| Marat Dukhan | af2ba00 | 2021-10-24 14:21:41 -0700 | [diff] [blame] | 1 | // Copyright 2021 Google LLC |
| 2 | // |
| 3 | // This source code is licensed under the BSD-style license found in the |
| 4 | // LICENSE file in the root directory of this source tree. |
| 5 | |
| 6 | #include <gtest/gtest.h> |
| 7 | |
| 8 | #include "convert-operator-tester.h" |
| 9 | |
| 10 | |
| 11 | TEST(CONVERT_NC_F16_F32, unit_batch) { |
| 12 | for (size_t channels = 1; channels < 100; channels++) { |
| 13 | ConvertOperatorTester() |
| 14 | .batch_size(1) |
| 15 | .channels(channels) |
| 16 | .iterations(3) |
| 17 | .TestF16toF32(); |
| 18 | } |
| 19 | } |
| 20 | |
| 21 | TEST(CONVERT_NC_F16_F32, small_batch) { |
| 22 | for (size_t channels = 1; channels < 100; channels++) { |
| 23 | ConvertOperatorTester() |
| 24 | .batch_size(3) |
| 25 | .channels(channels) |
| 26 | .iterations(3) |
| 27 | .TestF16toF32(); |
| 28 | } |
| 29 | } |
| 30 | |
| 31 | TEST(CONVERT_NC_F16_F32, small_batch_with_input_stride) { |
| 32 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 33 | ConvertOperatorTester() |
| 34 | .batch_size(3) |
| 35 | .channels(channels) |
| 36 | .input_stride(129) |
| 37 | .iterations(3) |
| 38 | .TestF16toF32(); |
| 39 | } |
| 40 | } |
| 41 | |
| 42 | TEST(CONVERT_NC_F16_F32, small_batch_with_output_stride) { |
| 43 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 44 | ConvertOperatorTester() |
| 45 | .batch_size(3) |
| 46 | .channels(channels) |
| 47 | .output_stride(117) |
| 48 | .iterations(3) |
| 49 | .TestF16toF32(); |
| 50 | } |
| 51 | } |
| 52 | |
| 53 | TEST(CONVERT_NC_F16_F32, small_batch_with_input_and_output_stride) { |
| 54 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 55 | ConvertOperatorTester() |
| 56 | .batch_size(3) |
| 57 | .channels(channels) |
| 58 | .input_stride(129) |
| 59 | .output_stride(117) |
| 60 | .iterations(3) |
| 61 | .TestF16toF32(); |
| 62 | } |
| 63 | } |
| Marat Dukhan | a0c6168 | 2021-11-10 19:23:41 -0800 | [diff] [blame] | 64 | |
| 65 | TEST(CONVERT_NC_F32_F16, unit_batch) { |
| 66 | for (size_t channels = 1; channels < 100; channels++) { |
| 67 | ConvertOperatorTester() |
| 68 | .batch_size(1) |
| 69 | .channels(channels) |
| 70 | .iterations(3) |
| 71 | .TestF32toF16(); |
| 72 | } |
| 73 | } |
| 74 | |
| 75 | TEST(CONVERT_NC_F32_F16, small_batch) { |
| 76 | for (size_t channels = 1; channels < 100; channels++) { |
| 77 | ConvertOperatorTester() |
| 78 | .batch_size(3) |
| 79 | .channels(channels) |
| 80 | .iterations(3) |
| 81 | .TestF32toF16(); |
| 82 | } |
| 83 | } |
| 84 | |
| 85 | TEST(CONVERT_NC_F32_F16, small_batch_with_input_stride) { |
| 86 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 87 | ConvertOperatorTester() |
| 88 | .batch_size(3) |
| 89 | .channels(channels) |
| 90 | .input_stride(129) |
| 91 | .iterations(3) |
| 92 | .TestF32toF16(); |
| 93 | } |
| 94 | } |
| 95 | |
