Ryan OShea | 49ed0df | 2022-09-21 16:09:41 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2022 Arm Ltd and Contributors. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "BatchMatMulTestHelper.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 | void BatchMatMul2DFp32SimpleTest(std::vector<armnn::BackendId>& backends) |
| 19 | { |
| 20 | // Set input data |
| 21 | std::vector<int32_t> LHSInputShape { 2, 2 }; |
| 22 | std::vector<int32_t> RHSInputShape { 2, 2 }; |
| 23 | std::vector<int32_t> outputShape { 2, 2 }; |
| 24 | |
| 25 | std::vector<float> LHSInputValues = { 1, 2, |
| 26 | 3, 4 }; |
| 27 | |
| 28 | std::vector<float> RHSInputValues = { 5, 6, |
| 29 | 7, 8 }; |
| 30 | |
| 31 | std::vector<float> expectedOutputValues = { 19, 22, |
| 32 | 43, 50 }; |
| 33 | |
| 34 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 35 | ::tflite::TensorType_FLOAT32, |
| 36 | backends, |
| 37 | LHSInputShape, |
| 38 | RHSInputShape, |
| 39 | outputShape, |
| 40 | LHSInputValues, |
| 41 | RHSInputValues, |
| 42 | expectedOutputValues, |
| 43 | false, |
| 44 | false); |
| 45 | } |
| 46 | void BatchMatMul2DInt8SimpleTest(std::vector<armnn::BackendId>& backends) |
| 47 | { |
| 48 | // Set input data |
| 49 | std::vector<int32_t> LHSInputShape { 2, 2 }; |
| 50 | std::vector<int32_t> RHSInputShape { 2, 2 }; |
| 51 | std::vector<int32_t> outputShape { 2, 2 }; |
| 52 | |
| 53 | std::vector<int8_t> LHSInputValues = { 1, 2, |
| 54 | 3, 4 }; |
| 55 | |
| 56 | std::vector<int8_t> RHSInputValues = { 5, 6, |
| 57 | 7, 8 }; |
| 58 | |
| 59 | std::vector<int8_t> expectedOutputValues = { 19, 22, |
| 60 | 43, 50 }; |
| 61 | |
| 62 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 63 | ::tflite::TensorType_INT8, |
| 64 | backends, |
| 65 | LHSInputShape, |
| 66 | RHSInputShape, |
| 67 | outputShape, |
| 68 | LHSInputValues, |
| 69 | RHSInputValues, |
| 70 | expectedOutputValues, |
| 71 | false, |
| 72 | false); |
| 73 | } |
| 74 | |
| 75 | void BatchMatMul3DFp32SimpleTest(std::vector<armnn::BackendId>& backends) |
| 76 | { |
| 77 | // Set input data |
| 78 | std::vector<int32_t> LHSInputShape { 1,2,2 }; |
| 79 | std::vector<int32_t> RHSInputShape { 1,2,2 }; |
| 80 | std::vector<int32_t> outputShape { 1,2,2 }; |
| 81 | |
| 82 | std::vector<float> LHSInputValues = { 1, 2, |
| 83 | 3, 4 }; |
| 84 | |
| 85 | std::vector<float> RHSInputValues = { 5, 6, |
| 86 | 7, 8 }; |
| 87 | |
| 88 | std::vector<float> expectedOutputValues = { 19, 22, |
| 89 | 43, 50 }; |
| 90 | |
| 91 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 92 | ::tflite::TensorType_FLOAT32, |
| 93 | backends, |
| 94 | LHSInputShape, |
| 95 | RHSInputShape, |
| 96 | outputShape, |
| 97 | LHSInputValues, |
| 98 | RHSInputValues, |
