(15) |
| 3735 | .group_output_channels(17) |
| 3736 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3737 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3738 | } |
| 3739 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3740 | TEST(CONVOLUTION_NHWC_F32, 3x3_with_right_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3741 | ConvolutionOperatorTester() |
| 3742 | .input_size(13, 12) |
| 3743 | .padding_right(1) |
| 3744 | .kernel_size(3, 3) |
| 3745 | .group_input_channels(15) |
| 3746 | .group_output_channels(17) |
| 3747 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3748 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3749 | } |
| 3750 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3751 | TEST(CONVOLUTION_NHWC_F32, 3x3_with_top_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3752 | ConvolutionOperatorTester() |
| 3753 | .input_size(13, 12) |
| 3754 | .padding_top(1) |
| 3755 | .kernel_size(3, 3) |
| 3756 | .group_input_channels(15) |
| 3757 | .group_output_channels(17) |
| 3758 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3759 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3760 | } |
| 3761 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3762 | TEST(CONVOLUTION_NHWC_F32, 3x3_with_bottom_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3763 | ConvolutionOperatorTester() |
| 3764 | .input_size(13, 12) |
| 3765 | .padding_bottom(1) |
| 3766 | .kernel_size(3, 3) |
| 3767 | .group_input_channels(15) |
| 3768 | .group_output_channels(17) |
| 3769 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3770 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3771 | } |
| 3772 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3773 | TEST(CONVOLUTION_NHWC_F32, 3x3_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3774 | ConvolutionOperatorTester() |
| 3775 | .input_size(13, 12) |
| 3776 | .padding(1) |
| 3777 | .kernel_size(3, 3) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3778 | .input_channel_stride(22) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3779 | .group_input_channels(15) |
| 3780 | .group_output_channels(17) |
| 3781 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3782 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3783 | } |
| 3784 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3785 | TEST(CONVOLUTION_NHWC_F32, 3x3_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3786 | ConvolutionOperatorTester() |
| 3787 | .input_size(13, 12) |
| 3788 | .padding(1) |
| 3789 | .kernel_size(3, 3) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3790 | .output_channel_stride(23) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3791 | .group_input_channels(15) |
| 3792 | .group_output_channels(17) |
| 3793 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3794 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3795 | } |
| 3796 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3797 | TEST(CONVOLUTION_NHWC_F32, 3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3798 | ConvolutionOperatorTester() |
| 3799 | .has_bias(false) |
| 3800 | .input_size(10, 9) |
| 3801 | .padding(1) |
| 3802 | .kernel_size(3, 3) |
| 3803 | .group_input_channels(15) |
| 3804 | .group_output_channels(17) |
| 3805 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3806 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3807 | } |
| 3808 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3809 | TEST(CONVOLUTION_NHWC_F32, 3x3_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3810 | ConvolutionOperatorTester() |
| 3811 | .batch_size(3) |
| 3812 | .input_size(10, 9) |
| 3813 | .padding(1) |
| 3814 | .kernel_size(3, 3) |
| 3815 | .group_input_channels(15) |
| 3816 | .group_output_channels(17) |
| 3817 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3818 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3819 | } |
| 3820 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3821 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3822 | ConvolutionOperatorTester() |
| 3823 | .input_size(10, 11) |
| 3824 | .padding(1) |
| 3825 | .kernel_size(3, 3) |
| 3826 | .groups(2) |
| 3827 | .group_input_channels(14) |
| 3828 | .group_output_channels(13) |
| 3829 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3830 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3831 | } |
| 3832 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3833 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_without_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3834 | ConvolutionOperatorTester() |
| 3835 | .input_size(13, 12) |
| 3836 | .kernel_size(3, 3) |
| 3837 | .group_input_channels(15) |
| 3838 | .group_output_channels(17) |
| 3839 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3840 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3841 | } |
| 3842 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3843 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_with_left_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3844 | ConvolutionOperatorTester() |
| 3845 | .input_size(10, 11) |
| 3846 | .padding_left(1) |
| 3847 | .kernel_size(3, 3) |
| 3848 | .groups(2) |
| 3849 | .group_input_channels(14) |
| 3850 | .group_output_channels(13) |
| 3851 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3852 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3853 | } |
| 3854 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3855 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_with_right_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3856 | ConvolutionOperatorTester() |
| 3857 | .input_size(10, 11) |
| 3858 | .padding_right(1) |
| 3859 | .kernel_size(3, 3) |
| 3860 | .groups(2) |
| 3861 | .group_input_channels(14) |
| 3862 | .group_output_channels(13) |
| 3863 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3864 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3865 | } |
| 3866 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3867 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_with_top_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3868 | ConvolutionOperatorTester() |
| 3869 | .input_size(10, 11) |
| 3870 | .padding_top(1) |
| 3871 | .kernel_size(3, 3) |
| 3872 | .groups(2) |
| 3873 | .group_input_channels(14) |
| 3874 | .group_output_channels(13) |
| 3875 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3876 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3877 | } |
| 3878 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3879 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_with_bottom_padding) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3880 | ConvolutionOperatorTester() |
| 3881 | .input_size(10, 11) |
| 3882 | .padding_bottom(1) |
| 3883 | .kernel_size(3, 3) |
| 3884 | .groups(2) |
| 3885 | .group_input_channels(14) |
| 3886 | .group_output_channels(13) |
| 3887 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3888 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3889 | } |
| 3890 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3891 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3892 | ConvolutionOperatorTester() |
| 3893 | .input_size(10, 11) |
| 3894 | .padding(1) |
| 3895 | .kernel_size(3, 3) |
| 3896 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3897 | .input_channel_stride(29) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3898 | .group_input_channels(14) |
| 3899 | .group_output_channels(13) |
| 3900 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3901 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3902 | } |
| 3903 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3904 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3905 | ConvolutionOperatorTester() |
| 3906 | .input_size(10, 11) |
| 3907 | .padding(1) |
| 3908 | .kernel_size(3, 3) |
| 3909 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 3910 | .output_channel_stride(31) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3911 | .group_input_channels(14) |
| 3912 | .group_output_channels(13) |
| 3913 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3914 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3915 | } |
| 3916 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3917 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3918 | ConvolutionOperatorTester() |
| 3919 | .has_bias(false) |
| 3920 | .input_size(10, 11) |
| 3921 | .padding(1) |
| 3922 | .kernel_size(3, 3) |
| 3923 | .groups(2) |
| 3924 | .group_input_channels(14) |
| 3925 | .group_output_channels(13) |
| 3926 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3927 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 3928 | } |
| 3929 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3930 | TEST(CONVOLUTION_NHWC_F32, grouped_3x3_with_batch) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3931 | ConvolutionOperatorTester() |
| 3932 | .batch_size(3) |
| 3933 | .input_size(10, 11) |
| 3934 | .padding(1) |
| 3935 | .kernel_size(3, 3) |
| 3936 | .groups(2) |
| 3937 | .group_input_channels(14) |
| 3938 | .group_output_channels(13) |
| 3939 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3940 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3941 | } |
| 3942 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3943 | TEST(CONVOLUTION_NHWC_F32, 3x3s2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3944 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3945 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3946 | .padding(1) |
| 3947 | .kernel_size(3, 3) |
| 3948 | .subsampling(2) |
| 3949 | .group_input_channels(27) |
| 3950 | .group_output_channels(19) |
| 3951 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3952 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3953 | } |
| 3954 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3955 | TEST(CONVOLUTION_NHWC_F32, 3x3s2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3956 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 3957 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 3958 | ConvolutionOperatorTester() |
| 3959 | .input_size(input_height, input_width) |
| 3960 | .padding_tf_same(true) |
| 3961 | .kernel_size(3, 3) |
| 3962 | .subsampling(2) |
| 3963 | .group_input_channels(27) |
| 3964 | .group_output_channels(19) |
| 3965 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3966 | .TestNHWCxF32(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3967 | } |
| 3968 | } |
| 3969 | } |
| 3970 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3971 | TEST(CONVOLUTION_NHWC_F32, 3x3s1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3972 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3973 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 3974 | .padding(1) |
| 3975 | .kernel_size(3, 3) |
| 3976 | .subsampling(1, 2) |
| 3977 | .group_input_channels(27) |
| 3978 | .group_output_channels(19) |
| 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, 3x3s1x2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3984 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 3985 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 3986 | ConvolutionOperatorTester() |
| 3987 | .input_size(input_height, input_width) |
| 3988 | .padding_tf_same(true) |
| 3989 | .kernel_size(3, 3) |
| 3990 | .subsampling(1, 2) |
| 3991 | .group_input_channels(27) |
| 3992 | .group_output_channels(19) |
| 3993 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3994 | .TestNHWCxF32(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 3995 | } |
| 3996 | } |
| 3997 | } |
| 3998 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 3999 | TEST(CONVOLUTION_NHWC_F32, 3x3s2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4000 | ConvolutionOperatorTester() |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4001 | .input_size(14, 13) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4002 | .padding(1) |
| 4003 | .kernel_size(3, 3) |
| 4004 | .subsampling(2, 1) |
| 4005 | .group_input_channels(27) |
| 4006 | .group_output_channels(19) |
| 4007 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4008 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4009 | } |
| 4010 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4011 | TEST(CONVOLUTION_NHWC_F32, 3x3s2x1_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4012 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 4013 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 4014 | ConvolutionOperatorTester() |
| 4015 | .input_size(input_height, input_width) |
| 4016 | .padding_tf_same(true) |
| 4017 | .kernel_size(3, 3) |
| 4018 | .subsampling(2, 1) |
| 4019 | .group_input_channels(27) |
| 4020 | .group_output_channels(19) |
| 4021 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4022 | .TestNHWCxF32(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4023 | } |
| 4024 | } |
| 4025 | } |
| 4026 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4027 | TEST(CONVOLUTION_NHWC_F32, 3x3d2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4028 | ConvolutionOperatorTester() |
| 4029 | .input_size(13, 14) |
| 4030 | .padding(2) |
| 4031 | .kernel_size(3, 3) |
| 4032 | .dilation(2) |
| 4033 | .group_input_channels(27) |
