Matthew Sloyan | a7a12f5 | 2021-05-06 10:05:28 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2021 Arm Ltd and Contributors. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "PackTestHelper.hpp" |
| 7 | |
| 8 | #include <armnn_delegate.hpp> |
| 9 | |
| 10 | #include <flatbuffers/flatbuffers.h> |
| 11 | #include <tensorflow/lite/schema/schema_generated.h> |
| 12 | |
| 13 | #include <doctest/doctest.h> |
| 14 | |
| 15 | namespace armnnDelegate |
| 16 | { |
| 17 | |
| 18 | template <typename T> |
| 19 | void PackFp32Axis0Test(tflite::TensorType tensorType, std::vector<armnn::BackendId>& backends) |
| 20 | { |
| 21 | std::vector<int32_t> inputShape { 3, 2, 3 }; |
| 22 | std::vector<int32_t> expectedOutputShape { 2, 3, 2, 3 }; |
| 23 | |
| 24 | std::vector<std::vector<T>> inputValues; |
| 25 | inputValues.push_back( |
| 26 | { |
| 27 | 1, 2, 3, |
| 28 | 4, 5, 6, |
| 29 | |
| 30 | 7, 8, 9, |
| 31 | 10, 11, 12, |
| 32 | |
| 33 | 13, 14, 15, |
| 34 | 16, 17, 18 |
| 35 | }); |
| 36 | |
| 37 | inputValues.push_back( |
| 38 | { |
| 39 | 19, 20, 21, |
| 40 | 22, 23, 24, |
| 41 | |
| 42 | 25, 26, 27, |
| 43 | 28, 29, 30, |
| 44 | |
| 45 | 31, 32, 33, |
| 46 | 34, 35, 36 |
| 47 | }); |
| 48 | |
| 49 | std::vector<T> expectedOutputValues = |
| 50 | { |
| 51 | 1, 2, 3, |
| 52 | 4, 5, 6, |
| 53 | |
| 54 | 7, 8, 9, |
| 55 | 10, 11, 12, |
| 56 | |
| 57 | 13, 14, 15, |
| 58 | 16, 17, 18, |
| 59 | |
| 60 | |
| 61 | 19, 20, 21, |
| 62 | 22, 23, 24, |
| 63 | |
| 64 | 25, 26, 27, |
| 65 | 28, 29, 30, |
| 66 | |
| 67 | 31, 32, 33, |
| 68 | 34, 35, 36 |
| 69 | }; |
| 70 | |
| 71 | PackTest<T>(tflite::BuiltinOperator_PACK, |
| 72 | tensorType, |
| 73 | backends, |
| 74 | inputShape, |
| 75 | expectedOutputShape, |
| 76 | inputValues, |
| 77 | expectedOutputValues, |
| 78 | 0); |
| 79 | } |
| 80 | |
| 81 | template <typename T> |
| 82 | void PackFp32Axis1Test(tflite::TensorType tensorType, std::vector<armnn::BackendId>& backends) |
| 83 | { |
| 84 | std::vector<int32_t> inputShape { 3, 2, 3 }; |
| 85 | std::vector<int32_t> expectedOutputShape { 3, 2, 2, 3 }; |
| 86 | |
| 87 | std::vector<std::vector<T>> inputValues; |
| 88 | inputValues.push_back( |
| 89 | { |
| 90 | 1, 2, 3, |
| 91 | 4, 5, 6, |
| 92 | |
| 93 | 7, 8, 9, |
| 94 | 10, 11, 12, |
| 95 | |
| 96 | 13, 14, 15, |
| 97 | 16, 17, 18 |
| 98 | }); |
| 99 | |
| 100 | inputValues.push_back( |
| 101 | { |
| 102 | 19, 20, 21, |
| 103 | 22, 23, 24, |
| 104 | |
| 105 | 25, 26, 27, |
| 106 | 28, 29, 30, |
| 107 | |
| 108 | 31, 32, 33, |
| 109 | 34, 35, 36 |
| 110 | }); |
| 111 | |
| 112 | std::vector<T> expectedOutputValues = |
| 113 | { |
| 114 | 1, 2, 3, |
| 115 | 4, 5, 6, |
| 116 | |
| 117 | 19, 20, 21, |
| 118 | 22, 23, 24, |
| 119 | |
| 120 | |
| 121 | 7, 8, 9, |