| 99 | expectedOutputValues, |
| 100 | false, |
| 101 | false); |
| 102 | } |
| 103 | |
| 104 | void BatchMatMul3DInt8SimpleTest(std::vector<armnn::BackendId>& backends) |
| 105 | { |
| 106 | // Set input data |
| 107 | std::vector<int32_t> LHSInputShape { 1,2,2 }; |
| 108 | std::vector<int32_t> RHSInputShape { 1,2,2 }; |
| 109 | std::vector<int32_t> outputShape { 1,2,2 }; |
| 110 | |
| 111 | std::vector<int8_t> LHSInputValues = { 1, 2, |
| 112 | 3, 4 }; |
| 113 | |
| 114 | std::vector<int8_t> RHSInputValues = { 5, 6, |
| 115 | 7, 8 }; |
| 116 | |
| 117 | std::vector<int8_t> expectedOutputValues = { 19, 22, |
| 118 | 43, 50 }; |
| 119 | |
| 120 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 121 | ::tflite::TensorType_INT8, |
| 122 | backends, |
| 123 | LHSInputShape, |
| 124 | RHSInputShape, |
| 125 | outputShape, |
| 126 | LHSInputValues, |
| 127 | RHSInputValues, |
| 128 | expectedOutputValues, |
| 129 | false, |
| 130 | false); |
| 131 | } |
| 132 | |
| 133 | void BatchMatMul4DFp32SimpleTest(std::vector<armnn::BackendId>& backends) |
| 134 | { |
| 135 | // Set input data |
| 136 | std::vector<int32_t> LHSInputShape { 1,1,2,2 }; |
| 137 | std::vector<int32_t> RHSInputShape { 1,1,2,2 }; |
| 138 | std::vector<int32_t> outputShape { 1,1,2,2 }; |
| 139 | |
| 140 | std::vector<float> LHSInputValues = { 1, 2, |
| 141 | 3, 4 }; |
| 142 | |
| 143 | std::vector<float> RHSInputValues = { 5, 6, |
| 144 | 7, 8 }; |
| 145 | |
| 146 | std::vector<float> expectedOutputValues = { 19, 22, |
| 147 | 43, 50 }; |
| 148 | |
| 149 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 150 | ::tflite::TensorType_FLOAT32, |
| 151 | backends, |
| 152 | LHSInputShape, |
| 153 | RHSInputShape, |
| 154 | outputShape, |
| 155 | LHSInputValues, |
| 156 | RHSInputValues, |
| 157 | expectedOutputValues, |
| 158 | false, |
| 159 | false); |
| 160 | } |
| 161 | |
| 162 | void BatchMatMul4DInt8SimpleTest(std::vector<armnn::BackendId>& backends) |
| 163 | { |
| 164 | // Set input data |
| 165 | std::vector<int32_t> LHSInputShape { 1,1,2,2}; |
| 166 | std::vector<int32_t> RHSInputShape { 1,1,2,2 }; |
| 167 | std::vector<int32_t> outputShape { 1,1,2,2 }; |
| 168 | |
| 169 | std::vector<int8_t> LHSInputValues = { 1, 2, |
| 170 | 3, 4 }; |
| 171 | |
| 172 | std::vector<int8_t> RHSInputValues = { 5, 6, |
| 173 | 7, 8 }; |
| 174 | |
| 175 | std::vector<int8_t> expectedOutputValues = { 19, 22, |
| 176 | 43, 50 }; |
| 177 | |
| 178 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 179 | ::tflite::TensorType_INT8, |
| 180 | backends, |
| 181 | LHSInputShape, |
| 182 | RHSInputShape, |
| 183 | outputShape, |
| 184 | LHSInputValues, |
| 185 | RHSInputValues, |
| 186 | expectedOutputValues, |
| 187 | false, |
| 188 | false); |
| 189 | } |