| 4034 | .group_output_channels(19) |
| 4035 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4036 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4037 | } |
| 4038 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4039 | TEST(CONVOLUTION_NHWC_F32, 3x3d1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4040 | ConvolutionOperatorTester() |
| 4041 | .input_size(14, 15) |
| 4042 | .padding(1, 2) |
| 4043 | .kernel_size(3, 3) |
| 4044 | .dilation(1, 2) |
| 4045 | .group_input_channels(27) |
| 4046 | .group_output_channels(19) |
| 4047 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4048 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4049 | } |
| 4050 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4051 | TEST(CONVOLUTION_NHWC_F32, 3x3d2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4052 | ConvolutionOperatorTester() |
| 4053 | .input_size(15, 14) |
| 4054 | .padding(2, 1) |
| 4055 | .kernel_size(3, 3) |
| 4056 | .dilation(2, 1) |
| 4057 | .group_input_channels(27) |
| 4058 | .group_output_channels(19) |
| 4059 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4060 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4061 | } |
| 4062 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4063 | TEST(CONVOLUTION_NHWC_F32, unioutput_3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4064 | ConvolutionOperatorTester() |
| 4065 | .input_size(3, 3) |
| 4066 | .padding(1) |
| 4067 | .kernel_size(3, 3) |
| 4068 | .group_input_channels(23) |
| 4069 | .group_output_channels(19) |
| 4070 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4071 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4072 | } |
| 4073 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4074 | TEST(CONVOLUTION_NHWC_F32, unioutput_3x3_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4075 | ConvolutionOperatorTester() |
| 4076 | .input_size(3, 3) |
| 4077 | .padding(1) |
| 4078 | .kernel_size(3, 3) |
| 4079 | .group_input_channels(23) |
| 4080 | .group_output_channels(19) |
| 4081 | .qmin(128) |
| 4082 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4083 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4084 | } |
| 4085 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4086 | TEST(CONVOLUTION_NHWC_F32, unioutput_3x3_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4087 | ConvolutionOperatorTester() |
| 4088 | .input_size(3, 3) |
| 4089 | .padding(1) |
| 4090 | .kernel_size(3, 3) |
| 4091 | .group_input_channels(23) |
| 4092 | .group_output_channels(19) |
| 4093 | .qmax(128) |
| 4094 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4095 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4096 | } |
| 4097 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4098 | TEST(CONVOLUTION_NHWC_F32, unioutput_3x3_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4099 | ConvolutionOperatorTester() |
| 4100 | .input_size(3, 3) |
| 4101 | .padding(1) |
| 4102 | .kernel_size(3, 3) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 4103 | .input_channel_stride(28) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4104 | .group_input_channels(23) |
| 4105 | .group_output_channels(19) |
| 4106 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4107 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4108 | } |
| 4109 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4110 | TEST(CONVOLUTION_NHWC_F32, unioutput_3x3_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4111 | ConvolutionOperatorTester() |
| 4112 | .input_size(3, 3) |
| 4113 | .padding(1) |
| 4114 | .kernel_size(3, 3) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 4115 | .output_channel_stride(29) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4116 | .group_input_channels(23) |
| 4117 | .group_output_channels(19) |
| 4118 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4119 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4120 | } |
| 4121 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4122 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4123 | ConvolutionOperatorTester() |
| 4124 | .input_size(3, 3) |
| 4125 | .padding(1) |
| 4126 | .kernel_size(3, 3) |
| 4127 | .groups(2) |
| 4128 | .group_input_channels(17) |
| 4129 | .group_output_channels(13) |
| 4130 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4131 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4132 | } |
| 4133 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4134 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_3x3_with_qmin) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4135 | ConvolutionOperatorTester() |
| 4136 | .input_size(3, 3) |
| 4137 | .padding(1) |
| 4138 | .kernel_size(3, 3) |
| 4139 | .groups(2) |
| 4140 | .group_input_channels(17) |
| 4141 | .group_output_channels(13) |
| 4142 | .qmin(128) |
| 4143 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4144 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4145 | } |
| 4146 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4147 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_3x3_with_qmax) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4148 | ConvolutionOperatorTester() |
| 4149 | .input_size(3, 3) |
| 4150 | .padding(1) |
| 4151 | .kernel_size(3, 3) |
| 4152 | .groups(2) |
| 4153 | .group_input_channels(17) |
| 4154 | .group_output_channels(13) |
| 4155 | .qmax(128) |
| 4156 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4157 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4158 | } |
| 4159 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4160 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_3x3_with_input_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4161 | ConvolutionOperatorTester() |
| 4162 | .input_size(3, 3) |
| 4163 | .padding(1) |
| 4164 | .kernel_size(3, 3) |
| 4165 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 4166 | .input_channel_stride(37) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4167 | .group_input_channels(17) |
| 4168 | .group_output_channels(13) |
| 4169 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4170 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4171 | } |
| 4172 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4173 | TEST(CONVOLUTION_NHWC_F32, unioutput_grouped_3x3_with_output_stride) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4174 | ConvolutionOperatorTester() |
| 4175 | .input_size(3, 3) |
| 4176 | .padding(1) |
| 4177 | .kernel_size(3, 3) |
| 4178 | .groups(2) |
| Marat Dukhan | c3d52cf | 2020-06-18 07:56:25 -0700 | [diff] [blame] | 4179 | .output_channel_stride(41) |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4180 | .group_input_channels(17) |
| 4181 | .group_output_channels(13) |
| 4182 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4183 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4184 | } |
| 4185 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4186 | TEST(CONVOLUTION_NHWC_F32, depthwise_1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4187 | ConvolutionOperatorTester() |
| 4188 | .input_size(15, 14) |
| 4189 | .kernel_size(1, 1) |
| 4190 | .groups(24) |
| 4191 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4192 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4193 | } |
| 4194 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4195 | TEST(CONVOLUTION_NHWC_F32, depthwise_1x1_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4196 | ConvolutionOperatorTester() |
| 4197 | .has_bias(false) |
| 4198 | .input_size(15, 14) |
| 4199 | .kernel_size(1, 1) |
| 4200 | .groups(24) |
| 4201 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4202 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4203 | } |
| 4204 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4205 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4206 | ConvolutionOperatorTester() |
| 4207 | .input_size(15, 14) |
| 4208 | .padding(1, 1) |
| 4209 | .kernel_size(2, 2) |
| 4210 | .groups(24) |
| 4211 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4212 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4213 | } |
| 4214 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4215 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4216 | ConvolutionOperatorTester() |
| 4217 | .has_bias(false) |
| 4218 | .input_size(15, 14) |
| 4219 | .padding(1, 1) |
| 4220 | .kernel_size(2, 2) |
| 4221 | .groups(24) |
| 4222 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4223 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4224 | } |
| 4225 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4226 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2s2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4227 | ConvolutionOperatorTester() |
| 4228 | .input_size(15, 14) |
| 4229 | .padding(1, 1) |
| 4230 | .kernel_size(2, 2) |
| 4231 | .subsampling(2) |
| 4232 | .groups(27) |
| 4233 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4234 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4235 | } |
| 4236 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4237 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2s1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4238 | ConvolutionOperatorTester() |
| 4239 | .input_size(15, 14) |
| 4240 | .padding(1, 1) |
| 4241 | .kernel_size(2, 2) |
| 4242 | .subsampling(1, 2) |
| 4243 | .groups(27) |
| 4244 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4245 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4246 | } |
| 4247 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4248 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2s2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4249 | ConvolutionOperatorTester() |
| 4250 | .input_size(15, 14) |
| 4251 | .padding(1, 1) |
| 4252 | .kernel_size(2, 2) |
| 4253 | .subsampling(2, 1) |
| 4254 | .groups(27) |
| 4255 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4256 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4257 | } |
| 4258 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4259 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2d2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4260 | ConvolutionOperatorTester() |
| 4261 | .input_size(15, 14) |
| 4262 | .padding(1, 1) |
| 4263 | .kernel_size(2, 2) |
| 4264 | .dilation(2) |
| 4265 | .groups(27) |
| 4266 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4267 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4268 | } |
| 4269 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4270 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2d1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4271 | ConvolutionOperatorTester() |
| 4272 | .input_size(15, 14) |
| 4273 | .padding(1, 1) |
| 4274 | .kernel_size(2, 2) |
| 4275 | .dilation(1, 2) |
| 4276 | .groups(27) |
| 4277 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4278 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4279 | } |
| 4280 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4281 | TEST(CONVOLUTION_NHWC_F32, depthwise_2x2d2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4282 | ConvolutionOperatorTester() |
| 4283 | .input_size(15, 14) |
| 4284 | .padding(1, 1) |
| 4285 | .kernel_size(2, 2) |
| 4286 | .dilation(2, 1) |
| 4287 | .groups(27) |
| 4288 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4289 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4290 | } |
| 4291 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4292 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4293 | ConvolutionOperatorTester() |
| 4294 | .input_size(15, 14) |
| 4295 | .padding(1, 1) |
| 4296 | .kernel_size(3, 3) |
| 4297 | .groups(24) |
| 4298 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4299 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4300 | } |
| 4301 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4302 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4303 | ConvolutionOperatorTester() |
| 4304 | .has_bias(false) |
| 4305 | .input_size(15, 14) |
| 4306 | .padding(1, 1) |
| 4307 | .kernel_size(3, 3) |
| 4308 | .groups(24) |
| 4309 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4310 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4311 | } |
| 4312 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4313 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3s2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4314 | ConvolutionOperatorTester() |
| 4315 | .input_size(15, 14) |
| 4316 | .padding(1, 1) |
| 4317 | .kernel_size(3, 3) |
| 4318 | .subsampling(2) |
| 4319 | .groups(27) |
| 4320 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4321 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4322 | } |
| 4323 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4324 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3s2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4325 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 4326 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 4327 | ConvolutionOperatorTester() |
| 4328 | .input_size(input_height, input_width) |
| 4329 | .padding_tf_same(true) |
| 4330 | .kernel_size(3, 3) |
| 4331 | .subsampling(2) |
| 4332 | .groups(27) |