| 122 | 10, 11, 12, |
| 123 | |
| 124 | 25, 26, 27, |
| 125 | 28, 29, 30, |
| 126 | |
| 127 | |
| 128 | 13, 14, 15, |
| 129 | 16, 17, 18, |
| 130 | |
| 131 | 31, 32, 33, |
| 132 | 34, 35, 36 |
| 133 | }; |
| 134 | |
| 135 | PackTest<T>(tflite::BuiltinOperator_PACK, |
| 136 | tensorType, |
| 137 | backends, |
| 138 | inputShape, |
| 139 | expectedOutputShape, |
| 140 | inputValues, |
| 141 | expectedOutputValues, |
| 142 | 1); |
| 143 | } |
| 144 | |
| 145 | template <typename T> |
| 146 | void PackFp32Axis2Test(tflite::TensorType tensorType, std::vector<armnn::BackendId>& backends) |
| 147 | { |
| 148 | std::vector<int32_t> inputShape { 3, 2, 3 }; |
| 149 | std::vector<int32_t> expectedOutputShape { 3, 2, 2, 3 }; |
| 150 | |
| 151 | std::vector<std::vector<T>> inputValues; |
| 152 | inputValues.push_back( |
| 153 | { |
| 154 | 1, 2, 3, |
| 155 | 4, 5, 6, |
| 156 | |
| 157 | 7, 8, 9, |
| 158 | 10, 11, 12, |
| 159 | |
| 160 | 13, 14, 15, |
| 161 | 16, 17, 18 |
| 162 | }); |
| 163 | |
| 164 | inputValues.push_back( |
| 165 | { |
| 166 | 19, 20, 21, |
| 167 | 22, 23, 24, |
| 168 | |
| 169 | 25, 26, 27, |
| 170 | 28, 29, 30, |
| 171 | |
| 172 | 31, 32, 33, |
| 173 | 34, 35, 36 |
| 174 | }); |
| 175 | |
| 176 | std::vector<float> expectedOutputValues = |
| 177 | { |
| 178 | 1, 2, 3, |
| 179 | 19, 20, 21, |
| 180 | |
| 181 | 4, 5, 6, |
| 182 | 22, 23, 24, |
| 183 | |
| 184 | 7, 8, 9, |
| 185 | 25, 26, 27, |
| 186 | |
| 187 | 10, 11, 12, |
| 188 | 28, 29, 30, |
| 189 | |
| 190 | 13, 14, 15, |
| 191 | 31, 32, 33, |
| 192 | |
| 193 | 16, 17, 18, |
| 194 | 34, 35, 36 |
| 195 | }; |
| 196 | |
| 197 | PackTest<T>(tflite::BuiltinOperator_PACK, |
| 198 | tensorType, |
| 199 | backends, |
| 200 | inputShape, |
| 201 | expectedOutputShape, |
| 202 | inputValues, |
| 203 | expectedOutputValues, |
| 204 | 2); |
| 205 | } |
| 206 | |
| 207 | template <typename T> |
| 208 | void PackFp32Axis3Test(tflite::TensorType tensorType, std::vector<armnn::BackendId>& backends) |
| 209 | { |
| 210 | std::vector<int32_t> inputShape { 3, 2, 3 }; |
| 211 | std::vector<int32_t> expectedOutputShape { 3, 2, 3, 2 }; |
| 212 | |
| 213 | std::vector<std::vector<T>> inputValues; |
| 214 | inputValues.push_back( |
| 215 | { |
| 216 | 1, 2, 3, |
| 217 | 4, 5, 6, |
| 218 | |
| 219 | 7, 8, 9, |
| 220 | 10, 11, 12, |
| 221 | |
| 222 | 13, 14, 15, |
| 223 | 16, 17, 18 |
| 224 | }); |
| 225 | |
| 226 | inputValues.push_back( |
| 227 | { |
| 228 | 19, 20, 21, |
| 229 | 22, 23, 24, |
| 230 | |
| 231 | 25, 26, 27, |
| 232 | 28, 29, 30, |
| 233 | |
| 234 | 31, 32, 33, |
| 235 | 34, 35, 36 |
| 236 | }); |
| 237 | |
| 238 | std::vector<T> expectedOutputValues = |
| 239 | { |
| 240 | 1, 19, |
| 241 | 2, 20, |
| 242 | 3, 21, |
| 243 | |