| 96 | TEST(CONVERT_NC_F32_F16, small_batch_with_output_stride) { |
| 97 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 98 | ConvertOperatorTester() |
| 99 | .batch_size(3) |
| 100 | .channels(channels) |
| 101 | .output_stride(117) |
| 102 | .iterations(3) |
| 103 | .TestF32toF16(); |
| 104 | } |
| 105 | } |
| 106 | |
| 107 | TEST(CONVERT_NC_F32_F16, small_batch_with_input_and_output_stride) { |
| 108 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 109 | ConvertOperatorTester() |
| 110 | .batch_size(3) |
| 111 | .channels(channels) |
| 112 | .input_stride(129) |
| 113 | .output_stride(117) |
| 114 | .iterations(3) |
| 115 | .TestF32toF16(); |
| 116 | } |
| 117 | } |
| Marat Dukhan | ed2d776 | 2021-12-03 23:51:19 -0800 | [diff] [blame] | 118 | |
| 119 | TEST(CONVERT_NC_F32_QS8, unit_batch) { |
| 120 | for (size_t channels = 1; channels < 100; channels++) { |
| 121 | ConvertOperatorTester() |
| 122 | .batch_size(1) |
| 123 | .channels(channels) |
| 124 | .qmin(std::numeric_limits<int8_t>::min()) |
| 125 | .qmax(std::numeric_limits<int8_t>::max()) |
| 126 | .iterations(3) |
| 127 | .TestF32toQS8(); |
| 128 | } |
| 129 | } |
| 130 | |
| 131 | TEST(CONVERT_NC_F32_QS8, small_batch) { |
| 132 | for (size_t channels = 1; channels < 100; channels++) { |
| 133 | ConvertOperatorTester() |
| 134 | .batch_size(3) |
| 135 | .channels(channels) |
| 136 | .qmin(std::numeric_limits<int8_t>::min()) |
| 137 | .qmax(std::numeric_limits<int8_t>::max()) |
| 138 | .iterations(3) |
| 139 | .TestF32toQS8(); |
| 140 | } |
| 141 | } |
| 142 | |
| 143 | TEST(CONVERT_NC_F32_QS8, small_batch_with_input_stride) { |
| 144 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 145 | ConvertOperatorTester() |
| 146 | .batch_size(3) |
| 147 | .channels(channels) |
| 148 | .input_stride(129) |
| 149 | .qmin(std::numeric_limits<int8_t>::min()) |
| 150 | .qmax(std::numeric_limits<int8_t>::max()) |
| 151 | .iterations(3) |
| 152 | .TestF32toQS8(); |
| 153 | } |
| 154 | } |
| 155 | |
| 156 | TEST(CONVERT_NC_F32_QS8, small_batch_with_output_stride) { |
| 157 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 158 | ConvertOperatorTester() |
| 159 | .batch_size(3) |
| 160 | .channels(channels) |
| 161 | .output_stride(117) |
| 162 | .qmin(std::numeric_limits<int8_t>::min()) |
| 163 | .qmax(std::numeric_limits<int8_t>::max()) |
| 164 | .iterations(3) |
| 165 | .TestF32toQS8(); |
| 166 | } |
| 167 | } |
| 168 | |
| 169 | TEST(CONVERT_NC_F32_QS8, small_batch_with_input_and_output_stride) { |
| 170 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 171 | ConvertOperatorTester() |
| 172 | .batch_size(3) |
| 173 | .channels(channels) |
| 174 | .input_stride(129) |
| 175 | .output_stride(117) |
| 176 | .qmin(std::numeric_limits<int8_t>::min()) |
| 177 | .qmax(std::numeric_limits<int8_t>::max()) |
| 178 | .iterations(3) |
| 179 | .TestF32toQS8(); |
| 180 | } |
| 181 | } |
| 182 | |