| 4333 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4334 | .TestNHWCxF32(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4335 | } |
| 4336 | } |
| 4337 | } |
| 4338 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4339 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3s1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4340 | ConvolutionOperatorTester() |
| 4341 | .input_size(15, 14) |
| 4342 | .padding(1, 1) |
| 4343 | .kernel_size(3, 3) |
| 4344 | .subsampling(1, 2) |
| 4345 | .groups(27) |
| 4346 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4347 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4348 | } |
| 4349 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4350 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3s1x2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4351 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 4352 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 4353 | ConvolutionOperatorTester() |
| 4354 | .input_size(input_height, input_width) |
| 4355 | .padding_tf_same(true) |
| 4356 | .kernel_size(3, 3) |
| 4357 | .subsampling(1, 2) |
| 4358 | .groups(27) |
| 4359 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4360 | .TestNHWCxF32(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4361 | } |
| 4362 | } |
| 4363 | } |
| 4364 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4365 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3s2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4366 | ConvolutionOperatorTester() |
| 4367 | .input_size(15, 14) |
| 4368 | .padding(1, 1) |
| 4369 | .kernel_size(3, 3) |
| 4370 | .subsampling(2, 1) |
| 4371 | .groups(27) |
| 4372 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4373 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4374 | } |
| 4375 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4376 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3s2x1_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4377 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 4378 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 4379 | ConvolutionOperatorTester() |
| 4380 | .input_size(input_height, input_width) |
| 4381 | .padding_tf_same(true) |
| 4382 | .kernel_size(3, 3) |
| 4383 | .subsampling(2, 1) |
| 4384 | .groups(27) |
| 4385 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4386 | .TestNHWCxF32(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4387 | } |
| 4388 | } |
| 4389 | } |
| 4390 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4391 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3d2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4392 | ConvolutionOperatorTester() |
| 4393 | .input_size(15, 14) |
| 4394 | .padding(1, 1) |
| 4395 | .kernel_size(3, 3) |
| 4396 | .dilation(2) |
| 4397 | .groups(27) |
| 4398 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4399 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4400 | } |
| 4401 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4402 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3d1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4403 | ConvolutionOperatorTester() |
| 4404 | .input_size(15, 14) |
| 4405 | .padding(1, 1) |
| 4406 | .kernel_size(3, 3) |
| 4407 | .dilation(1, 2) |
| 4408 | .groups(27) |
| 4409 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4410 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4411 | } |
| 4412 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4413 | TEST(CONVOLUTION_NHWC_F32, depthwise_3x3d2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4414 | ConvolutionOperatorTester() |
| 4415 | .input_size(15, 14) |
| 4416 | .padding(1, 1) |
| 4417 | .kernel_size(3, 3) |
| 4418 | .dilation(2, 1) |
| 4419 | .groups(27) |
| 4420 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4421 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4422 | } |
| 4423 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4424 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4425 | ConvolutionOperatorTester() |
| 4426 | .input_size(15, 14) |
| 4427 | .padding(2, 2) |
| 4428 | .kernel_size(5, 5) |
| 4429 | .groups(27) |
| 4430 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4431 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4432 | } |
| 4433 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4434 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4435 | ConvolutionOperatorTester() |
| 4436 | .has_bias(false) |
| 4437 | .input_size(15, 14) |
| 4438 | .padding(2, 2) |
| 4439 | .kernel_size(5, 5) |
| 4440 | .groups(27) |
| 4441 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4442 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4443 | } |
| 4444 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4445 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5s2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4446 | ConvolutionOperatorTester() |
| 4447 | .input_size(15, 14) |
| 4448 | .padding(2, 2) |
| 4449 | .kernel_size(5, 5) |
| 4450 | .subsampling(2) |
| 4451 | .groups(27) |
| 4452 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4453 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4454 | } |
| 4455 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4456 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5s1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4457 | ConvolutionOperatorTester() |
| 4458 | .input_size(15, 14) |
| 4459 | .padding(2, 2) |
| 4460 | .kernel_size(5, 5) |
| 4461 | .subsampling(1, 2) |
| 4462 | .groups(27) |
| 4463 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4464 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4465 | } |
| 4466 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4467 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5s2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4468 | ConvolutionOperatorTester() |
| 4469 | .input_size(15, 14) |
| 4470 | .padding(2, 2) |
| 4471 | .kernel_size(5, 5) |
| 4472 | .subsampling(2, 1) |
| 4473 | .groups(27) |
| 4474 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4475 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4476 | } |
| 4477 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4478 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5d2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4479 | ConvolutionOperatorTester() |
| 4480 | .input_size(15, 14) |
| 4481 | .padding(2, 2) |
| 4482 | .kernel_size(5, 5) |
| 4483 | .dilation(2) |
| 4484 | .groups(27) |
| 4485 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4486 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4487 | } |
| 4488 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4489 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5d1x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4490 | ConvolutionOperatorTester() |
| 4491 | .input_size(15, 14) |
| 4492 | .padding(2, 2) |
| 4493 | .kernel_size(5, 5) |
| 4494 | .dilation(1, 2) |
| 4495 | .groups(27) |
| 4496 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4497 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4498 | } |
| 4499 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4500 | TEST(CONVOLUTION_NHWC_F32, depthwise_5x5d2x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4501 | ConvolutionOperatorTester() |
| 4502 | .input_size(15, 14) |
| 4503 | .padding(2, 2) |
| 4504 | .kernel_size(5, 5) |
| 4505 | .dilation(2, 1) |
| 4506 | .groups(27) |
| 4507 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4508 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4509 | } |
| 4510 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4511 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 1x1) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4512 | ConvolutionOperatorTester() |
| 4513 | .depthwise_layout(true) |
| 4514 | .input_size(15, 14) |
| 4515 | .kernel_size(1, 1) |
| 4516 | .groups(24) |
| 4517 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4518 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4519 | } |
| 4520 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4521 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 1x1_with_depth_multiplier) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4522 | ConvolutionOperatorTester() |
| 4523 | .depthwise_layout(true) |
| 4524 | .input_size(15, 14) |
| 4525 | .kernel_size(1, 1) |
| 4526 | .groups(24) |
| 4527 | .group_output_channels(3) |
| 4528 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4529 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4530 | } |
| 4531 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4532 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 1x1_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4533 | ConvolutionOperatorTester() |
| 4534 | .depthwise_layout(true) |
| 4535 | .has_bias(false) |
| 4536 | .input_size(15, 14) |
| 4537 | .kernel_size(1, 1) |
| 4538 | .groups(24) |
| 4539 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4540 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4541 | } |
| 4542 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4543 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 2x2) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4544 | ConvolutionOperatorTester() |
| 4545 | .depthwise_layout(true) |
| 4546 | .input_size(15, 14) |
| 4547 | .padding(1, 1) |
| 4548 | .kernel_size(2, 2) |
| 4549 | .groups(24) |
| 4550 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4551 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4552 | } |
| 4553 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4554 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 2x2_with_depth_multiplier) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4555 | ConvolutionOperatorTester() |
| 4556 | .depthwise_layout(true) |
| 4557 | .input_size(15, 14) |
| 4558 | .padding(1, 1) |
| 4559 | .kernel_size(2, 2) |
| 4560 | .groups(24) |
| 4561 | .group_output_channels(3) |
| 4562 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4563 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4564 | } |
| 4565 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4566 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 2x2_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4567 | ConvolutionOperatorTester() |
| 4568 | .depthwise_layout(true) |
| 4569 | .has_bias(false) |
| 4570 | .input_size(15, 14) |
| 4571 | .padding(1, 1) |
| 4572 | .kernel_size(2, 2) |
| 4573 | .groups(24) |
| 4574 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4575 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4576 | } |
| 4577 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4578 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 3x3) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4579 | ConvolutionOperatorTester() |
| 4580 | .depthwise_layout(true) |
| 4581 | .input_size(15, 14) |
| 4582 | .padding(1, 1) |
| 4583 | .kernel_size(3, 3) |
| 4584 | .groups(24) |
| 4585 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4586 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4587 | } |
| 4588 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4589 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 3x3_with_depth_multiplier) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4590 | ConvolutionOperatorTester() |
| 4591 | .depthwise_layout(true) |
| 4592 | .input_size(15, 14) |
| 4593 | .padding(1, 1) |
| 4594 | .kernel_size(3, 3) |
| 4595 | .groups(24) |
| 4596 | .group_output_channels(3) |
| 4597 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4598 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4599 | } |
| 4600 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4601 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 3x3_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4602 | ConvolutionOperatorTester() |
| 4603 | .depthwise_layout(true) |
| 4604 | .has_bias(false) |
| 4605 | .input_size(15, 14) |
| 4606 | .padding(1, 1) |
| 4607 | .kernel_size(3, 3) |
| 4608 | .groups(24) |
| 4609 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4610 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4611 | } |
| 4612 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4613 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 3x3s2_with_tf_same_padding) { |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4614 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 4615 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 4616 | ConvolutionOperatorTester() |
| 4617 | .depthwise_layout(true) |
| 4618 | .input_size(input_height, input_width) |
| 4619 | .padding_tf_same(true) |
| 4620 | .kernel_size(3, 3) |
| 4621 | .groups(24) |
| 4622 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4623 | .TestNHWCxF32(); |
| Marat Dukhan | 8440fde | 2019-10-24 12:46:13 -0700 | [diff] [blame] | 4624 | } |
| 4625 | } |
| 4626 | } |
| 4627 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4628 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 5x5) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4629 | ConvolutionOperatorTester() |
| 4630 | .depthwise_layout(true) |
| 4631 | .input_size(15, 14) |
| 4632 | .padding(2, 2) |
| 4633 | .kernel_size(5, 5) |
| 4634 | .groups(24) |