| 244 | 4, 22, |
| 245 | 5, 23, |
| 246 | 6, 24, |
| 247 | |
| 248 | |
| 249 | 7, 25, |
| 250 | 8, 26, |
| 251 | 9, 27, |
| 252 | |
| 253 | 10, 28, |
| 254 | 11, 29, |
| 255 | 12, 30, |
| 256 | |
| 257 | |
| 258 | 13, 31, |
| 259 | 14, 32, |
| 260 | 15, 33, |
| 261 | |
| 262 | 16, 34, |
| 263 | 17, 35, |
| 264 | 18, 36 |
| 265 | }; |
| 266 | |
| 267 | PackTest<T>(tflite::BuiltinOperator_PACK, |
| 268 | tflite::TensorType_FLOAT32, |
| 269 | backends, |
| 270 | inputShape, |
| 271 | expectedOutputShape, |
| 272 | inputValues, |
| 273 | expectedOutputValues, |
| 274 | 3); |
| 275 | } |
| 276 | |
| 277 | template <typename T> |
| 278 | void PackFp32Inputs3Test(tflite::TensorType tensorType, std::vector<armnn::BackendId>& backends) |
| 279 | { |
| 280 | std::vector<int32_t> inputShape { 3, 3 }; |
| 281 | std::vector<int32_t> expectedOutputShape { 3, 3, 3 }; |
| 282 | |
| 283 | std::vector<std::vector<T>> inputValues; |
| 284 | inputValues.push_back( |
| 285 | { |
| 286 | 1, 2, 3, |
| 287 | 4, 5, 6, |
| 288 | 7, 8, 9 |
| 289 | }); |
| 290 | |
| 291 | inputValues.push_back( |
| 292 | { |
| 293 | 10, 11, 12, |
| 294 | 13, 14, 15, |
| 295 | 16, 17, 18 |
| 296 | }); |
| 297 | |
| 298 | inputValues.push_back( |
| 299 | { |
| 300 | 19, 20, 21, |
| 301 | 22, 23, 24, |
| 302 | 25, 26, 27 |
| 303 | }); |
| 304 | |
| 305 | std::vector<T> expectedOutputValues = |
| 306 | { |
| 307 | 1, 2, 3, |
| 308 | 10, 11, 12, |
| 309 | 19, 20, 21, |
| 310 | |
| 311 | 4, 5, 6, |
| 312 | 13, 14, 15, |
| 313 | 22, 23, 24, |
| 314 | |
| 315 | 7, 8, 9, |
| 316 | 16, 17, 18, |
| 317 | 25, 26, 27 |
| 318 | }; |
| 319 | |
| 320 | PackTest<T>(tflite::BuiltinOperator_PACK, |
| 321 | tensorType, |
| 322 | backends, |
| 323 | inputShape, |
| 324 | expectedOutputShape, |
| 325 | inputValues, |
| 326 | expectedOutputValues, |
| 327 | 1); |
| 328 | } |
| 329 | |
| 330 | TEST_SUITE("Pack_CpuAccTests") |
| 331 | { |
| 332 | |
| 333 | // Fp32 |
| 334 | TEST_CASE ("Pack_Fp32_Axis0_CpuAcc_Test") |
| 335 | { |
| 336 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 337 | PackFp32Axis0Test<float>(tflite::TensorType_FLOAT32, backends); |
| 338 | } |
| 339 | |
| 340 | TEST_CASE ("Pack_Fp32_Axis1_CpuAcc_Test") |
| 341 | { |
| 342 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 343 | PackFp32Axis1Test<float>(tflite::TensorType_FLOAT32, backends); |
| 344 | } |
| 345 | |
| 346 | TEST_CASE ("Pack_Fp32_Axis2_CpuAcc_Test") |
| 347 | { |
| 348 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 349 | PackFp32Axis2Test<float>(tflite::TensorType_FLOAT32, backends); |
| 350 | } |
| 351 | |
| 352 | TEST_CASE ("Pack_Fp32_Axis3_CpuAcc_Test") |
| 353 | { |
| 354 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 355 | PackFp32Axis3Test<float>(tflite::TensorType_FLOAT32, backends); |