| 183 | TEST(CONVERT_NC_F32_QS8, scale) { |
| 184 | for (float scale : std::vector<float>{{0.1f, 1.0f, 10.0f}}) { |
| 185 | for (size_t channels = 1; channels < 100; channels++) { |
| 186 | ConvertOperatorTester() |
| 187 | .batch_size(3) |
| 188 | .channels(channels) |
| 189 | .scale(scale) |
| 190 | .qmin(std::numeric_limits<int8_t>::min()) |
| 191 | .qmax(std::numeric_limits<int8_t>::max()) |
| 192 | .iterations(3) |
| 193 | .TestF32toQS8(); |
| 194 | } |
| 195 | } |
| 196 | } |
| 197 | |
| 198 | TEST(CONVERT_NC_F32_QS8, output_zero_point) { |
| 199 | for (int16_t zero_point = std::numeric_limits<int8_t>::min(); |
| 200 | zero_point <= std::numeric_limits<int8_t>::max(); |
| 201 | zero_point += 51) |
| 202 | { |
| 203 | for (size_t channels = 1; channels < 100; channels++) { |
| 204 | ConvertOperatorTester() |
| 205 | .batch_size(3) |
| 206 | .channels(channels) |
| 207 | .zero_point(zero_point) |
| 208 | .qmin(std::numeric_limits<int8_t>::min()) |
| 209 | .qmax(std::numeric_limits<int8_t>::max()) |
| 210 | .iterations(3) |
| 211 | .TestF32toQS8(); |
| 212 | } |
| 213 | } |
| 214 | } |
| 215 | |
| 216 | TEST(CONVERT_NC_F32_QS8, output_min) { |
| 217 | for (int16_t qmin = std::numeric_limits<int8_t>::min(); |
| 218 | qmin < std::numeric_limits<int8_t>::max(); |
| 219 | qmin += 51) |
| 220 | { |
| 221 | for (size_t channels = 1; channels < 100; channels++) { |
| 222 | ConvertOperatorTester() |
| 223 | .batch_size(3) |
| 224 | .channels(channels) |
| 225 | .qmin(qmin) |
| 226 | .qmax(std::numeric_limits<int8_t>::max()) |
| 227 | .iterations(3) |
| 228 | .TestF32toQS8(); |
| 229 | } |
| 230 | } |
| 231 | } |
| 232 | |
| 233 | TEST(CONVERT_NC_F32_QS8, output_max) { |
| 234 | for (int16_t qmax = std::numeric_limits<int8_t>::min() + 1; |
| 235 | qmax <= std::numeric_limits<int8_t>::max(); |
| 236 | qmax += 51) |
| 237 | { |
| 238 | for (size_t channels = 1; channels < 100; channels++) { |
| 239 | ConvertOperatorTester() |
| 240 | .batch_size(3) |
| 241 | .channels(channels) |
| 242 | .qmin(std::numeric_limits<int8_t>::min()) |
| 243 | .qmax(qmax) |
| 244 | .iterations(3) |
| 245 | .TestF32toQS8(); |
| 246 | } |
| 247 | } |
| 248 | } |
| 249 | |
| 250 | TEST(CONVERT_NC_F32_QU8, unit_batch) { |
| 251 | for (size_t channels = 1; channels < 100; channels++) { |
| 252 | ConvertOperatorTester() |
| 253 | .batch_size(1) |
| 254 | .channels(channels) |
| 255 | .qmin(std::numeric_limits<uint8_t>::min()) |
| 256 | .qmax(std::numeric_limits<uint8_t>::max()) |
| 257 | .iterations(3) |
| 258 | .TestF32toQU8(); |
| 259 | } |
| 260 | } |
| 261 | |
| 262 | TEST(CONVERT_NC_F32_QU8, small_batch) { |
| 263 | for (size_t channels = 1; channels < 100; channels++) { |
| 264 | ConvertOperatorTester() |
| 265 | .batch_size(3) |
| 266 | .channels(channels) |
| 267 | .qmin(std::numeric_limits<uint8_t>::min()) |
| 268 | .qmax(std::numeric_limits<uint8_t>::max()) |
| 269 | .iterations(3) |
| 270 | .TestF32toQU8(); |