| 4635 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4636 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4637 | } |
| 4638 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4639 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 5x5_with_depth_multiplier) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4640 | ConvolutionOperatorTester() |
| 4641 | .depthwise_layout(true) |
| 4642 | .input_size(15, 14) |
| 4643 | .padding(2, 2) |
| 4644 | .kernel_size(5, 5) |
| 4645 | .groups(24) |
| 4646 | .group_output_channels(3) |
| 4647 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4648 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4649 | } |
| 4650 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4651 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 5x5_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4652 | ConvolutionOperatorTester() |
| 4653 | .depthwise_layout(true) |
| 4654 | .has_bias(false) |
| 4655 | .input_size(15, 14) |
| 4656 | .padding(2, 2) |
| 4657 | .kernel_size(5, 5) |
| 4658 | .groups(24) |
| 4659 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4660 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4661 | } |
| 4662 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4663 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 7x7) { |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4664 | ConvolutionOperatorTester() |
| 4665 | .depthwise_layout(true) |
| 4666 | .input_size(15, 14) |
| 4667 | .padding(3, 3) |
| 4668 | .kernel_size(7, 7) |
| 4669 | .groups(24) |
| 4670 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4671 | .TestNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4672 | } |
| 4673 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4674 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F32, 7x7_without_bias) { |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4675 | ConvolutionOperatorTester() |
| 4676 | .depthwise_layout(true) |
| 4677 | .has_bias(false) |
| 4678 | .input_size(15, 14) |
| 4679 | .padding(3, 3) |
| 4680 | .kernel_size(7, 7) |
| 4681 | .groups(24) |
| 4682 | .iterations(3) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4683 | .TestNHWCxF32(); |
| Marat Dukhan | f568f08 | 2019-10-30 09:47:07 -0700 | [diff] [blame] | 4684 | } |
| 4685 | |
| Marat Dukhan | 202eed0 | 2019-11-20 16:21:10 -0800 | [diff] [blame] | 4686 | TEST(CONVOLUTION_NHWC_F32, setup_changing_input_buffer) { |
| 4687 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 4688 | ConvolutionOperatorTester() |
| 4689 | .batch_size(3) |
| 4690 | .input_height(8) |
| 4691 | .input_width(8) |
| 4692 | .kernel_height(5) |
| 4693 | .kernel_width(3) |
| 4694 | .group_input_channels(15) |
| 4695 | .group_output_channels(17) |
| 4696 | .TestSetupNHWCxF32(); |
| 4697 | } |
| 4698 | |
| 4699 | TEST(CONVOLUTION_NHWC_F32, setup_changing_input_buffer_grouped) { |
| 4700 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 4701 | ConvolutionOperatorTester() |
| 4702 | .batch_size(3) |
| 4703 | .input_height(8) |
| 4704 | .input_width(8) |
| 4705 | .kernel_height(5) |
| 4706 | .kernel_width(3) |
| 4707 | .groups(2) |
| 4708 | .group_input_channels(15) |
| 4709 | .group_output_channels(17) |
| 4710 | .TestSetupNHWCxF32(); |
| 4711 | } |
| 4712 | |
| 4713 | TEST(CONVOLUTION_NHWC_F32, setup_changing_input_buffer_depthwise) { |
| 4714 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| 4715 | ConvolutionOperatorTester() |
| 4716 | .batch_size(3) |
| 4717 | .input_height(8) |
| 4718 | .input_width(8) |
| 4719 | .kernel_height(3) |
| 4720 | .kernel_width(3) |
| 4721 | .groups(19) |
| 4722 | .group_input_channels(1) |
| 4723 | .group_output_channels(1) |
| 4724 | .TestSetupNHWCxF32(); |
| 4725 | } |
| 4726 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4727 | TEST(CONVOLUTION_NHWC_F32, setup_increasing_batch) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4728 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4729 | ConvolutionOperatorTester() |
| 4730 | .batch_size(3) |
| 4731 | .next_batch_size(5) |
| 4732 | .input_height(8) |
| 4733 | .input_width(8) |
| 4734 | .kernel_height(5) |
| 4735 | .kernel_width(3) |
| 4736 | .group_input_channels(15) |
| 4737 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4738 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4739 | } |
| 4740 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4741 | TEST(CONVOLUTION_NHWC_F32, setup_increasing_batch_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4742 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4743 | ConvolutionOperatorTester() |
| 4744 | .batch_size(3) |
| 4745 | .next_batch_size(5) |
| 4746 | .input_height(8) |
| 4747 | .input_width(8) |
| 4748 | .kernel_height(5) |
| 4749 | .kernel_width(3) |
| 4750 | .groups(2) |
| 4751 | .group_input_channels(15) |
| 4752 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4753 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4754 | } |
| 4755 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4756 | TEST(CONVOLUTION_NHWC_F32, setup_increasing_batch_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4757 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4758 | ConvolutionOperatorTester() |
| 4759 | .batch_size(3) |
| 4760 | .next_batch_size(5) |
| 4761 | .input_height(8) |
| 4762 | .input_width(8) |
| 4763 | .kernel_height(3) |
| 4764 | .kernel_width(3) |
| 4765 | .groups(19) |
| 4766 | .group_input_channels(1) |
| 4767 | .group_output_channels(1) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4768 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4769 | } |
| 4770 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4771 | TEST(CONVOLUTION_NHWC_F32, setup_decreasing_batch) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4772 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4773 | ConvolutionOperatorTester() |
| 4774 | .batch_size(5) |
| 4775 | .next_batch_size(3) |
| 4776 | .input_height(8) |
| 4777 | .input_width(8) |
| 4778 | .kernel_height(5) |
| 4779 | .kernel_width(3) |
| 4780 | .group_input_channels(15) |
| 4781 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4782 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4783 | } |
| 4784 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4785 | TEST(CONVOLUTION_NHWC_F32, setup_decreasing_batch_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4786 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4787 | ConvolutionOperatorTester() |
| 4788 | .batch_size(5) |
| 4789 | .next_batch_size(3) |
| 4790 | .input_height(8) |
| 4791 | .input_width(8) |
| 4792 | .kernel_height(5) |
| 4793 | .kernel_width(3) |
| 4794 | .groups(2) |
| 4795 | .group_input_channels(15) |
| 4796 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4797 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4798 | } |
| 4799 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4800 | TEST(CONVOLUTION_NHWC_F32, setup_decreasing_batch_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4801 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4802 | ConvolutionOperatorTester() |
| 4803 | .batch_size(5) |
| 4804 | .next_batch_size(3) |
| 4805 | .input_height(8) |
| 4806 | .input_width(8) |
| 4807 | .kernel_height(3) |
| 4808 | .kernel_width(3) |
| 4809 | .groups(19) |
| 4810 | .group_input_channels(1) |
| 4811 | .group_output_channels(1) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4812 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4813 | } |
| 4814 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4815 | TEST(CONVOLUTION_NHWC_F32, setup_changing_height) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4816 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4817 | ConvolutionOperatorTester() |
| 4818 | .batch_size(3) |
| 4819 | .input_height(8) |
| 4820 | .input_width(8) |
| 4821 | .next_input_height(9) |
| 4822 | .kernel_height(5) |
| 4823 | .kernel_width(3) |
| 4824 | .group_input_channels(15) |
| 4825 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4826 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4827 | ConvolutionOperatorTester() |
| 4828 | .batch_size(3) |
| 4829 | .input_height(8) |
| 4830 | .input_width(8) |
| 4831 | .next_input_height(7) |
| 4832 | .kernel_height(5) |
| 4833 | .kernel_width(3) |
| 4834 | .group_input_channels(15) |
| 4835 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4836 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4837 | } |
| 4838 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4839 | TEST(CONVOLUTION_NHWC_F32, setup_changing_height_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4840 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4841 | ConvolutionOperatorTester() |
| 4842 | .batch_size(3) |
| 4843 | .input_height(8) |
| 4844 | .input_width(8) |
| 4845 | .next_input_height(9) |
| 4846 | .kernel_height(5) |
| 4847 | .kernel_width(3) |
| 4848 | .groups(2) |
| 4849 | .group_input_channels(15) |
| 4850 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4851 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4852 | ConvolutionOperatorTester() |
| 4853 | .batch_size(3) |
| 4854 | .input_height(8) |
| 4855 | .input_width(8) |
| 4856 | .next_input_height(7) |
| 4857 | .kernel_height(5) |
| 4858 | .kernel_width(3) |
| 4859 | .groups(2) |
| 4860 | .group_input_channels(15) |
| 4861 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4862 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4863 | } |
| 4864 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4865 | TEST(CONVOLUTION_NHWC_F32, setup_changing_height_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4866 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4867 | ConvolutionOperatorTester() |
| 4868 | .batch_size(3) |
| 4869 | .input_height(8) |
| 4870 | .input_width(8) |
| 4871 | .next_input_height(9) |
| 4872 | .kernel_height(3) |
| 4873 | .kernel_width(3) |
| 4874 | .groups(19) |
| 4875 | .group_input_channels(1) |
| 4876 | .group_output_channels(1) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4877 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4878 | ConvolutionOperatorTester() |
| 4879 | .batch_size(3) |
| 4880 | .input_height(8) |
| 4881 | .input_width(8) |
| 4882 | .next_input_height(7) |
| 4883 | .kernel_height(3) |
| 4884 | .kernel_width(3) |
| 4885 | .groups(19) |
| 4886 | .group_input_channels(1) |
| 4887 | .group_output_channels(1) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4888 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4889 | } |
| 4890 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4891 | TEST(CONVOLUTION_NHWC_F32, setup_changing_width) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4892 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4893 | ConvolutionOperatorTester() |
| 4894 | .batch_size(3) |
| 4895 | .input_height(8) |
| 4896 | .input_width(8) |
| 4897 | .next_input_width(9) |
| 4898 | .kernel_height(5) |
| 4899 | .kernel_width(3) |
| 4900 | .group_input_channels(15) |
| 4901 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4902 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4903 | ConvolutionOperatorTester() |
| 4904 | .batch_size(3) |
| 4905 | .input_height(8) |
| 4906 | .input_width(8) |
| 4907 | .next_input_width(7) |
| 4908 | .kernel_height(5) |
| 4909 | .kernel_width(3) |
| 4910 | .group_input_channels(15) |
| 4911 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4912 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4913 | } |
| 4914 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4915 | TEST(CONVOLUTION_NHWC_F32, setup_changing_width_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4916 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4917 | ConvolutionOperatorTester() |
| 4918 | .batch_size(3) |
| 4919 | .input_height(8) |
| 4920 | .input_width(8) |
| 4921 | .next_input_width(9) |
| 4922 | .kernel_height(5) |
| 4923 | .kernel_width(3) |
| 4924 | .groups(2) |
| 4925 | .group_input_channels(15) |
| 4926 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4927 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4928 | ConvolutionOperatorTester() |
| 4929 | .batch_size(3) |
| 4930 | .input_height(8) |
| 4931 | .input_width(8) |
| 4932 | .next_input_width(7) |
| 4933 | .kernel_height(5) |
| 4934 | .kernel_width(3) |
| 4935 | .groups(2) |
| 4936 | .group_input_channels(15) |
| 4937 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4938 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4939 | } |
| 4940 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4941 | TEST(CONVOLUTION_NHWC_F32, setup_changing_width_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4942 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4943 | ConvolutionOperatorTester() |
| 4944 | .batch_size(3) |
| 4945 | .input_height(8) |
| 4946 | .input_width(8) |
| 4947 | .next_input_width(9) |
| 4948 | .kernel_height(3) |
| 4949 | .kernel_width(3) |
| 4950 | .groups(19) |
| 4951 | .group_input_channels(1) |
| 4952 | .group_output_channels(1) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4953 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4954 | ConvolutionOperatorTester() |
| 4955 | .batch_size(3) |