| 190 | |
| 191 | void BatchMatMul3DFp32BatchTest(std::vector<armnn::BackendId>& backends) |
| 192 | { |
| 193 | // Set input data |
| 194 | std::vector<int32_t> LHSInputShape { 2,2,2 }; |
| 195 | std::vector<int32_t> RHSInputShape { 2,2,2 }; |
| 196 | std::vector<int32_t> outputShape { 2,2,2 }; |
| 197 | |
| 198 | std::vector<float> LHSInputValues = { 1, 2, |
| 199 | 3, 4, |
| 200 | |
| 201 | 9, 10, |
| 202 | 11, 12 }; |
| 203 | |
| 204 | std::vector<float> RHSInputValues = { 5, 6, |
| 205 | 7, 8, |
| 206 | |
| 207 | 13, 14, |
| 208 | 15, 16 }; |
| 209 | |
| 210 | std::vector<float> expectedOutputValues = { 19, 22, |
| 211 | 43, 50, |
| 212 | |
| 213 | 267, 286, |
| 214 | 323, 346 }; |
| 215 | |
| 216 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 217 | ::tflite::TensorType_FLOAT32, |
| 218 | backends, |
| 219 | LHSInputShape, |
| 220 | RHSInputShape, |
| 221 | outputShape, |
| 222 | LHSInputValues, |
| 223 | RHSInputValues, |
| 224 | expectedOutputValues, |
| 225 | false, |
| 226 | false); |
| 227 | } |
| 228 | |
| 229 | void BatchMatMul3DInt8BatchTest(std::vector<armnn::BackendId>& backends) |
| 230 | { |
| 231 | // Set input data |
| 232 | std::vector<int32_t> LHSInputShape { 2,2,2 }; |
| 233 | std::vector<int32_t> RHSInputShape { 2,2,2 }; |
| 234 | std::vector<int32_t> outputShape { 2,2,2 }; |
| 235 | |
| 236 | std::vector<int8_t> LHSInputValues = { 1, 2, |
| 237 | 3, 4, |
| 238 | |
| 239 | 9, 10, |
| 240 | 11, 12 }; |
| 241 | |
| 242 | std::vector<int8_t> RHSInputValues = { 5, 6, |
| 243 | 7, 8, |
| 244 | |
| 245 | 1, 2, |
| 246 | 3, 4 }; |
| 247 | |
| 248 | std::vector<int8_t> expectedOutputValues = { 19, 22, |
| 249 | 43, 50, |
| 250 | |
| 251 | 39, 58, |
| 252 | 47, 70 }; |
| 253 | |
| 254 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 255 | ::tflite::TensorType_INT8, |
| 256 | backends, |
| 257 | LHSInputShape, |
| 258 | RHSInputShape, |
| 259 | outputShape, |
| 260 | LHSInputValues, |
| 261 | RHSInputValues, |
| 262 | expectedOutputValues, |
| 263 | false, |
| 264 | false); |
| 265 | } |
| 266 | |
| 267 | void BatchMatMul3DFp32BroadcastTest(std::vector<armnn::BackendId>& backends) |
| 268 | { |
| 269 | // Set input data |
| 270 | std::vector<int32_t> LHSInputShape { 2,2,2 }; |
| 271 | std::vector<int32_t> RHSInputShape { 1,2,2 }; |
| 272 | std::vector<int32_t> outputShape { 2,2,2 }; |
| 273 | |
| 274 | std::vector<float> LHSInputValues = { 1, 2, |
| 275 | 3, 4, |
| 276 | |
| 277 | 9, 10, |
| 278 | 11, 12 }; |
| 279 | |
| 280 | std::vector<float> RHSInputValues = { 13, 14, |
| 281 | 15, 16 }; |
| 282 | |
| 283 | std::vector<float> expectedOutputValues = { 43, 46, |
| 284 | 99, 106, |
| 285 | |
| 286 | 267, 286, |
| 287 | 323, 346 }; |
| 288 | |