| 271 | } |
| 272 | } |
| 273 | |
| 274 | TEST(CONVERT_NC_F32_QU8, small_batch_with_input_stride) { |
| 275 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 276 | ConvertOperatorTester() |
| 277 | .batch_size(3) |
| 278 | .channels(channels) |
| 279 | .input_stride(129) |
| 280 | .qmin(std::numeric_limits<uint8_t>::min()) |
| 281 | .qmax(std::numeric_limits<uint8_t>::max()) |
| 282 | .iterations(3) |
| 283 | .TestF32toQU8(); |
| 284 | } |
| 285 | } |
| 286 | |
| 287 | TEST(CONVERT_NC_F32_QU8, small_batch_with_output_stride) { |
| 288 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 289 | ConvertOperatorTester() |
| 290 | .batch_size(3) |
| 291 | .channels(channels) |
| 292 | .output_stride(117) |
| 293 | .qmin(std::numeric_limits<uint8_t>::min()) |
| 294 | .qmax(std::numeric_limits<uint8_t>::max()) |
| 295 | .iterations(3) |
| 296 | .TestF32toQU8(); |
| 297 | } |
| 298 | } |
| 299 | |
| 300 | TEST(CONVERT_NC_F32_QU8, small_batch_with_input_and_output_stride) { |
| 301 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 302 | ConvertOperatorTester() |
| 303 | .batch_size(3) |
| 304 | .channels(channels) |
| 305 | .input_stride(129) |
| 306 | .output_stride(117) |
| 307 | .qmin(std::numeric_limits<uint8_t>::min()) |
| 308 | .qmax(std::numeric_limits<uint8_t>::max()) |
| 309 | .iterations(3) |
| 310 | .TestF32toQU8(); |
| 311 | } |
| 312 | } |
| 313 | |
| 314 | TEST(CONVERT_NC_F32_QU8, scale) { |
| 315 | for (float scale : std::vector<float>{{0.1f, 1.0f, 10.0f}}) { |
| 316 | for (size_t channels = 1; channels < 100; channels++) { |
| 317 | ConvertOperatorTester() |
| 318 | .batch_size(3) |
| 319 | .channels(channels) |
| 320 | .scale(scale) |
| 321 | .qmin(std::numeric_limits<uint8_t>::min()) |
| 322 | .qmax(std::numeric_limits<uint8_t>::max()) |
| 323 | .iterations(3) |
| 324 | .TestF32toQU8(); |
| 325 | } |
| 326 | } |
| 327 | } |
| 328 | |
| 329 | TEST(CONVERT_NC_F32_QU8, output_zero_point) { |
| 330 | for (int16_t zero_point = std::numeric_limits<uint8_t>::min(); |
| 331 | zero_point <= std::numeric_limits<uint8_t>::max(); |
| 332 | zero_point += 51) |
| 333 | { |
| 334 | for (size_t channels = 1; channels < 100; channels++) { |
| 335 | ConvertOperatorTester() |
| 336 | .batch_size(3) |
| 337 | .channels(channels) |
| 338 | .zero_point(zero_point) |
| 339 | .qmin(std::numeric_limits<uint8_t>::min()) |
| 340 | .qmax(std::numeric_limits<uint8_t>::max()) |
| 341 | .iterations(3) |
| 342 | .TestF32toQU8(); |
| 343 | } |
| 344 | } |
| 345 | } |
| 346 | |
| 347 | TEST(CONVERT_NC_F32_QU8, output_min) { |
| 348 | for (int16_t qmin = std::numeric_limits<uint8_t>::min(); |
| 349 | qmin < std::numeric_limits<uint8_t>::max(); |
| 350 | qmin += 51) |
| 351 | { |
| 352 | for (size_t channels = 1; channels < 100; channels++) { |
| 353 | ConvertOperatorTester() |
| 354 | .batch_size(3) |
| 355 | .channels(channels) |
| 356 | .qmin(qmin) |