| 4956 | .input_height(8) |
| 4957 | .input_width(8) |
| 4958 | .next_input_width(7) |
| 4959 | .kernel_height(3) |
| 4960 | .kernel_width(3) |
| 4961 | .groups(19) |
| 4962 | .group_input_channels(1) |
| 4963 | .group_output_channels(1) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4964 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4965 | } |
| 4966 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4967 | TEST(CONVOLUTION_NHWC_F32, setup_swap_height_and_width) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4968 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4969 | ConvolutionOperatorTester() |
| 4970 | .batch_size(3) |
| 4971 | .input_height(9) |
| 4972 | .input_width(8) |
| 4973 | .next_input_height(8) |
| 4974 | .next_input_width(9) |
| 4975 | .kernel_height(5) |
| 4976 | .kernel_width(3) |
| 4977 | .group_input_channels(15) |
| 4978 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4979 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4980 | } |
| 4981 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4982 | TEST(CONVOLUTION_NHWC_F32, setup_swap_height_and_width_grouped) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4983 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4984 | ConvolutionOperatorTester() |
| 4985 | .batch_size(3) |
| 4986 | .input_height(9) |
| 4987 | .input_width(8) |
| 4988 | .next_input_height(8) |
| 4989 | .next_input_width(9) |
| 4990 | .kernel_height(5) |
| 4991 | .kernel_width(3) |
| 4992 | .groups(2) |
| 4993 | .group_input_channels(15) |
| 4994 | .group_output_channels(17) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4995 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 4996 | } |
| 4997 | |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 4998 | TEST(CONVOLUTION_NHWC_F32, setup_swap_height_and_width_depthwise) { |
| Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 4999 | ASSERT_EQ(xnn_status_success, xnn_initialize(nullptr /* allocator */)); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5000 | ConvolutionOperatorTester() |
| 5001 | .batch_size(3) |
| 5002 | .input_height(9) |
| 5003 | .input_width(8) |
| 5004 | .next_input_height(8) |
| 5005 | .next_input_width(9) |
| 5006 | .kernel_height(3) |
| 5007 | .kernel_width(3) |
| 5008 | .groups(19) |
| 5009 | .group_input_channels(1) |
| 5010 | .group_output_channels(1) |
| Marat Dukhan | efc47b8 | 2019-11-18 09:25:38 -0800 | [diff] [blame] | 5011 | .TestSetupNHWCxF32(); |
| XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 5012 | } |
| Frank Barchard | 49b4dcc | 2020-06-26 14:07:19 -0700 | [diff] [blame] | 5013 | |
| 5014 | TEST(CONVOLUTION_NHWC_F16, 1x1) { |
| 5015 | ConvolutionOperatorTester() |
| 5016 | .input_size(27, 29) |
| 5017 | .kernel_size(1, 1) |
| 5018 | .group_input_channels(23) |
| 5019 | .group_output_channels(19) |
| 5020 | .iterations(3) |
| 5021 | .TestNHWCxF16(); |
| 5022 | } |
| 5023 | |
| 5024 | TEST(CONVOLUTION_NHWC_F16, 1x1_with_qmin) { |
| 5025 | ConvolutionOperatorTester() |
| 5026 | .input_size(27, 29) |
| 5027 | .kernel_size(1, 1) |
| 5028 | .group_input_channels(23) |
| 5029 | .group_output_channels(19) |
| 5030 | .qmin(128) |
| 5031 | .iterations(3) |
| 5032 | .TestNHWCxF16(); |
| 5033 | } |
| 5034 | |
| 5035 | TEST(CONVOLUTION_NHWC_F16, 1x1_with_qmax) { |
| 5036 | ConvolutionOperatorTester() |
| 5037 | .input_size(27, 29) |
| 5038 | .kernel_size(1, 1) |
| 5039 | .group_input_channels(23) |
| 5040 | .group_output_channels(19) |
| 5041 | .qmax(128) |
| 5042 | .iterations(3) |
| 5043 | .TestNHWCxF16(); |
| 5044 | } |
| 5045 | |
| 5046 | TEST(CONVOLUTION_NHWC_F16, 1x1_with_input_stride) { |
| 5047 | ConvolutionOperatorTester() |
| 5048 | .input_size(27, 29) |
| 5049 | .kernel_size(1, 1) |
| 5050 | .input_channel_stride(28) |
| 5051 | .group_input_channels(23) |
| 5052 | .group_output_channels(19) |
| 5053 | .iterations(3) |
| 5054 | .TestNHWCxF16(); |
| 5055 | } |
| 5056 | |
| 5057 | TEST(CONVOLUTION_NHWC_F16, 1x1_with_output_stride) { |
| 5058 | ConvolutionOperatorTester() |
| 5059 | .input_size(27, 29) |
| 5060 | .kernel_size(1, 1) |
| 5061 | .output_channel_stride(29) |
| 5062 | .group_input_channels(23) |
| 5063 | .group_output_channels(19) |
| 5064 | .iterations(3) |
| 5065 | .TestNHWCxF16(); |
| 5066 | } |
| 5067 | |
| 5068 | TEST(CONVOLUTION_NHWC_F16, 1x1_without_bias) { |
| 5069 | ConvolutionOperatorTester() |
| 5070 | .has_bias(false) |
| 5071 | .input_size(13, 14) |
| 5072 | .kernel_size(1, 1) |
| 5073 | .group_input_channels(23) |
| 5074 | .group_output_channels(19) |
| 5075 | .iterations(3) |
| 5076 | .TestNHWCxF16(); |
| 5077 | } |
| 5078 | |
| 5079 | TEST(CONVOLUTION_NHWC_F16, 1x1_with_batch) { |
| 5080 | ConvolutionOperatorTester() |
| 5081 | .batch_size(3) |
| 5082 | .input_size(13, 14) |
| 5083 | .kernel_size(1, 1) |
| 5084 | .group_input_channels(23) |
| 5085 | .group_output_channels(19) |
| 5086 | .iterations(3) |
| 5087 | .TestNHWCxF16(); |
| 5088 | } |
| 5089 | |
| 5090 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1) { |
| 5091 | ConvolutionOperatorTester() |
| 5092 | .input_size(24, 25) |
| 5093 | .kernel_size(1, 1) |
| 5094 | .groups(2) |
| 5095 | .group_input_channels(17) |
| 5096 | .group_output_channels(19) |
| 5097 | .iterations(3) |
| 5098 | .TestNHWCxF16(); |
| 5099 | } |
| 5100 | |
| 5101 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1_with_qmin) { |
| 5102 | ConvolutionOperatorTester() |
| 5103 | .input_size(24, 25) |
| 5104 | .kernel_size(1, 1) |
| 5105 | .groups(2) |
| 5106 | .group_input_channels(17) |
| 5107 | .group_output_channels(19) |
| 5108 | .qmin(128) |
| 5109 | .iterations(3) |
| 5110 | .TestNHWCxF16(); |
| 5111 | } |
| 5112 | |
| 5113 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1_with_qmax) { |
| 5114 | ConvolutionOperatorTester() |
| 5115 | .input_size(24, 25) |
| 5116 | .kernel_size(1, 1) |
| 5117 | .groups(2) |
| 5118 | .group_input_channels(17) |
| 5119 | .group_output_channels(19) |
| 5120 | .qmax(128) |
| 5121 | .iterations(3) |
| 5122 | .TestNHWCxF16(); |
| 5123 | } |
| 5124 | |
| 5125 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1_with_input_stride) { |
| 5126 | ConvolutionOperatorTester() |
| 5127 | .input_size(24, 25) |
| 5128 | .kernel_size(1, 1) |
| 5129 | .groups(2) |
| 5130 | .input_channel_stride(37) |
| 5131 | .group_input_channels(17) |
| 5132 | .group_output_channels(19) |
| 5133 | .iterations(3) |
| 5134 | .TestNHWCxF16(); |
| 5135 | } |
| 5136 | |
| 5137 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1_with_output_stride) { |
| 5138 | ConvolutionOperatorTester() |
| 5139 | .input_size(24, 25) |
| 5140 | .kernel_size(1, 1) |
| 5141 | .groups(2) |
| 5142 | .output_channel_stride(41) |
| 5143 | .group_input_channels(17) |
| 5144 | .group_output_channels(19) |
| 5145 | .iterations(3) |
| 5146 | .TestNHWCxF16(); |
| 5147 | } |
| 5148 | |
| 5149 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1_without_bias) { |
| 5150 | ConvolutionOperatorTester() |
| 5151 | .has_bias(false) |
| 5152 | .input_size(24, 25) |
| 5153 | .kernel_size(1, 1) |
| 5154 | .groups(2) |
| 5155 | .group_input_channels(17) |
| 5156 | .group_output_channels(19) |
| 5157 | .iterations(3) |
| 5158 | .TestNHWCxF16(); |
| 5159 | } |
| 5160 | |
| 5161 | TEST(CONVOLUTION_NHWC_F16, grouped_1x1_with_batch) { |
| 5162 | ConvolutionOperatorTester() |
| 5163 | .batch_size(3) |
| 5164 | .input_size(24, 25) |
| 5165 | .kernel_size(1, 1) |
| 5166 | .groups(2) |
| 5167 | .group_input_channels(17) |
| 5168 | .group_output_channels(19) |
| 5169 | .iterations(3) |
| 5170 | .TestNHWCxF16(); |
| 5171 | } |
| 5172 | |
| 5173 | TEST(CONVOLUTION_NHWC_F16, unioutput_1x1) { |
| 5174 | ConvolutionOperatorTester() |
| 5175 | .input_size(1, 1) |
| 5176 | .kernel_size(1, 1) |
| 5177 | .group_input_channels(23) |
| 5178 | .group_output_channels(19) |
| 5179 | .iterations(3) |
| 5180 | .TestNHWCxF16(); |
| 5181 | } |
| 5182 | |
| 5183 | TEST(CONVOLUTION_NHWC_F16, unioutput_1x1_with_qmin) { |
| 5184 | ConvolutionOperatorTester() |
| 5185 | .input_size(1, 1) |
| 5186 | .kernel_size(1, 1) |
| 5187 | .group_input_channels(23) |
| 5188 | .group_output_channels(19) |
| 5189 | .qmin(128) |
| 5190 | .iterations(3) |
| 5191 | .TestNHWCxF16(); |
| 5192 | } |
| 5193 | |
| 5194 | TEST(CONVOLUTION_NHWC_F16, unioutput_1x1_with_qmax) { |
| 5195 | ConvolutionOperatorTester() |
| 5196 | .input_size(1, 1) |
| 5197 | .kernel_size(1, 1) |
| 5198 | .group_input_channels(23) |
| 5199 | .group_output_channels(19) |
| 5200 | .qmax(128) |
| 5201 | .iterations(3) |
| 5202 | .TestNHWCxF16(); |
| 5203 | } |
| 5204 | |
| 5205 | TEST(CONVOLUTION_NHWC_F16, unioutput_1x1_with_input_stride) { |
| 5206 | ConvolutionOperatorTester() |
| 5207 | .input_size(1, 1) |
| 5208 | .kernel_size(1, 1) |
| 5209 | .input_channel_stride(28) |
| 5210 | .group_input_channels(23) |
| 5211 | .group_output_channels(19) |
| 5212 | .iterations(3) |
| 5213 | .TestNHWCxF16(); |
| 5214 | } |
| 5215 | |
| 5216 | TEST(CONVOLUTION_NHWC_F16, unioutput_1x1_with_output_stride) { |
| 5217 | ConvolutionOperatorTester() |
| 5218 | .input_size(1, 1) |
| 5219 | .kernel_size(1, 1) |
| 5220 | .output_channel_stride(29) |
| 5221 | .group_input_channels(23) |
| 5222 | .group_output_channels(19) |
| 5223 | .iterations(3) |
| 5224 | .TestNHWCxF16(); |
| 5225 | } |
| 5226 | |
| 5227 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_1x1) { |
| 5228 | ConvolutionOperatorTester() |
| 5229 | .input_size(1, 1) |
| 5230 | .kernel_size(1, 1) |
| 5231 | .groups(2) |
| 5232 | .group_input_channels(17) |
| 5233 | .group_output_channels(13) |
| 5234 | .iterations(3) |
| 5235 | .TestNHWCxF16(); |
| 5236 | } |
| 5237 | |
| 5238 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_1x1_with_qmin) { |
| 5239 | ConvolutionOperatorTester() |
| 5240 | .input_size(1, 1) |
| 5241 | .kernel_size(1, 1) |
| 5242 | .groups(2) |
| 5243 | .group_input_channels(17) |
| 5244 | .group_output_channels(13) |
| 5245 | .qmin(128) |
| 5246 | .iterations(3) |
| 5247 | .TestNHWCxF16(); |
| 5248 | } |
| 5249 | |
| 5250 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_1x1_with_qmax) { |
| 5251 | ConvolutionOperatorTester() |
| 5252 | .input_size(1, 1) |
| 5253 | .kernel_size(1, 1) |
| 5254 | .groups(2) |
| 5255 | .group_input_channels(17) |
| 5256 | .group_output_channels(13) |
| 5257 | .qmax(128) |
| 5258 | .iterations(3) |
| 5259 | .TestNHWCxF16(); |
| 5260 | } |
| 5261 | |
| 5262 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_1x1_with_input_stride) { |
| 5263 | ConvolutionOperatorTester() |
| 5264 | .input_size(1, 1) |
| 5265 | .kernel_size(1, 1) |
| 5266 | .groups(2) |
| 5267 | .input_channel_stride(37) |
| 5268 | .group_input_channels(17) |
| 5269 | .group_output_channels(13) |
| 5270 | .iterations(3) |
| 5271 | .TestNHWCxF16(); |
| 5272 | } |
| 5273 | |
| 5274 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_1x1_with_output_stride) { |
| 5275 | ConvolutionOperatorTester() |
| 5276 | .input_size(1, 1) |
| 5277 | .kernel_size(1, 1) |
| 5278 | .groups(2) |
| 5279 | .output_channel_stride(41) |
| 5280 | .group_input_channels(17) |
| 5281 | .group_output_channels(13) |
| 5282 | .iterations(3) |
| 5283 | .TestNHWCxF16(); |
| 5284 | } |
| 5285 | |
| 5286 | TEST(CONVOLUTION_NHWC_F16, 1x3) { |
| 5287 | ConvolutionOperatorTester() |
| 5288 | .input_size(20, 19) |
| 5289 | .padding_width(1) |
| 5290 | .kernel_size(1, 3) |
| 5291 | .group_input_channels(17) |
| 5292 | .group_output_channels(15) |
| 5293 | .iterations(3) |
| 5294 | .TestNHWCxF16(); |
| 5295 | } |
| 5296 | |
| 5297 | TEST(CONVOLUTION_NHWC_F16, grouped_1x3) { |
| 5298 | ConvolutionOperatorTester() |
| 5299 | .input_size(20, 19) |
| 5300 | .padding_width(1) |
| 5301 | .kernel_size(1, 3) |
| 5302 | .groups(2) |
| 5303 | .group_input_channels(17) |
| 5304 | .group_output_channels(15) |
| 5305 | .iterations(3) |
| 5306 | .TestNHWCxF16(); |
| 5307 | } |
| 5308 | |
| 5309 | TEST(CONVOLUTION_NHWC_F16, 3x1) { |
| 5310 | ConvolutionOperatorTester() |
| 5311 | .input_size(19, 20) |
| 5312 | .padding_height(1) |
| 5313 | .kernel_size(3, 1) |
| 5314 | .group_input_channels(17) |
| 5315 | .group_output_channels(15) |
| 5316 | .iterations(3) |
| 5317 | .TestNHWCxF16(); |
| 5318 | } |
| 5319 | |
| 5320 | TEST(CONVOLUTION_NHWC_F16, grouped_3x1) { |
| 5321 | ConvolutionOperatorTester() |
| 5322 | .input_size(19, 20) |
| 5323 | .padding_height(1) |
| 5324 | .kernel_size(3, 1) |
| 5325 | .groups(2) |
| 5326 | .group_input_channels(17) |
| 5327 | .group_output_channels(15) |
| 5328 | .iterations(3) |
| 5329 | .TestNHWCxF16(); |
| 5330 | } |
| 5331 | |
| 5332 | TEST(CONVOLUTION_NHWC_F16, 3x3) { |
| 5333 | ConvolutionOperatorTester() |
| 5334 | .input_size(13, 12) |
| 5335 | .padding(1) |
| 5336 | .kernel_size(3, 3) |
| 5337 | .group_input_channels(15) |
| 5338 | .group_output_channels(17) |
| 5339 | .iterations(3) |
| 5340 | .TestNHWCxF16(); |
| 5341 | } |
| 5342 | |
| 5343 | TEST(CONVOLUTION_NHWC_F16, 3x3_without_padding) { |
| 5344 | ConvolutionOperatorTester() |
| 5345 | .input_size(13, 12) |
| 5346 | .kernel_size(3, 3) |
| 5347 | .group_input_channels(15) |
| 5348 | .group_output_channels(17) |
| 5349 | .iterations(3) |
| 5350 | .TestNHWCxF16(); |