| 356 | } |
| 357 | |
| 358 | TEST_CASE ("Pack_Fp32_Inputs3_CpuAcc_Test") |
| 359 | { |
| 360 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 361 | PackFp32Inputs3Test<float>(tflite::TensorType_FLOAT32, backends); |
| 362 | } |
| 363 | |
| 364 | // Uint8 |
| 365 | TEST_CASE ("Pack_Uint8_Axis0_CpuAcc_Test") |
| 366 | { |
| 367 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 368 | PackFp32Axis0Test<uint8_t>(tflite::TensorType_UINT8, backends); |
| 369 | } |
| 370 | |
| 371 | TEST_CASE ("Pack_Uint8_Inputs3_CpuAcc_Test") |
| 372 | { |
| 373 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 374 | PackFp32Inputs3Test<uint8_t>(tflite::TensorType_UINT8, backends); |
| 375 | } |
| 376 | |
| 377 | // Uint8 |
| 378 | TEST_CASE ("Pack_Int8_Axis0_CpuAcc_Test") |
| 379 | { |
| 380 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 381 | PackFp32Axis0Test<int8_t>(tflite::TensorType_INT8, backends); |
| 382 | } |
| 383 | |
| 384 | TEST_CASE ("Pack_Int8_Inputs3_CpuAcc_Test") |
| 385 | { |
| 386 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 387 | PackFp32Inputs3Test<int8_t>(tflite::TensorType_INT8, backends); |
| 388 | } |
| 389 | |
| 390 | } |
| 391 | |
| 392 | TEST_SUITE("Pack_GpuAccTests") |
| 393 | { |
| 394 | |
| 395 | // Fp32 |
| 396 | TEST_CASE ("Pack_Fp32_Axis0_GpuAcc_Test") |
| 397 | { |
| 398 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 399 | PackFp32Axis0Test<float>(tflite::TensorType_FLOAT32, backends); |
| 400 | } |
| 401 | |
| 402 | TEST_CASE ("Pack_Fp32_Axis1_GpuAcc_Test") |
| 403 | { |
| 404 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 405 | PackFp32Axis1Test<float>(tflite::TensorType_FLOAT32, backends); |
| 406 | } |
| 407 | |
| 408 | TEST_CASE ("Pack_Fp32_Axis2_GpuAcc_Test") |
| 409 | { |
| 410 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 411 | PackFp32Axis2Test<float>(tflite::TensorType_FLOAT32, backends); |
| 412 | } |
| 413 | |
| 414 | TEST_CASE ("Pack_Fp32_Axis3_GpuAcc_Test") |
| 415 | { |
| 416 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 417 | PackFp32Axis3Test<float>(tflite::TensorType_FLOAT32, backends); |
| 418 | } |
| 419 | |
| 420 | TEST_CASE ("Pack_Fp32_Inputs3_GpuAcc_Test") |
| 421 | { |
| 422 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 423 | PackFp32Inputs3Test<float>(tflite::TensorType_FLOAT32, backends); |
| 424 | } |
| 425 | |
| 426 | // Uint8 |
| 427 | TEST_CASE ("Pack_Uint8_Axis0_GpuAcc_Test") |
| 428 | { |
| 429 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 430 | PackFp32Axis0Test<uint8_t>(tflite::TensorType_UINT8, backends); |
| 431 | } |
| 432 | |
| 433 | TEST_CASE ("Pack_Uint8_Inputs3_GpuAcc_Test") |
| 434 | { |