| 289 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 290 | ::tflite::TensorType_FLOAT32, |
| 291 | backends, |
| 292 | LHSInputShape, |
| 293 | RHSInputShape, |
| 294 | outputShape, |
| 295 | LHSInputValues, |
| 296 | RHSInputValues, |
| 297 | expectedOutputValues, |
| 298 | false, |
| 299 | false); |
| 300 | } |
| 301 | |
| 302 | void BatchMatMul3DInt8BroadcastTest(std::vector<armnn::BackendId>& backends) |
| 303 | { |
| 304 | // Set input data |
| 305 | std::vector<int32_t> LHSInputShape { 2,2,2 }; |
| 306 | std::vector<int32_t> RHSInputShape { 1,2,2 }; |
| 307 | std::vector<int32_t> outputShape { 2,2,2 }; |
| 308 | |
| 309 | std::vector<int8_t> LHSInputValues = { 1, 2, |
| 310 | 3, 4, |
| 311 | |
| 312 | 9, 10, |
| 313 | 11, 12 }; |
| 314 | |
| 315 | std::vector<int8_t> RHSInputValues = { 1, 2, |
| 316 | 3, 4 }; |
| 317 | |
| 318 | std::vector<int8_t> expectedOutputValues = { 7, 10, |
| 319 | 15, 22, |
| 320 | |
| 321 | 39, 58, |
| 322 | 47, 70 }; |
| 323 | |
| 324 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 325 | ::tflite::TensorType_INT8, |
| 326 | backends, |
| 327 | LHSInputShape, |
| 328 | RHSInputShape, |
| 329 | outputShape, |
| 330 | LHSInputValues, |
| 331 | RHSInputValues, |
| 332 | expectedOutputValues, |
| 333 | false, |
| 334 | false); |
| 335 | } |
| 336 | |
| 337 | void BatchMatMul3D2DFp32BroadcastTest(std::vector<armnn::BackendId>& backends) |
| 338 | { |
| 339 | // Set input data |
| 340 | std::vector<int32_t> LHSInputShape { 2,2,2 }; |
| 341 | std::vector<int32_t> RHSInputShape { 2,2 }; |
| 342 | std::vector<int32_t> outputShape { 2,2,2 }; |
| 343 | |
| 344 | std::vector<float> LHSInputValues = { 1, 2, |
| 345 | 3, 4, |
| 346 | |
| 347 | 9, 10, |
| 348 | 11, 12 }; |
| 349 | |
| 350 | std::vector<float> RHSInputValues = { 13, 14, |
| 351 | 15, 16 }; |
| 352 | |
| 353 | std::vector<float> expectedOutputValues = { 43, 46, |
| 354 | 99, 106, |
| 355 | |
| 356 | 267, 286, |
| 357 | 323, 346 }; |
| 358 | |
| 359 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 360 | ::tflite::TensorType_FLOAT32, |
| 361 | backends, |
| 362 | LHSInputShape, |
| 363 | RHSInputShape, |
| 364 | outputShape, |
| 365 | LHSInputValues, |
| 366 | RHSInputValues, |
| 367 | expectedOutputValues, |
| 368 | false, |
| 369 | false); |
| 370 | } |
| 371 | |
| 372 | void BatchMatMul3D2DInt8BroadcastTest(std::vector<armnn::BackendId>& backends) |
| 373 | { |
| 374 | // Set input data |
| 375 | std::vector<int32_t> LHSInputShape { 2,2,2 }; |
| 376 | std::vector<int32_t> RHSInputShape { 2,2 }; |
| 377 | std::vector<int32_t> outputShape { 2,2,2 }; |
| 378 | |
| 379 | std::vector<int8_t> LHSInputValues = { 1, 2, |
| 380 | 3, 4, |
| 381 | |
| 382 | 9, 10, |
| 383 | 11, 12 }; |
| 384 | |
| 385 | std::vector<int8_t> RHSInputValues = { 1, 2, |