| 5351 | } |
| 5352 | |
| 5353 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_left_padding) { |
| 5354 | ConvolutionOperatorTester() |
| 5355 | .input_size(13, 12) |
| 5356 | .padding_left(1) |
| 5357 | .kernel_size(3, 3) |
| 5358 | .group_input_channels(15) |
| 5359 | .group_output_channels(17) |
| 5360 | .iterations(3) |
| 5361 | .TestNHWCxF16(); |
| 5362 | } |
| 5363 | |
| 5364 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_right_padding) { |
| 5365 | ConvolutionOperatorTester() |
| 5366 | .input_size(13, 12) |
| 5367 | .padding_right(1) |
| 5368 | .kernel_size(3, 3) |
| 5369 | .group_input_channels(15) |
| 5370 | .group_output_channels(17) |
| 5371 | .iterations(3) |
| 5372 | .TestNHWCxF16(); |
| 5373 | } |
| 5374 | |
| 5375 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_top_padding) { |
| 5376 | ConvolutionOperatorTester() |
| 5377 | .input_size(13, 12) |
| 5378 | .padding_top(1) |
| 5379 | .kernel_size(3, 3) |
| 5380 | .group_input_channels(15) |
| 5381 | .group_output_channels(17) |
| 5382 | .iterations(3) |
| 5383 | .TestNHWCxF16(); |
| 5384 | } |
| 5385 | |
| 5386 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_bottom_padding) { |
| 5387 | ConvolutionOperatorTester() |
| 5388 | .input_size(13, 12) |
| 5389 | .padding_bottom(1) |
| 5390 | .kernel_size(3, 3) |
| 5391 | .group_input_channels(15) |
| 5392 | .group_output_channels(17) |
| 5393 | .iterations(3) |
| 5394 | .TestNHWCxF16(); |
| 5395 | } |
| 5396 | |
| 5397 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_input_stride) { |
| 5398 | ConvolutionOperatorTester() |
| 5399 | .input_size(13, 12) |
| 5400 | .padding(1) |
| 5401 | .kernel_size(3, 3) |
| 5402 | .input_channel_stride(22) |
| 5403 | .group_input_channels(15) |
| 5404 | .group_output_channels(17) |
| 5405 | .iterations(3) |
| 5406 | .TestNHWCxF16(); |
| 5407 | } |
| 5408 | |
| 5409 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_output_stride) { |
| 5410 | ConvolutionOperatorTester() |
| 5411 | .input_size(13, 12) |
| 5412 | .padding(1) |
| 5413 | .kernel_size(3, 3) |
| 5414 | .output_channel_stride(23) |
| 5415 | .group_input_channels(15) |
| 5416 | .group_output_channels(17) |
| 5417 | .iterations(3) |
| 5418 | .TestNHWCxF16(); |
| 5419 | } |
| 5420 | |
| 5421 | TEST(CONVOLUTION_NHWC_F16, 3x3_without_bias) { |
| 5422 | ConvolutionOperatorTester() |
| 5423 | .has_bias(false) |
| 5424 | .input_size(10, 9) |
| 5425 | .padding(1) |
| 5426 | .kernel_size(3, 3) |
| 5427 | .group_input_channels(15) |
| 5428 | .group_output_channels(17) |
| 5429 | .iterations(3) |
| 5430 | .TestNHWCxF16(); |
| 5431 | } |
| 5432 | |
| 5433 | TEST(CONVOLUTION_NHWC_F16, 3x3_with_batch) { |
| 5434 | ConvolutionOperatorTester() |
| 5435 | .batch_size(3) |
| 5436 | .input_size(10, 9) |
| 5437 | .padding(1) |
| 5438 | .kernel_size(3, 3) |
| 5439 | .group_input_channels(15) |
| 5440 | .group_output_channels(17) |
| 5441 | .iterations(3) |
| 5442 | .TestNHWCxF16(); |
| 5443 | } |
| 5444 | |
| 5445 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3) { |
| 5446 | ConvolutionOperatorTester() |
| 5447 | .input_size(10, 11) |
| 5448 | .padding(1) |
| 5449 | .kernel_size(3, 3) |
| 5450 | .groups(2) |
| 5451 | .group_input_channels(14) |
| 5452 | .group_output_channels(13) |
| 5453 | .iterations(3) |
| 5454 | .TestNHWCxF16(); |
| 5455 | } |
| 5456 | |
| 5457 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_without_padding) { |
| 5458 | ConvolutionOperatorTester() |
| 5459 | .input_size(13, 12) |
| 5460 | .kernel_size(3, 3) |
| 5461 | .group_input_channels(15) |
| 5462 | .group_output_channels(17) |
| 5463 | .iterations(3) |
| 5464 | .TestNHWCxF16(); |
| 5465 | } |
| 5466 | |
| 5467 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_left_padding) { |
| 5468 | ConvolutionOperatorTester() |
| 5469 | .input_size(10, 11) |
| 5470 | .padding_left(1) |
| 5471 | .kernel_size(3, 3) |
| 5472 | .groups(2) |
| 5473 | .group_input_channels(14) |
| 5474 | .group_output_channels(13) |
| 5475 | .iterations(3) |
| 5476 | .TestNHWCxF16(); |
| 5477 | } |
| 5478 | |
| 5479 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_right_padding) { |
| 5480 | ConvolutionOperatorTester() |
| 5481 | .input_size(10, 11) |
| 5482 | .padding_right(1) |
| 5483 | .kernel_size(3, 3) |
| 5484 | .groups(2) |
| 5485 | .group_input_channels(14) |
| 5486 | .group_output_channels(13) |
| 5487 | .iterations(3) |
| 5488 | .TestNHWCxF16(); |
| 5489 | } |
| 5490 | |
| 5491 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_top_padding) { |
| 5492 | ConvolutionOperatorTester() |
| 5493 | .input_size(10, 11) |
| 5494 | .padding_top(1) |
| 5495 | .kernel_size(3, 3) |
| 5496 | .groups(2) |
| 5497 | .group_input_channels(14) |
| 5498 | .group_output_channels(13) |
| 5499 | .iterations(3) |
| 5500 | .TestNHWCxF16(); |
| 5501 | } |
| 5502 | |
| 5503 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_bottom_padding) { |
| 5504 | ConvolutionOperatorTester() |
| 5505 | .input_size(10, 11) |
| 5506 | .padding_bottom(1) |
| 5507 | .kernel_size(3, 3) |
| 5508 | .groups(2) |
| 5509 | .group_input_channels(14) |
| 5510 | .group_output_channels(13) |
| 5511 | .iterations(3) |
| 5512 | .TestNHWCxF16(); |
| 5513 | } |
| 5514 | |
| 5515 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_input_stride) { |
| 5516 | ConvolutionOperatorTester() |
| 5517 | .input_size(10, 11) |
| 5518 | .padding(1) |
| 5519 | .kernel_size(3, 3) |
| 5520 | .groups(2) |
| 5521 | .input_channel_stride(29) |
| 5522 | .group_input_channels(14) |
| 5523 | .group_output_channels(13) |
| 5524 | .iterations(3) |
| 5525 | .TestNHWCxF16(); |
| 5526 | } |
| 5527 | |
| 5528 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_output_stride) { |
| 5529 | ConvolutionOperatorTester() |
| 5530 | .input_size(10, 11) |
| 5531 | .padding(1) |
| 5532 | .kernel_size(3, 3) |
| 5533 | .groups(2) |
| 5534 | .output_channel_stride(31) |
| 5535 | .group_input_channels(14) |
| 5536 | .group_output_channels(13) |
| 5537 | .iterations(3) |
| 5538 | .TestNHWCxF16(); |
| 5539 | } |
| 5540 | |
| 5541 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_without_bias) { |
| 5542 | ConvolutionOperatorTester() |
| 5543 | .has_bias(false) |
| 5544 | .input_size(10, 11) |
| 5545 | .padding(1) |
| 5546 | .kernel_size(3, 3) |
| 5547 | .groups(2) |
| 5548 | .group_input_channels(14) |
| 5549 | .group_output_channels(13) |
| 5550 | .iterations(3) |
| 5551 | .TestNHWCxF16(); |
| 5552 | } |
| 5553 | |
| 5554 | TEST(CONVOLUTION_NHWC_F16, grouped_3x3_with_batch) { |
| 5555 | ConvolutionOperatorTester() |
| 5556 | .batch_size(3) |
| 5557 | .input_size(10, 11) |
| 5558 | .padding(1) |
| 5559 | .kernel_size(3, 3) |
| 5560 | .groups(2) |
| 5561 | .group_input_channels(14) |
| 5562 | .group_output_channels(13) |
| 5563 | .iterations(3) |
| 5564 | .TestNHWCxF16(); |
| 5565 | } |
| 5566 | |
| 5567 | TEST(CONVOLUTION_NHWC_F16, 3x3s2) { |
| 5568 | ConvolutionOperatorTester() |
| 5569 | .input_size(14, 13) |
| 5570 | .padding(1) |
| 5571 | .kernel_size(3, 3) |
| 5572 | .subsampling(2) |
| 5573 | .group_input_channels(27) |
| 5574 | .group_output_channels(19) |
| 5575 | .iterations(3) |
| 5576 | .TestNHWCxF16(); |
| 5577 | } |
| 5578 | |
| 5579 | TEST(CONVOLUTION_NHWC_F16, 3x3s2_with_tf_same_padding) { |
| 5580 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 5581 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 5582 | ConvolutionOperatorTester() |
| 5583 | .input_size(input_height, input_width) |
| 5584 | .padding_tf_same(true) |
| 5585 | .kernel_size(3, 3) |
| 5586 | .subsampling(2) |
| 5587 | .group_input_channels(27) |
| 5588 | .group_output_channels(19) |
| 5589 | .iterations(3) |
| 5590 | .TestNHWCxF16(); |
| 5591 | } |
| 5592 | } |
| 5593 | } |
| 5594 | |
| 5595 | TEST(CONVOLUTION_NHWC_F16, 3x3s1x2) { |
| 5596 | ConvolutionOperatorTester() |
| 5597 | .input_size(14, 13) |
| 5598 | .padding(1) |
| 5599 | .kernel_size(3, 3) |
| 5600 | .subsampling(1, 2) |
| 5601 | .group_input_channels(27) |
| 5602 | .group_output_channels(19) |
| 5603 | .iterations(3) |
| 5604 | .TestNHWCxF16(); |
| 5605 | } |
| 5606 | |
| 5607 | TEST(CONVOLUTION_NHWC_F16, 3x3s1x2_with_tf_same_padding) { |
| 5608 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 5609 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 5610 | ConvolutionOperatorTester() |
| 5611 | .input_size(input_height, input_width) |
| 5612 | .padding_tf_same(true) |
| 5613 | .kernel_size(3, 3) |
| 5614 | .subsampling(1, 2) |
| 5615 | .group_input_channels(27) |
| 5616 | .group_output_channels(19) |
| 5617 | .iterations(3) |
| 5618 | .TestNHWCxF16(); |
| 5619 | } |
| 5620 | } |
| 5621 | } |
| 5622 | |
| 5623 | TEST(CONVOLUTION_NHWC_F16, 3x3s2x1) { |
| 5624 | ConvolutionOperatorTester() |
| 5625 | .input_size(14, 13) |
| 5626 | .padding(1) |
| 5627 | .kernel_size(3, 3) |
| 5628 | .subsampling(2, 1) |
| 5629 | .group_input_channels(27) |
| 5630 | .group_output_channels(19) |
| 5631 | .iterations(3) |
| 5632 | .TestNHWCxF16(); |
| 5633 | } |
| 5634 | |
| 5635 | TEST(CONVOLUTION_NHWC_F16, 3x3s2x1_with_tf_same_padding) { |
| 5636 | for (size_t input_height = 13; input_height <= 14; input_height++) { |
| 5637 | for (size_t input_width = 13; input_width <= 14; input_width++) { |
| 5638 | ConvolutionOperatorTester() |
| 5639 | .input_size(input_height, input_width) |
| 5640 | .padding_tf_same(true) |
| 5641 | .kernel_size(3, 3) |
| 5642 | .subsampling(2, 1) |
| 5643 | .group_input_channels(27) |
| 5644 | .group_output_channels(19) |
| 5645 | .iterations(3) |
| 5646 | .TestNHWCxF16(); |
| 5647 | } |
| 5648 | } |
| 5649 | } |
| 5650 | |
| 5651 | TEST(CONVOLUTION_NHWC_F16, 3x3d2) { |
| 5652 | ConvolutionOperatorTester() |
| 5653 | .input_size(13, 14) |
| 5654 | .padding(2) |
| 5655 | .kernel_size(3, 3) |
| 5656 | .dilation(2) |
| 5657 | .group_input_channels(27) |
| 5658 | .group_output_channels(19) |
| 5659 | .iterations(3) |
| 5660 | .TestNHWCxF16(); |
| 5661 | } |
| 5662 | |
| 5663 | TEST(CONVOLUTION_NHWC_F16, 3x3d1x2) { |
| 5664 | ConvolutionOperatorTester() |
| 5665 | .input_size(14, 15) |
| 5666 | .padding(1, 2) |
| 5667 | .kernel_size(3, 3) |
| 5668 | .dilation(1, 2) |
| 5669 | .group_input_channels(27) |
| 5670 | .group_output_channels(19) |
| 5671 | .iterations(3) |
| 5672 | .TestNHWCxF16(); |
| 5673 | } |
| 5674 | |
| 5675 | TEST(CONVOLUTION_NHWC_F16, 3x3d2x1) { |
| 5676 | ConvolutionOperatorTester() |
| 5677 | .input_size(15, 14) |
| 5678 | .padding(2, 1) |
| 5679 | .kernel_size(3, 3) |
| 5680 | .dilation(2, 1) |
| 5681 | .group_input_channels(27) |
| 5682 | .group_output_channels(19) |
| 5683 | .iterations(3) |
| 5684 | .TestNHWCxF16(); |
| 5685 | } |
| 5686 | |
| 5687 | TEST(CONVOLUTION_NHWC_F16, unioutput_3x3) { |
| 5688 | ConvolutionOperatorTester() |
| 5689 | .input_size(3, 3) |
| 5690 | .padding(1) |
| 5691 | .kernel_size(3, 3) |
| 5692 | .group_input_channels(23) |
| 5693 | .group_output_channels(19) |
| 5694 | .iterations(3) |
| 5695 | .TestNHWCxF16(); |
| 5696 | } |
| 5697 | |
| 5698 | TEST(CONVOLUTION_NHWC_F16, unioutput_3x3_with_qmin) { |
| 5699 | ConvolutionOperatorTester() |
| 5700 | .input_size(3, 3) |
| 5701 | .padding(1) |
| 5702 | .kernel_size(3, 3) |
| 5703 | .group_input_channels(23) |
| 5704 | .group_output_channels(19) |
| 5705 | .qmin(128) |
| 5706 | .iterations(3) |
| 5707 | .TestNHWCxF16(); |
| 5708 | } |
| 5709 | |
| 5710 | TEST(CONVOLUTION_NHWC_F16, unioutput_3x3_with_qmax) { |
| 5711 | ConvolutionOperatorTester() |
| 5712 | .input_size(3, 3) |
| 5713 | .padding(1) |
| 5714 | .kernel_size(3, 3) |
| 5715 | .group_input_channels(23) |
| 5716 | .group_output_channels(19) |
| 5717 | .qmax(128) |
| 5718 | .iterations(3) |
| 5719 | .TestNHWCxF16(); |
| 5720 | } |
| 5721 | |
| 5722 | TEST(CONVOLUTION_NHWC_F16, unioutput_3x3_with_input_stride) { |
| 5723 | ConvolutionOperatorTester() |
| 5724 | .input_size(3, 3) |
| 5725 | .padding(1) |
| 5726 | .kernel_size(3, 3) |
| 5727 | .input_channel_stride(28) |
| 5728 | .group_input_channels(23) |
| 5729 | .group_output_channels(19) |
| 5730 | .iterations(3) |
| 5731 | .TestNHWCxF16(); |
| 5732 | } |
| 5733 | |
| 5734 | TEST(CONVOLUTION_NHWC_F16, unioutput_3x3_with_output_stride) { |
| 5735 | ConvolutionOperatorTester() |
| 5736 | .input_size(3, 3) |
| 5737 | .padding(1) |
| 5738 | .kernel_size(3, 3) |
| 5739 | .output_channel_stride(29) |
| 5740 | .group_input_channels(23) |
| 5741 | .group_output_channels(19) |
| 5742 | .iterations(3) |
| 5743 | .TestNHWCxF16(); |
| 5744 | } |
| 5745 | |
| 5746 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_3x3) { |
| 5747 | ConvolutionOperatorTester() |
| 5748 | .input_size(3, 3) |
| 5749 | .padding(1) |
| 5750 | .kernel_size(3, 3) |
| 5751 | .groups(2) |
| 5752 | .group_input_channels(17) |
| 5753 | .group_output_channels(13) |
| 5754 | .iterations(3) |
| 5755 | .TestNHWCxF16(); |
| 5756 | } |
| 5757 | |
| 5758 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_3x3_with_qmin) { |
| 5759 | ConvolutionOperatorTester() |
| 5760 | .input_size(3, 3) |
| 5761 | .padding(1) |
| 5762 | .kernel_size(3, 3) |
| 5763 | .groups(2) |
| 5764 | .group_input_channels(17) |
| 5765 | .group_output_channels(13) |
| 5766 | .qmin(128) |
| 5767 | .iterations(3) |