| 435 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 436 | PackFp32Inputs3Test<uint8_t>(tflite::TensorType_UINT8, backends); |
| 437 | } |
| 438 | |
| 439 | // Int8 |
| 440 | TEST_CASE ("Pack_Int8_Axis0_GpuAcc_Test") |
| 441 | { |
| 442 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 443 | PackFp32Axis0Test<int8_t>(tflite::TensorType_INT8, backends); |
| 444 | } |
| 445 | |
| 446 | TEST_CASE ("Pack_Int8_Inputs3_GpuAcc_Test") |
| 447 | { |
| 448 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 449 | PackFp32Inputs3Test<int8_t>(tflite::TensorType_INT8, backends); |
| 450 | } |
| 451 | |
| 452 | } |
| 453 | |
| 454 | TEST_SUITE("Pack_CpuRefTests") |
| 455 | { |
| 456 | |
| 457 | // Fp32 |
| 458 | TEST_CASE ("Pack_Fp32_Axis0_CpuRef_Test") |
| 459 | { |
| 460 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 461 | PackFp32Axis0Test<float>(tflite::TensorType_FLOAT32, backends); |
| 462 | } |
| 463 | |
| 464 | TEST_CASE ("Pack_Fp32_Axis1_CpuRef_Test") |
| 465 | { |
| 466 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 467 | PackFp32Axis1Test<float>(tflite::TensorType_FLOAT32, backends); |
| 468 | } |
| 469 | |
| 470 | TEST_CASE ("Pack_Fp32_Axis2_CpuRef_Test") |
| 471 | { |
| 472 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 473 | PackFp32Axis2Test<float>(tflite::TensorType_FLOAT32, backends); |
| 474 | } |
| 475 | |
| 476 | TEST_CASE ("Pack_Fp32_Axis3_CpuRef_Test") |
| 477 | { |
| 478 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 479 | PackFp32Axis3Test<float>(tflite::TensorType_FLOAT32, backends); |
| 480 | } |
| 481 | |
| 482 | TEST_CASE ("Pack_Fp32_Inputs3_CpuRef_Test") |
| 483 | { |
| 484 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 485 | PackFp32Inputs3Test<float>(tflite::TensorType_FLOAT32, backends); |
| 486 | } |
| 487 | |
| 488 | // Uint8 |
| 489 | TEST_CASE ("Pack_Uint8_Axis0_CpuRef_Test") |
| 490 | { |
| 491 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 492 | PackFp32Axis0Test<uint8_t>(tflite::TensorType_UINT8, backends); |
| 493 | } |
| 494 | |
| 495 | TEST_CASE ("Pack_Uint8_Inputs3_CpuRef_Test") |
| 496 | { |
| 497 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 498 | PackFp32Inputs3Test<uint8_t>(tflite::TensorType_UINT8, backends); |
| 499 | } |
| 500 | |
| 501 | // Int8 |
| 502 | TEST_CASE ("Pack_Int8_Axis0_CpuRef_Test") |
| 503 | { |
| 504 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 505 | PackFp32Axis0Test<int8_t>(tflite::TensorType_INT8, backends); |
| 506 | } |
| 507 | |
| 508 | TEST_CASE ("Pack_Int8_Inputs3_CpuRef_Test") |
| 509 | { |
| 510 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 511 | PackFp32Inputs3Test<int8_t>(tflite::TensorType_INT8, backends); |
| 512 | } |
| 513 | |
| 514 | } |
| 515 | |
| 516 | } // namespace armnnDelegate |