| 386 | 3, 4 }; |
| 387 | |
| 388 | std::vector<int8_t> expectedOutputValues = { 7, 10, |
| 389 | 15, 22, |
| 390 | |
| 391 | 39, 58, |
| 392 | 47, 70 }; |
| 393 | |
| 394 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 395 | ::tflite::TensorType_INT8, |
| 396 | backends, |
| 397 | LHSInputShape, |
| 398 | RHSInputShape, |
| 399 | outputShape, |
| 400 | LHSInputValues, |
| 401 | RHSInputValues, |
| 402 | expectedOutputValues, |
| 403 | false, |
| 404 | false); |
| 405 | } |
| 406 | |
| 407 | void BatchMatMul2DFp32TinyTest(std::vector<armnn::BackendId>& backends) |
| 408 | { |
| 409 | // Set input data |
| 410 | std::vector<int32_t> LHSInputShape { 1,1 }; |
| 411 | std::vector<int32_t> RHSInputShape { 1,1 }; |
| 412 | std::vector<int32_t> outputShape { 1,1 }; |
| 413 | |
| 414 | std::vector<float> LHSInputValues = { 3 }; |
| 415 | |
| 416 | std::vector<float> RHSInputValues = { 5 }; |
| 417 | |
| 418 | std::vector<float> expectedOutputValues = { 15 }; |
| 419 | |
| 420 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 421 | ::tflite::TensorType_FLOAT32, |
| 422 | backends, |
| 423 | LHSInputShape, |
| 424 | RHSInputShape, |
| 425 | outputShape, |
| 426 | LHSInputValues, |
| 427 | RHSInputValues, |
| 428 | expectedOutputValues, |
| 429 | false, |
| 430 | false); |
| 431 | } |
| 432 | void BatchMatMul2DInt8TinyTest(std::vector<armnn::BackendId>& backends) |
| 433 | { |
| 434 | // Set input data |
| 435 | std::vector<int32_t> LHSInputShape { 1,1 }; |
| 436 | std::vector<int32_t> RHSInputShape { 1,1 }; |
| 437 | std::vector<int32_t> outputShape { 1,1 }; |
| 438 | |
| 439 | std::vector<int8_t> LHSInputValues = { 3 }; |
| 440 | |
| 441 | std::vector<int8_t> RHSInputValues = { 5 }; |
| 442 | |
| 443 | std::vector<int8_t> expectedOutputValues = { 15 }; |
| 444 | |
| 445 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 446 | ::tflite::TensorType_INT8, |
| 447 | backends, |
| 448 | LHSInputShape, |
| 449 | RHSInputShape, |
| 450 | outputShape, |
| 451 | LHSInputValues, |
| 452 | RHSInputValues, |
| 453 | expectedOutputValues, |
| 454 | false, |
| 455 | false); |
| 456 | } |
| 457 | |
| 458 | void BatchMatMulNonSquareFp32Test(std::vector<armnn::BackendId>& backends) |
| 459 | { |
| 460 | // Set input data |
| 461 | std::vector<int32_t> LHSInputShape { 2,5,3 }; |
| 462 | std::vector<int32_t> RHSInputShape { 2,3,4 }; |
| 463 | std::vector<int32_t> outputShape { 2,5,4 }; |
| 464 | |
| 465 | std::vector<float> LHSInputValues = { 8, 8, 4, |
| 466 | 6, 1, 3, |
| 467 | 8, 8, 3, |
| 468 | 8, 9, 8, |
| 469 | 5, 4, 4, |
| 470 | |
| 471 | 1, 8, 5, |
| 472 | 7, 1, 1, |
| 473 | 8, 7, 9, |
| 474 | 3, 2, 7, |
| 475 | 8, 5, 3 }; |
| 476 | |
| 477 | std::vector<float> RHSInputValues = { 6, 2, 3, 2, |