| 5768 | .TestNHWCxF16(); |
| 5769 | } |
| 5770 | |
| 5771 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_3x3_with_qmax) { |
| 5772 | ConvolutionOperatorTester() |
| 5773 | .input_size(3, 3) |
| 5774 | .padding(1) |
| 5775 | .kernel_size(3, 3) |
| 5776 | .groups(2) |
| 5777 | .group_input_channels(17) |
| 5778 | .group_output_channels(13) |
| 5779 | .qmax(128) |
| 5780 | .iterations(3) |
| 5781 | .TestNHWCxF16(); |
| 5782 | } |
| 5783 | |
| 5784 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_3x3_with_input_stride) { |
| 5785 | ConvolutionOperatorTester() |
| 5786 | .input_size(3, 3) |
| 5787 | .padding(1) |
| 5788 | .kernel_size(3, 3) |
| 5789 | .groups(2) |
| 5790 | .input_channel_stride(37) |
| 5791 | .group_input_channels(17) |
| 5792 | .group_output_channels(13) |
| 5793 | .iterations(3) |
| 5794 | .TestNHWCxF16(); |
| 5795 | } |
| 5796 | |
| 5797 | TEST(CONVOLUTION_NHWC_F16, unioutput_grouped_3x3_with_output_stride) { |
| 5798 | ConvolutionOperatorTester() |
| 5799 | .input_size(3, 3) |
| 5800 | .padding(1) |
| 5801 | .kernel_size(3, 3) |
| 5802 | .groups(2) |
| 5803 | .output_channel_stride(41) |
| 5804 | .group_input_channels(17) |
| 5805 | .group_output_channels(13) |
| 5806 | .iterations(3) |
| 5807 | .TestNHWCxF16(); |
| 5808 | } |
| 5809 | |
| 5810 | TEST(CONVOLUTION_NHWC_F16, depthwise_1x1) { |
| 5811 | ConvolutionOperatorTester() |
| 5812 | .input_size(15, 14) |
| 5813 | .kernel_size(1, 1) |
| 5814 | .groups(24) |
| 5815 | .iterations(3) |
| 5816 | .TestNHWCxF16(); |
| 5817 | } |
| 5818 | |
| 5819 | TEST(CONVOLUTION_NHWC_F16, depthwise_1x1_without_bias) { |
| 5820 | ConvolutionOperatorTester() |
| 5821 | .has_bias(false) |
| 5822 | .input_size(15, 14) |
| 5823 | .kernel_size(1, 1) |
| 5824 | .groups(24) |
| 5825 | .iterations(3) |
| 5826 | .TestNHWCxF16(); |
| 5827 | } |
| 5828 | |
| 5829 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2) { |
| 5830 | ConvolutionOperatorTester() |
| 5831 | .input_size(15, 14) |
| 5832 | .padding(1, 1) |
| 5833 | .kernel_size(2, 2) |
| 5834 | .groups(24) |
| 5835 | .iterations(3) |
| 5836 | .TestNHWCxF16(); |
| 5837 | } |
| 5838 | |
| 5839 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2_without_bias) { |
| 5840 | ConvolutionOperatorTester() |
| 5841 | .has_bias(false) |
| 5842 | .input_size(15, 14) |
| 5843 | .padding(1, 1) |
| 5844 | .kernel_size(2, 2) |
| 5845 | .groups(24) |
| 5846 | .iterations(3) |
| 5847 | .TestNHWCxF16(); |
| 5848 | } |
| 5849 | |
| 5850 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2s2) { |
| 5851 | ConvolutionOperatorTester() |
| 5852 | .input_size(15, 14) |
| 5853 | .padding(1, 1) |
| 5854 | .kernel_size(2, 2) |
| 5855 | .subsampling(2) |
| 5856 | .groups(27) |
| 5857 | .iterations(3) |
| 5858 | .TestNHWCxF16(); |
| 5859 | } |
| 5860 | |
| 5861 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2s1x2) { |
| 5862 | ConvolutionOperatorTester() |
| 5863 | .input_size(15, 14) |
| 5864 | .padding(1, 1) |
| 5865 | .kernel_size(2, 2) |
| 5866 | .subsampling(1, 2) |
| 5867 | .groups(27) |
| 5868 | .iterations(3) |
| 5869 | .TestNHWCxF16(); |
| 5870 | } |
| 5871 | |
| 5872 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2s2x1) { |
| 5873 | ConvolutionOperatorTester() |
| 5874 | .input_size(15, 14) |
| 5875 | .padding(1, 1) |
| 5876 | .kernel_size(2, 2) |
| 5877 | .subsampling(2, 1) |
| 5878 | .groups(27) |
| 5879 | .iterations(3) |
| 5880 | .TestNHWCxF16(); |
| 5881 | } |
| 5882 | |
| 5883 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2d2) { |
| 5884 | ConvolutionOperatorTester() |
| 5885 | .input_size(15, 14) |
| 5886 | .padding(1, 1) |
| 5887 | .kernel_size(2, 2) |
| 5888 | .dilation(2) |
| 5889 | .groups(27) |
| 5890 | .iterations(3) |
| 5891 | .TestNHWCxF16(); |
| 5892 | } |
| 5893 | |
| 5894 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2d1x2) { |
| 5895 | ConvolutionOperatorTester() |
| 5896 | .input_size(15, 14) |
| 5897 | .padding(1, 1) |
| 5898 | .kernel_size(2, 2) |
| 5899 | .dilation(1, 2) |
| 5900 | .groups(27) |
| 5901 | .iterations(3) |
| 5902 | .TestNHWCxF16(); |
| 5903 | } |
| 5904 | |
| 5905 | TEST(CONVOLUTION_NHWC_F16, depthwise_2x2d2x1) { |
| 5906 | ConvolutionOperatorTester() |
| 5907 | .input_size(15, 14) |
| 5908 | .padding(1, 1) |
| 5909 | .kernel_size(2, 2) |
| 5910 | .dilation(2, 1) |
| 5911 | .groups(27) |
| 5912 | .iterations(3) |
| 5913 | .TestNHWCxF16(); |
| 5914 | } |
| 5915 | |
| 5916 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3) { |
| 5917 | ConvolutionOperatorTester() |
| 5918 | .input_size(15, 14) |
| 5919 | .padding(1, 1) |
| 5920 | .kernel_size(3, 3) |
| 5921 | .groups(24) |
| 5922 | .iterations(3) |
| 5923 | .TestNHWCxF16(); |
| 5924 | } |
| 5925 | |
| 5926 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3_without_bias) { |
| 5927 | ConvolutionOperatorTester() |
| 5928 | .has_bias(false) |
| 5929 | .input_size(15, 14) |
| 5930 | .padding(1, 1) |
| 5931 | .kernel_size(3, 3) |
| 5932 | .groups(24) |
| 5933 | .iterations(3) |
| 5934 | .TestNHWCxF16(); |
| 5935 | } |
| 5936 | |
| 5937 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3s2) { |
| 5938 | ConvolutionOperatorTester() |
| 5939 | .input_size(15, 14) |
| 5940 | .padding(1, 1) |
| 5941 | .kernel_size(3, 3) |
| 5942 | .subsampling(2) |
| 5943 | .groups(27) |
| 5944 | .iterations(3) |
| 5945 | .TestNHWCxF16(); |
| 5946 | } |
| 5947 | |
| 5948 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3s2_with_tf_same_padding) { |
| 5949 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 5950 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 5951 | ConvolutionOperatorTester() |
| 5952 | .input_size(input_height, input_width) |
| 5953 | .padding_tf_same(true) |
| 5954 | .kernel_size(3, 3) |
| 5955 | .subsampling(2) |
| 5956 | .groups(27) |
| 5957 | .iterations(3) |
| 5958 | .TestNHWCxF16(); |
| 5959 | } |
| 5960 | } |
| 5961 | } |
| 5962 | |
| 5963 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3s1x2) { |
| 5964 | ConvolutionOperatorTester() |
| 5965 | .input_size(15, 14) |
| 5966 | .padding(1, 1) |
| 5967 | .kernel_size(3, 3) |
| 5968 | .subsampling(1, 2) |
| 5969 | .groups(27) |
| 5970 | .iterations(3) |
| 5971 | .TestNHWCxF16(); |
| 5972 | } |
| 5973 | |
| 5974 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3s1x2_with_tf_same_padding) { |
| 5975 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 5976 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 5977 | ConvolutionOperatorTester() |
| 5978 | .input_size(input_height, input_width) |
| 5979 | .padding_tf_same(true) |
| 5980 | .kernel_size(3, 3) |
| 5981 | .subsampling(1, 2) |
| 5982 | .groups(27) |
| 5983 | .iterations(3) |
| 5984 | .TestNHWCxF16(); |
| 5985 | } |
| 5986 | } |
| 5987 | } |
| 5988 | |
| 5989 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3s2x1) { |
| 5990 | ConvolutionOperatorTester() |
| 5991 | .input_size(15, 14) |
| 5992 | .padding(1, 1) |
| 5993 | .kernel_size(3, 3) |
| 5994 | .subsampling(2, 1) |
| 5995 | .groups(27) |
| 5996 | .iterations(3) |
| 5997 | .TestNHWCxF16(); |
| 5998 | } |
| 5999 | |
| 6000 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3s2x1_with_tf_same_padding) { |
| 6001 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 6002 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 6003 | ConvolutionOperatorTester() |
| 6004 | .input_size(input_height, input_width) |
| 6005 | .padding_tf_same(true) |
| 6006 | .kernel_size(3, 3) |
| 6007 | .subsampling(2, 1) |
| 6008 | .groups(27) |
| 6009 | .iterations(3) |
| 6010 | .TestNHWCxF16(); |
| 6011 | } |
| 6012 | } |
| 6013 | } |
| 6014 | |
| 6015 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3d2) { |
| 6016 | ConvolutionOperatorTester() |
| 6017 | .input_size(15, 14) |
| 6018 | .padding(1, 1) |
| 6019 | .kernel_size(3, 3) |
| 6020 | .dilation(2) |
| 6021 | .groups(27) |
| 6022 | .iterations(3) |
| 6023 | .TestNHWCxF16(); |
| 6024 | } |
| 6025 | |
| 6026 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3d1x2) { |
| 6027 | ConvolutionOperatorTester() |
| 6028 | .input_size(15, 14) |
| 6029 | .padding(1, 1) |
| 6030 | .kernel_size(3, 3) |
| 6031 | .dilation(1, 2) |
| 6032 | .groups(27) |
| 6033 | .iterations(3) |
| 6034 | .TestNHWCxF16(); |
| 6035 | } |
| 6036 | |
| 6037 | TEST(CONVOLUTION_NHWC_F16, depthwise_3x3d2x1) { |
| 6038 | ConvolutionOperatorTester() |
| 6039 | .input_size(15, 14) |
| 6040 | .padding(1, 1) |
| 6041 | .kernel_size(3, 3) |
| 6042 | .dilation(2, 1) |
| 6043 | .groups(27) |
| 6044 | .iterations(3) |
| 6045 | .TestNHWCxF16(); |
| 6046 | } |
| 6047 | |
| 6048 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5) { |
| 6049 | ConvolutionOperatorTester() |
| 6050 | .input_size(15, 14) |
| 6051 | .padding(2, 2) |
| 6052 | .kernel_size(5, 5) |
| 6053 | .groups(27) |
| 6054 | .iterations(3) |
| 6055 | .TestNHWCxF16(); |
| 6056 | } |
| 6057 | |
| 6058 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5_without_bias) { |
| 6059 | ConvolutionOperatorTester() |
| 6060 | .has_bias(false) |
| 6061 | .input_size(15, 14) |
| 6062 | .padding(2, 2) |
| 6063 | .kernel_size(5, 5) |
| 6064 | .groups(27) |
| 6065 | .iterations(3) |
| 6066 | .TestNHWCxF16(); |
| 6067 | } |
| 6068 | |
| 6069 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5s2) { |
| 6070 | ConvolutionOperatorTester() |
| 6071 | .input_size(15, 14) |
| 6072 | .padding(2, 2) |
| 6073 | .kernel_size(5, 5) |
| 6074 | .subsampling(2) |
| 6075 | .groups(27) |
| 6076 | .iterations(3) |
| 6077 | .TestNHWCxF16(); |
| 6078 | } |
| 6079 | |
| 6080 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5s1x2) { |
| 6081 | ConvolutionOperatorTester() |
| 6082 | .input_size(15, 14) |
| 6083 | .padding(2, 2) |
| 6084 | .kernel_size(5, 5) |
| 6085 | .subsampling(1, 2) |
| 6086 | .groups(27) |
| 6087 | .iterations(3) |
| 6088 | .TestNHWCxF16(); |
| 6089 | } |
| 6090 | |
| 6091 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5s2x1) { |
| 6092 | ConvolutionOperatorTester() |
| 6093 | .input_size(15, 14) |
| 6094 | .padding(2, 2) |
| 6095 | .kernel_size(5, 5) |
| 6096 | .subsampling(2, 1) |
| 6097 | .groups(27) |
| 6098 | .iterations(3) |
| 6099 | .TestNHWCxF16(); |
| 6100 | } |
| 6101 | |
| 6102 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5d2) { |
| 6103 | ConvolutionOperatorTester() |
| 6104 | .input_size(15, 14) |
| 6105 | .padding(2, 2) |
| 6106 | .kernel_size(5, 5) |
| 6107 | .dilation(2) |
| 6108 | .groups(27) |
| 6109 | .iterations(3) |
| 6110 | .TestNHWCxF16(); |
| 6111 | } |
| 6112 | |
| 6113 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5d1x2) { |
| 6114 | ConvolutionOperatorTester() |
| 6115 | .input_size(15, 14) |
| 6116 | .padding(2, 2) |
| 6117 | .kernel_size(5, 5) |
| 6118 | .dilation(1, 2) |
| 6119 | .groups(27) |
| 6120 | .iterations(3) |
| 6121 | .TestNHWCxF16(); |
| 6122 | } |
| 6123 | |
| 6124 | TEST(CONVOLUTION_NHWC_F16, depthwise_5x5d2x1) { |
| 6125 | ConvolutionOperatorTester() |
| 6126 | .input_size(15, 14) |
| 6127 | .padding(2, 2) |
| 6128 | .kernel_size(5, 5) |
| 6129 | .dilation(2, 1) |
| 6130 | .groups(27) |
| 6131 | .iterations(3) |
| 6132 | .TestNHWCxF16(); |
| 6133 | } |
| 6134 | |
| 6135 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 1x1) { |
| 6136 | ConvolutionOperatorTester() |
| 6137 | .depthwise_layout(true) |
| 6138 | .input_size(15, 14) |
| 6139 | .kernel_size(1, 1) |
| 6140 | .groups(24) |
| 6141 | .iterations(3) |
| 6142 | .TestNHWCxF16(); |
| 6143 | } |
| 6144 | |
| 6145 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 1x1_with_depth_multiplier) { |
| 6146 | ConvolutionOperatorTester() |
| 6147 | .depthwise_layout(true) |
| 6148 | .input_size(15, 14) |
| 6149 | .kernel_size(1, 1) |
| 6150 | .groups(24) |
| 6151 | .group_output_channels(3) |
| 6152 | .iterations(3) |
| 6153 | .TestNHWCxF16(); |
| 6154 | } |
| 6155 | |
| 6156 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 1x1_without_bias) { |
| 6157 | ConvolutionOperatorTester() |
| 6158 | .depthwise_layout(true) |
| 6159 | .has_bias(false) |
| 6160 | .input_size(15, 14) |
| 6161 | .kernel_size(1, 1) |
| 6162 | .groups(24) |
| 6163 | .iterations(3) |
| 6164 | .TestNHWCxF16(); |
| 6165 | } |
| 6166 | |
| 6167 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 2x2) { |
| 6168 | ConvolutionOperatorTester() |
| 6169 | .depthwise_layout(true) |
| 6170 | .input_size(15, 14) |
| 6171 | .padding(1, 1) |
| 6172 | .kernel_size(2, 2) |
| 6173 | .groups(24) |
| 6174 | .iterations(3) |
| 6175 | .TestNHWCxF16(); |
| 6176 | } |
| 6177 | |
| 6178 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 2x2_with_depth_multiplier) { |
| 6179 | ConvolutionOperatorTester() |
| 6180 | .depthwise_layout(true) |
| 6181 | .input_size(15, 14) |
| 6182 | .padding(1, 1) |
| 6183 | .kernel_size(2, 2) |
| 6184 | .groups(24) |
| 6185 | .group_output_channels(3) |
| 6186 | .iterations(3) |
| 6187 | .TestNHWCxF16(); |
| 6188 | } |
| 6189 | |
| 6190 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 2x2_without_bias) { |
| 6191 | ConvolutionOperatorTester() |
| 6192 | .depthwise_layout(true) |
| 6193 | .has_bias(false) |
| 6194 | .input_size(15, 14) |
| 6195 | .padding(1, 1) |
| 6196 | .kernel_size(2, 2) |
| 6197 | .groups(24) |
| 6198 | .iterations(3) |