| 357 | .qmax(std::numeric_limits<uint8_t>::max()) |
| 358 | .iterations(3) |
| 359 | .TestF32toQU8(); |
| 360 | } |
| 361 | } |
| 362 | } |
| 363 | |
| 364 | TEST(CONVERT_NC_F32_QU8, output_max) { |
| 365 | for (int16_t qmax = std::numeric_limits<uint8_t>::min() + 1; |
| 366 | qmax <= std::numeric_limits<uint8_t>::max(); |
| 367 | qmax += 51) |
| 368 | { |
| 369 | for (size_t channels = 1; channels < 100; channels++) { |
| 370 | ConvertOperatorTester() |
| 371 | .batch_size(3) |
| 372 | .channels(channels) |
| 373 | .qmin(std::numeric_limits<uint8_t>::min()) |
| 374 | .qmax(qmax) |
| 375 | .iterations(3) |
| 376 | .TestF32toQU8(); |
| 377 | } |
| 378 | } |
| 379 | } |
| Marat Dukhan | f92206b | 2021-12-10 17:02:07 -0800 | [diff] [blame] | 380 | |
| 381 | TEST(CONVERT_NC_QS8_F32, unit_batch) { |
| 382 | for (size_t channels = 1; channels < 100; channels++) { |
| 383 | ConvertOperatorTester() |
| 384 | .batch_size(1) |
| 385 | .channels(channels) |
| 386 | .iterations(3) |
| 387 | .TestQS8toF32(); |
| 388 | } |
| 389 | } |
| 390 | |
| 391 | TEST(CONVERT_NC_QS8_F32, small_batch) { |
| 392 | for (size_t channels = 1; channels < 100; channels++) { |
| 393 | ConvertOperatorTester() |
| 394 | .batch_size(3) |
| 395 | .channels(channels) |
| 396 | .iterations(3) |
| 397 | .TestQS8toF32(); |
| 398 | } |
| 399 | } |
| 400 | |
| 401 | TEST(CONVERT_NC_QS8_F32, small_batch_with_input_stride) { |
| 402 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 403 | ConvertOperatorTester() |
| 404 | .batch_size(3) |
| 405 | .channels(channels) |
| 406 | .input_stride(129) |
| 407 | .iterations(3) |
| 408 | .TestQS8toF32(); |
| 409 | } |
| 410 | } |
| 411 | |
| 412 | TEST(CONVERT_NC_QS8_F32, small_batch_with_output_stride) { |
| 413 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 414 | ConvertOperatorTester() |
| 415 | .batch_size(3) |
| 416 | .channels(channels) |
| 417 | .output_stride(117) |
| 418 | .iterations(3) |
| 419 | .TestQS8toF32(); |
| 420 | } |
| 421 | } |
| 422 | |
| 423 | TEST(CONVERT_NC_QS8_F32, small_batch_with_input_and_output_stride) { |
| 424 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 425 | ConvertOperatorTester() |
| 426 | .batch_size(3) |
| 427 | .channels(channels) |
| 428 | .input_stride(129) |
| 429 | .output_stride(117) |
| 430 | .iterations(3) |
| 431 | .TestQS8toF32(); |
| 432 | } |
| 433 | } |
| 434 | |
| 435 | TEST(CONVERT_NC_QS8_F32, input_scale) { |
| 436 | for (float scale : std::vector<float>{{0.1f, 1.0f, 10.0f}}) { |
| 437 | for (size_t channels = 1; channels < 100; channels++) { |
| 438 | ConvertOperatorTester() |
| 439 | .batch_size(3) |
| 440 | .channels(channels) |
| 441 | .scale(scale) |
| 442 | .iterations(3) |
| 443 | .TestQS8toF32(); |
| 444 | } |
| 445 | } |
| 446 | } |
| 447 | |
| 448 | TEST(CONVERT_NC_QS8_F32, input_zero_point) { |
| 449 | for (int16_t zero_point = std::numeric_limits<int8_t>::min(); |