| 478 | 6, 2, 2, 8, |
| 479 | 3, 7, 8, 1, |
| 480 | |
| 481 | 7, 2, 9, 5, |
| 482 | 2, 3, 1, 3, |
| 483 | 2, 7, 7, 5 }; |
| 484 | |
| 485 | std::vector<float> expectedOutputValues = { 108, 60, 72, 84, |
| 486 | 51, 35, 44, 23, |
| 487 | 105, 53, 64, 83, |
| 488 | 126, 90, 106, 96, |
| 489 | 66, 46, 55, 46, |
| 490 | |
| 491 | 33, 61, 52, 54, |
| 492 | 53, 24, 71, 43, |
| 493 | 88, 100, 142, 106, |
| 494 | 39, 61, 78, 56, |
| 495 | 72, 52, 98, 70 }; |
| 496 | |
| 497 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 498 | ::tflite::TensorType_FLOAT32, |
| 499 | backends, |
| 500 | LHSInputShape, |
| 501 | RHSInputShape, |
| 502 | outputShape, |
| 503 | LHSInputValues, |
| 504 | RHSInputValues, |
| 505 | expectedOutputValues, |
| 506 | false, |
| 507 | false); |
| 508 | } |
| 509 | |
| 510 | void BatchMatMulNonSquareInt8Test(std::vector<armnn::BackendId>& backends) |
| 511 | { |
| 512 | // Set input data |
| 513 | std::vector<int32_t> LHSInputShape { 2,5,3 }; |
| 514 | std::vector<int32_t> RHSInputShape { 2,3,4 }; |
| 515 | std::vector<int32_t> outputShape { 2,5,4 }; |
| 516 | |
| 517 | std::vector<int8_t> LHSInputValues = { 8, 8, 4, |
| 518 | 6, 1, 3, |
| 519 | 8, 8, 3, |
| 520 | 8, 9, 8, |
| 521 | 5, 4, 4, |
| 522 | |
| 523 | 1, 8, 5, |
| 524 | 7, 1, 1, |
| 525 | 8, 7, 9, |
| 526 | 3, 2, 7, |
| 527 | 8, 5, 3 }; |
| 528 | |
| 529 | std::vector<int8_t> RHSInputValues = { 6, 2, 3, 2, |
| 530 | 6, 2, 2, 8, |
| 531 | 3, 7, 8, 1, |
| 532 | |
| 533 | 7, 2, 3, 5, |
| 534 | 2, 3, 1, 3, |
| 535 | 2, 7, 7, 5 }; |
| 536 | |
| 537 | std::vector<int8_t> expectedOutputValues = { 108, 60, 72, 84, |
| 538 | 51, 35, 44, 23, |
| 539 | 105, 53, 64, 83, |
| 540 | 126, 90, 106, 96, |
| 541 | 66, 46, 55, 46, |
| 542 | |
| 543 | 33, 61, 46, 54, |
| 544 | 53, 24, 29, 43, |
| 545 | 88, 100, 94, 106, |
| 546 | 39, 61, 60, 56, |
| 547 | 72, 52, 50, 70 }; |
| 548 | |
| 549 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 550 | ::tflite::TensorType_INT8, |
| 551 | backends, |
| 552 | LHSInputShape, |
| 553 | RHSInputShape, |
| 554 | outputShape, |
| 555 | LHSInputValues, |
| 556 | RHSInputValues, |
| 557 | expectedOutputValues, |
| 558 | false, |
| 559 | false); |
| 560 | } |
| 561 | |
| 562 | void BatchMatMul2DFp32SimpleAdjointTest(std::vector<armnn::BackendId>& backends) |
| 563 | { |
| 564 | // Set input data |
| 565 | std::vector<int32_t> LHSInputShape { 3,3 }; |
| 566 | std::vector<int32_t> RHSInputShape { 3,3 }; |
| 567 | std::vector<int32_t> outputShape { 3,3 }; |
| 568 | |
| 569 | std::vector<float> LHSInputValues = { 3, 1, 1, |
| 570 | 1, 3, -1, |
| 571 | 2, 4, 1 }; |
| 572 | |
| 573 | std::vector<float> RHSInputValues = { 1, 0, 0, |
| 574 | 0, 1, 0, |
| 575 | 0, 0, 1 }; |
| 576 | |