| 6199 | .TestNHWCxF16(); |
| 6200 | } |
| 6201 | |
| 6202 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 3x3) { |
| 6203 | ConvolutionOperatorTester() |
| 6204 | .depthwise_layout(true) |
| 6205 | .input_size(15, 14) |
| 6206 | .padding(1, 1) |
| 6207 | .kernel_size(3, 3) |
| 6208 | .groups(24) |
| 6209 | .iterations(3) |
| 6210 | .TestNHWCxF16(); |
| 6211 | } |
| 6212 | |
| 6213 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 3x3_with_depth_multiplier) { |
| 6214 | ConvolutionOperatorTester() |
| 6215 | .depthwise_layout(true) |
| 6216 | .input_size(15, 14) |
| 6217 | .padding(1, 1) |
| 6218 | .kernel_size(3, 3) |
| 6219 | .groups(24) |
| 6220 | .group_output_channels(3) |
| 6221 | .iterations(3) |
| 6222 | .TestNHWCxF16(); |
| 6223 | } |
| 6224 | |
| 6225 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 3x3_without_bias) { |
| 6226 | ConvolutionOperatorTester() |
| 6227 | .depthwise_layout(true) |
| 6228 | .has_bias(false) |
| 6229 | .input_size(15, 14) |
| 6230 | .padding(1, 1) |
| 6231 | .kernel_size(3, 3) |
| 6232 | .groups(24) |
| 6233 | .iterations(3) |
| 6234 | .TestNHWCxF16(); |
| 6235 | } |
| 6236 | |
| 6237 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 3x3s2_with_tf_same_padding) { |
| 6238 | for (size_t input_height = 14; input_height <= 15; input_height++) { |
| 6239 | for (size_t input_width = 14; input_width <= 15; input_width++) { |
| 6240 | ConvolutionOperatorTester() |
| 6241 | .depthwise_layout(true) |
| 6242 | .input_size(input_height, input_width) |
| 6243 | .padding_tf_same(true) |
| 6244 | .kernel_size(3, 3) |
| 6245 | .groups(24) |
| 6246 | .iterations(3) |
| 6247 | .TestNHWCxF16(); |
| 6248 | } |
| 6249 | } |
| 6250 | } |
| 6251 | |
| 6252 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 5x5) { |
| 6253 | ConvolutionOperatorTester() |
| 6254 | .depthwise_layout(true) |
| 6255 | .input_size(15, 14) |
| 6256 | .padding(2, 2) |
| 6257 | .kernel_size(5, 5) |
| 6258 | .groups(24) |
| 6259 | .iterations(3) |
| 6260 | .TestNHWCxF16(); |
| 6261 | } |
| 6262 | |
| 6263 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 5x5_with_depth_multiplier) { |
| 6264 | ConvolutionOperatorTester() |
| 6265 | .depthwise_layout(true) |
| 6266 | .input_size(15, 14) |
| 6267 | .padding(2, 2) |
| 6268 | .kernel_size(5, 5) |
| 6269 | .groups(24) |
| 6270 | .group_output_channels(3) |
| 6271 | .iterations(3) |
| 6272 | .TestNHWCxF16(); |
| 6273 | } |
| 6274 | |
| 6275 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 5x5_without_bias) { |
| 6276 | ConvolutionOperatorTester() |
| 6277 | .depthwise_layout(true) |
| 6278 | .has_bias(false) |
| 6279 | .input_size(15, 14) |
| 6280 | .padding(2, 2) |
| 6281 | .kernel_size(5, 5) |
| 6282 | .groups(24) |
| 6283 | .iterations(3) |
| 6284 | .TestNHWCxF16(); |
| 6285 | } |
| 6286 | |
| 6287 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 7x7) { |
| 6288 | ConvolutionOperatorTester() |
| 6289 | .depthwise_layout(true) |
| 6290 | .input_size(15, 14) |
| 6291 | .padding(3, 3) |
| 6292 | .kernel_size(7, 7) |
| 6293 | .groups(24) |
| 6294 | .iterations(3) |
| 6295 | .TestNHWCxF16(); |
| 6296 | } |
| 6297 | |
| 6298 | TEST(DEPTHWISE_CONVOLUTION_NHWC_F16, 7x7_without_bias) { |
| 6299 | ConvolutionOperatorTester() |
| 6300 | .depthwise_layout(true) |
| 6301 | .has_bias(false) |
| 6302 | .input_size(15, 14) |
| 6303 | .padding(3, 3) |
| 6304 | .kernel_size(7, 7) |
| 6305 | .groups(24) |
| 6306 | .iterations(3) |
| 6307 | .TestNHWCxF16(); |
| 6308 | } |
| 6309 | |
| 6310 | TEST(CONVOLUTION_NHWC_F16, setup_changing_input_buffer) { |
| 6311 | ConvolutionOperatorTester() |
| 6312 | .batch_size(3) |
| 6313 | .input_height(8) |
| 6314 | .input_width(8) |
| 6315 | .kernel_height(5) |
| 6316 | .kernel_width(3) |
| 6317 | .group_input_channels(15) |
| 6318 | .group_output_channels(17) |
| 6319 | .TestSetupNHWCxF16(); |
| 6320 | } |
| 6321 | |
| 6322 | TEST(CONVOLUTION_NHWC_F16, setup_changing_input_buffer_grouped) { |
| 6323 | ConvolutionOperatorTester() |
| 6324 | .batch_size(3) |
| 6325 | .input_height(8) |
| 6326 | .input_width(8) |
| 6327 | .kernel_height(5) |
| 6328 | .kernel_width(3) |
| 6329 | .groups(2) |
| 6330 | .group_input_channels(15) |
| 6331 | .group_output_channels(17) |
| 6332 | .TestSetupNHWCxF16(); |
| 6333 | } |
| 6334 | |
| 6335 | TEST(CONVOLUTION_NHWC_F16, setup_changing_input_buffer_depthwise) { |
| 6336 | ConvolutionOperatorTester() |
| 6337 | .batch_size(3) |
| 6338 | .input_height(8) |
| 6339 | .input_width(8) |
| 6340 | .kernel_height(3) |
| 6341 | .kernel_width(3) |
| 6342 | .groups(19) |
| 6343 | .group_input_channels(1) |
| 6344 | .group_output_channels(1) |
| 6345 | .TestSetupNHWCxF16(); |
| 6346 | } |
| 6347 | |
| 6348 | TEST(CONVOLUTION_NHWC_F16, setup_increasing_batch) { |
| 6349 | ConvolutionOperatorTester() |
| 6350 | .batch_size(3) |
| 6351 | .next_batch_size(5) |
| 6352 | .input_height(8) |
| 6353 | .input_width(8) |
| 6354 | .kernel_height(5) |
| 6355 | .kernel_width(3) |
| 6356 | .group_input_channels(15) |
| 6357 | .group_output_channels(17) |
| 6358 | .TestSetupNHWCxF16(); |
| 6359 | } |
| 6360 | |
| 6361 | TEST(CONVOLUTION_NHWC_F16, setup_increasing_batch_grouped) { |
| 6362 | ConvolutionOperatorTester() |
| 6363 | .batch_size(3) |
| 6364 | .next_batch_size(5) |
| 6365 | .input_height(8) |
| 6366 | .input_width(8) |
| 6367 | .kernel_height(5) |
| 6368 | .kernel_width(3) |
| 6369 | .groups(2) |
| 6370 | .group_input_channels(15) |
| 6371 | .group_output_channels(17) |
| 6372 | .TestSetupNHWCxF16(); |
| 6373 | } |
| 6374 | |
| 6375 | TEST(CONVOLUTION_NHWC_F16, setup_increasing_batch_depthwise) { |
| 6376 | ConvolutionOperatorTester() |
| 6377 | .batch_size(3) |
| 6378 | .next_batch_size(5) |
| 6379 | .input_height(8) |
| 6380 | .input_width(8) |
| 6381 | .kernel_height(3) |
| 6382 | .kernel_width(3) |
| 6383 | .groups(19) |
| 6384 | .group_input_channels(1) |
| 6385 | .group_output_channels(1) |
| 6386 | .TestSetupNHWCxF16(); |
| 6387 | } |
| 6388 | |
| 6389 | TEST(CONVOLUTION_NHWC_F16, setup_decreasing_batch) { |
| 6390 | ConvolutionOperatorTester() |
| 6391 | .batch_size(5) |
| 6392 | .next_batch_size(3) |
| 6393 | .input_height(8) |
| 6394 | .input_width(8) |
| 6395 | .kernel_height(5) |
| 6396 | .kernel_width(3) |
| 6397 | .group_input_channels(15) |
| 6398 | .group_output_channels(17) |
| 6399 | .TestSetupNHWCxF16(); |
| 6400 | } |
| 6401 | |
| 6402 | TEST(CONVOLUTION_NHWC_F16, setup_decreasing_batch_grouped) { |
| 6403 | ConvolutionOperatorTester() |
| 6404 | .batch_size(5) |
| 6405 | .next_batch_size(3) |
| 6406 | .input_height(8) |
| 6407 | .input_width(8) |
| 6408 | .kernel_height(5) |
| 6409 | .kernel_width(3) |
| 6410 | .groups(2) |
| 6411 | .group_input_channels(15) |
| 6412 | .group_output_channels(17) |
| 6413 | .TestSetupNHWCxF16(); |
| 6414 | } |
| 6415 | |
| 6416 | TEST(CONVOLUTION_NHWC_F16, setup_decreasing_batch_depthwise) { |
| 6417 | ConvolutionOperatorTester() |
| 6418 | .batch_size(5) |
| 6419 | .next_batch_size(3) |
| 6420 | .input_height(8) |
| 6421 | .input_width(8) |
| 6422 | .kernel_height(3) |
| 6423 | .kernel_width(3) |
| 6424 | .groups(19) |
| 6425 | .group_input_channels(1) |
| 6426 | .group_output_channels(1) |
| 6427 | .TestSetupNHWCxF16(); |
| 6428 | } |
| 6429 | |
| 6430 | TEST(CONVOLUTION_NHWC_F16, setup_changing_height) { |
| 6431 | ConvolutionOperatorTester() |
| 6432 | .batch_size(3) |
| 6433 | .input_height(8) |
| 6434 | .input_width(8) |
| 6435 | .next_input_height(9) |
| 6436 | .kernel_height(5) |
| 6437 | .kernel_width(3) |
| 6438 | .group_input_channels(15) |
| 6439 | .group_output_channels(17) |
| 6440 | .TestSetupNHWCxF16(); |
| 6441 | ConvolutionOperatorTester() |
| 6442 | .batch_size(3) |
| 6443 | .input_height(8) |
| 6444 | .input_width(8) |
| 6445 | .next_input_height(7) |
| 6446 | .kernel_height(5) |
| 6447 | .kernel_width(3) |
| 6448 | .group_input_channels(15) |
| 6449 | .group_output_channels(17) |
| 6450 | .TestSetupNHWCxF16(); |
| 6451 | } |
| 6452 | |
| 6453 | TEST(CONVOLUTION_NHWC_F16, setup_changing_height_grouped) { |
| 6454 | ConvolutionOperatorTester() |
| 6455 | .batch_size(3) |
| 6456 | .input_height(8) |
| 6457 | .input_width(8) |
| 6458 | .next_input_height(9) |
| 6459 | .kernel_height(5) |
| 6460 | .kernel_width(3) |
| 6461 | .groups(2) |
| 6462 | .group_input_channels(15) |
| 6463 | .group_output_channels(17) |
| 6464 | .TestSetupNHWCxF16(); |
| 6465 | ConvolutionOperatorTester() |
| 6466 | .batch_size(3) |
| 6467 | .input_height(8) |
| 6468 | .input_width(8) |
| 6469 | .next_input_height(7) |
| 6470 | .kernel_height(5) |
| 6471 | .kernel_width(3) |
| 6472 | .groups(2) |
| 6473 | .group_input_channels(15) |
| 6474 | .group_output_channels(17) |
| 6475 | .TestSetupNHWCxF16(); |
| 6476 | } |
| 6477 | |
| 6478 | TEST(CONVOLUTION_NHWC_F16, setup_changing_height_depthwise) { |
| 6479 | ConvolutionOperatorTester() |
| 6480 | .batch_size(3) |
| 6481 | .input_height(8) |
| 6482 | .input_width(8) |
| 6483 | .next_input_height(9) |
| 6484 | .kernel_height(3) |
| 6485 | .kernel_width(3) |
| 6486 | .groups(19) |
| 6487 | .group_input_channels(1) |
| 6488 | .group_output_channels(1) |
| 6489 | .TestSetupNHWCxF16(); |
| 6490 | ConvolutionOperatorTester() |
| 6491 | .batch_size(3) |
| 6492 | .input_height(8) |
| 6493 | .input_width(8) |
| 6494 | .next_input_height(7) |
| 6495 | .kernel_height(3) |
| 6496 | .kernel_width(3) |
| 6497 | .groups(19) |
| 6498 | .group_input_channels(1) |
| 6499 | .group_output_channels(1) |
| 6500 | .TestSetupNHWCxF16(); |
| 6501 | } |
| 6502 | |
| 6503 | TEST(CONVOLUTION_NHWC_F16, setup_changing_width) { |
| 6504 | ConvolutionOperatorTester() |
| 6505 | .batch_size(3) |
| 6506 | .input_height(8) |
| 6507 | .input_width(8) |
| 6508 | .next_input_width(9) |
| 6509 | .kernel_height(5) |
| 6510 | .kernel_width(3) |
| 6511 | .group_input_channels(15) |
| 6512 | .group_output_channels(17) |
| 6513 | .TestSetupNHWCxF16(); |
| 6514 | ConvolutionOperatorTester() |
| 6515 | .batch_size(3) |
| 6516 | .input_height(8) |
| 6517 | .input_width(8) |
| 6518 | .next_input_width(7) |
| 6519 | .kernel_height(5) |
| 6520 | .kernel_width(3) |
| 6521 | .group_input_channels(15) |
| 6522 | .group_output_channels(17) |
| 6523 | .TestSetupNHWCxF16(); |
| 6524 | } |
| 6525 | |
| 6526 | TEST(CONVOLUTION_NHWC_F16, setup_changing_width_grouped) { |
| 6527 | ConvolutionOperatorTester() |
| 6528 | .batch_size(3) |
| 6529 | .input_height(8) |
| 6530 | .input_width(8) |
| 6531 | .next_input_width(9) |
| 6532 | .kernel_height(5) |
| 6533 | .kernel_width(3) |
| 6534 | .groups(2) |
| 6535 | .group_input_channels(15) |
| 6536 | .group_output_channels(17) |
| 6537 | .TestSetupNHWCxF16(); |
| 6538 | ConvolutionOperatorTester() |
| 6539 | .batch_size(3) |
| 6540 | .input_height(8) |
| 6541 | .input_width(8) |
| 6542 | .next_input_width(7) |
| 6543 | .kernel_height(5) |
| 6544 | .kernel_width(3) |
| 6545 | .groups(2) |
| 6546 | .group_input_channels(15) |
| 6547 | .group_output_channels(17) |
| 6548 | .TestSetupNHWCxF16(); |
| 6549 | } |
| 6550 | |
| 6551 | TEST(CONVOLUTION_NHWC_F16, setup_changing_width_depthwise) { |
| 6552 | ConvolutionOperatorTester() |
| 6553 | .batch_size(3) |
| 6554 | .input_height(8) |
| 6555 | .input_width(8) |
| 6556 | .next_input_width(9) |
| 6557 | .kernel_height(3) |
| 6558 | .kernel_width(3) |
| 6559 | .groups(19) |
| 6560 | .group_input_channels(1) |
| 6561 | .group_output_channels(1) |
| 6562 | .TestSetupNHWCxF16(); |
| 6563 | ConvolutionOperatorTester() |
| 6564 | .batch_size(3) |
| 6565 | .input_height(8) |
| 6566 | .input_width(8) |
| 6567 | .next_input_width(7) |
| 6568 | .kernel_height(3) |
| 6569 | .kernel_width(3) |
| 6570 | .groups(19) |
| 6571 | .group_input_channels(1) |
| 6572 | .group_output_channels(1) |
| 6573 | .TestSetupNHWCxF16(); |
| 6574 | } |
| 6575 | |
| 6576 | TEST(CONVOLUTION_NHWC_F16, setup_swap_height_and_width) { |
| 6577 | ConvolutionOperatorTester() |
| 6578 | .batch_size(3) |
| 6579 | .input_height(9) |
| 6580 | .input_width(8) |
| 6581 | .next_input_height(8) |
| 6582 | .next_input_width(9) |
| 6583 | .kernel_height(5) |
| 6584 | .kernel_width(3) |
| 6585 | .group_input_channels(15) |
| 6586 | .group_output_channels(17) |
| 6587 | .TestSetupNHWCxF16(); |
| 6588 | } |
| 6589 | |
| 6590 | TEST(CONVOLUTION_NHWC_F16, setup_swap_height_and_width_grouped) { |
| 6591 | ConvolutionOperatorTester() |
| 6592 | .batch_size(3) |
| 6593 | .input_height(9) |
| 6594 | .input_width(8) |
| 6595 | .next_input_height(8) |
| 6596 | .next_input_width(9) |
| 6597 | .kernel_height(5) |
| 6598 | .kernel_width(3) |
| 6599 | .groups(2) |
| 6600 | .group_input_channels(15) |
| 6601 | .group_output_channels(17) |
| 6602 | .TestSetupNHWCxF16(); |
| 6603 | } |
| 6604 | |
| 6605 | TEST(CONVOLUTION_NHWC_F16, setup_swap_height_and_width_depthwise) { |
| 6606 | ConvolutionOperatorTester() |
| 6607 | .batch_size(3) |
| 6608 | .input_height(9) |
| 6609 | .input_width(8) |
| 6610 | .next_input_height(8) |
| 6611 | .next_input_width(9) |
| 6612 | .kernel_height(3) |
| 6613 | .kernel_width(3) |
| 6614 | .groups(19) |
| 6615 | .group_input_channels(1) |
| 6616 | .group_output_channels(1) |
| 6617 | .TestSetupNHWCxF16(); |
| 6618 | } |