| 450 | zero_point <= std::numeric_limits<int8_t>::max(); |
| 451 | zero_point += 51) |
| 452 | { |
| 453 | for (size_t channels = 1; channels < 100; channels++) { |
| 454 | ConvertOperatorTester() |
| 455 | .batch_size(3) |
| 456 | .channels(channels) |
| 457 | .zero_point(zero_point) |
| 458 | .iterations(3) |
| 459 | .TestQS8toF32(); |
| 460 | } |
| 461 | } |
| 462 | } |
| 463 | |
| 464 | TEST(CONVERT_NC_QU8_F32, unit_batch) { |
| 465 | for (size_t channels = 1; channels < 100; channels++) { |
| 466 | ConvertOperatorTester() |
| 467 | .batch_size(1) |
| 468 | .channels(channels) |
| 469 | .iterations(3) |
| 470 | .TestQU8toF32(); |
| 471 | } |
| 472 | } |
| 473 | |
| 474 | TEST(CONVERT_NC_QU8_F32, small_batch) { |
| 475 | for (size_t channels = 1; channels < 100; channels++) { |
| 476 | ConvertOperatorTester() |
| 477 | .batch_size(3) |
| 478 | .channels(channels) |
| 479 | .iterations(3) |
| 480 | .TestQU8toF32(); |
| 481 | } |
| 482 | } |
| 483 | |
| 484 | TEST(CONVERT_NC_QU8_F32, small_batch_with_input_stride) { |
| 485 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 486 | ConvertOperatorTester() |
| 487 | .batch_size(3) |
| 488 | .channels(channels) |
| 489 | .input_stride(129) |
| 490 | .iterations(3) |
| 491 | .TestQU8toF32(); |
| 492 | } |
| 493 | } |
| 494 | |
| 495 | TEST(CONVERT_NC_QU8_F32, small_batch_with_output_stride) { |
| 496 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 497 | ConvertOperatorTester() |
| 498 | .batch_size(3) |
| 499 | .channels(channels) |
| 500 | .output_stride(117) |
| 501 | .iterations(3) |
| 502 | .TestQU8toF32(); |
| 503 | } |
| 504 | } |
| 505 | |
| 506 | TEST(CONVERT_NC_QU8_F32, small_batch_with_input_and_output_stride) { |
| 507 | for (size_t channels = 1; channels < 100; channels += 15) { |
| 508 | ConvertOperatorTester() |
| 509 | .batch_size(3) |
| 510 | .channels(channels) |
| 511 | .input_stride(129) |
| 512 | .output_stride(117) |
| 513 | .iterations(3) |
| 514 | .TestQU8toF32(); |
| 515 | } |
| 516 | } |
| 517 | |
| 518 | TEST(CONVERT_NC_QU8_F32, input_scale) { |
| 519 | for (float scale : std::vector<float>{{0.1f, 1.0f, 10.0f}}) { |
| 520 | for (size_t channels = 1; channels < 100; channels++) { |
| 521 | ConvertOperatorTester() |
| 522 | .batch_size(3) |
| 523 | .channels(channels) |
| 524 | .scale(scale) |
| 525 | .iterations(3) |
| 526 | .TestQU8toF32(); |
| 527 | } |
| 528 | } |
| 529 | } |
| 530 | |
| 531 | TEST(CONVERT_NC_QU8_F32, input_zero_point) { |
| 532 | for (int16_t zero_point = std::numeric_limits<uint8_t>::min(); |
| 533 | zero_point <= std::numeric_limits<uint8_t>::max(); |
| 534 | zero_point += 51) |
| 535 | { |
| 536 | for (size_t channels = 1; channels < 100; channels++) { |
| 537 | ConvertOperatorTester() |
| 538 | .batch_size(3) |
| 539 | .channels(channels) |
| 540 | .zero_point(zero_point) |
| 541 | .iterations(3) |
| 542 | .TestQU8toF32(); |
| 543 | } |
| 544 | } |
| 545 | } |