| 577 | std::vector<float> expectedOutputValues = { 3, 1, 2, |
| 578 | 1, 3, 4, |
| 579 | 1, -1, 1 }; |
| 580 | |
| 581 | BatchMatMulTest<float>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 582 | ::tflite::TensorType_FLOAT32, |
| 583 | backends, |
| 584 | LHSInputShape, |
| 585 | RHSInputShape, |
| 586 | outputShape, |
| 587 | LHSInputValues, |
| 588 | RHSInputValues, |
| 589 | expectedOutputValues, |
| 590 | true, |
| 591 | false); |
| 592 | } |
| 593 | |
| 594 | void BatchMatMul2DInt8SimpleAdjointTest(std::vector<armnn::BackendId>& backends) |
| 595 | { |
| 596 | // Set input data |
| 597 | std::vector<int32_t> LHSInputShape { 3,3 }; |
| 598 | std::vector<int32_t> RHSInputShape { 3,3 }; |
| 599 | std::vector<int32_t> outputShape { 3,3 }; |
| 600 | |
| 601 | std::vector<int8_t> LHSInputValues = { 3, 1, 1, |
| 602 | 1, 3, -1, |
| 603 | 2, 4, 1 }; |
| 604 | |
| 605 | std::vector<int8_t> RHSInputValues = { 1, 0, 0, |
| 606 | 0, 1, 0, |
| 607 | 0, 0, 1 }; |
| 608 | |
| 609 | std::vector<int8_t> expectedOutputValues = { 3, 1, 2, |
| 610 | 1, 3, 4, |
| 611 | 1, -1, 1 }; |
| 612 | |
| 613 | BatchMatMulTest<int8_t>(tflite::BuiltinOperator_BATCH_MATMUL, |
| 614 | ::tflite::TensorType_INT8, |
| 615 | backends, |
| 616 | LHSInputShape, |
| 617 | RHSInputShape, |
| 618 | outputShape, |
| 619 | LHSInputValues, |
| 620 | RHSInputValues, |
| 621 | expectedOutputValues, |
| 622 | true, |
| 623 | false); |
| 624 | } |
| 625 | |
| 626 | TEST_SUITE("BATCH_MATMUL_CpuRefTests") |
| 627 | { |
| 628 | TEST_CASE("BATCH_MATMUL_Fp32_CpuRefTests") |
| 629 | { |
| 630 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 631 | BatchMatMul2DFp32SimpleTest (backends); |
| 632 | BatchMatMul3DFp32SimpleTest (backends); |
| 633 | BatchMatMul4DFp32SimpleTest (backends); |
| 634 | BatchMatMul3DFp32BatchTest (backends); |
| 635 | BatchMatMul3DFp32BroadcastTest (backends); |
| 636 | BatchMatMul3D2DFp32BroadcastTest (backends); |
| 637 | BatchMatMul2DFp32TinyTest (backends); |
| 638 | BatchMatMulNonSquareFp32Test (backends); |
| 639 | BatchMatMul2DFp32SimpleAdjointTest(backends); |
| 640 | } |
| 641 | |
| 642 | TEST_CASE("BATCH_MATMUL_Int8_CpuRefTests") |
| 643 | { |
| 644 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 645 | BatchMatMul2DInt8SimpleTest (backends); |
| 646 | BatchMatMul3DInt8SimpleTest (backends); |
| 647 | BatchMatMul4DInt8SimpleTest (backends); |
| 648 | BatchMatMul3DInt8BatchTest (backends); |
| 649 | BatchMatMul3DInt8BroadcastTest (backends); |
| 650 | BatchMatMul3D2DInt8BroadcastTest (backends); |
| 651 | BatchMatMul2DInt8TinyTest (backends); |
| 652 | BatchMatMulNonSquareInt8Test (backends); |
| 653 | BatchMatMul2DInt8SimpleAdjointTest(backends); |
| 654 | } |
| 655 | } |
| 656 | |
| 657 | } |