Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include <boost/test/unit_test.hpp> |
| 7 | #include "ParserFlatbuffersFixture.hpp" |
| 8 | #include "../TfLiteParser.hpp" |
| 9 | |
| 10 | BOOST_AUTO_TEST_SUITE(TensorflowLiteParser) |
| 11 | |
| 12 | struct TransposeConvFixture : public ParserFlatbuffersFixture |
| 13 | { |
| 14 | explicit TransposeConvFixture(const std::string& inputShape, |
| 15 | const std::string& outputShape, |
| 16 | const std::string& filterShape, |
| 17 | const std::string& filterData, |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 18 | const std::string& strideX, |
| 19 | const std::string& strideY, |
| 20 | const std::string& dataType) |
| 21 | { |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 22 | m_JsonString = R"( |
| 23 | { |
| 24 | "version": 3, |
| 25 | "operator_codes": [ { "builtin_code": "TRANSPOSE_CONV" } ], |
| 26 | "subgraphs": [ { |
| 27 | "tensors": [ |
| 28 | { |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 29 | "shape": [ 4 ], |
| 30 | "type": "UINT8", |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 31 | "buffer": 0, |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 32 | "name": "outputShapeTensor", |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 33 | "quantization": { |
| 34 | "min": [ 0.0 ], |
| 35 | "max": [ 255.0 ], |
| 36 | "scale": [ 1.0 ], |
| 37 | "zero_point": [ 0 ], |
| 38 | } |
| 39 | }, |
| 40 | { |
| 41 | "shape": )" + filterShape + R"(, |
| 42 | "type": ")" + dataType + R"(", |
| 43 | "buffer": 1, |
| 44 | "name": "filterTensor", |
| 45 | "quantization": { |
| 46 | "min": [ 0.0 ], |
| 47 | "max": [ 255.0 ], |
| 48 | "scale": [ 1.0 ], |
| 49 | "zero_point": [ 0 ], |
| 50 | } |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 51 | }, |
| 52 | { |
| 53 | "shape": )" + inputShape + R"(, |
| 54 | "type": ")" + dataType + R"(", |
| 55 | "buffer": 2, |
| 56 | "name": "inputTensor", |
| 57 | "quantization": { |
| 58 | "min": [ 0.0 ], |
| 59 | "max": [ 255.0 ], |
| 60 | "scale": [ 1.0 ], |
| 61 | "zero_point": [ 0 ], |
| 62 | } |
| 63 | }, |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 64 | { |
| 65 | "shape": )" + outputShape + R"(, |
| 66 | "type": ")" + dataType + R"(", |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 67 | "buffer": 3, |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 68 | "name": "outputTensor", |
| 69 | "quantization": { |
| 70 | "min": [ 0.0 ], |
| 71 | "max": [ 255.0 ], |
| 72 | "scale": [ 1.0 ], |
| 73 | "zero_point": [ 0 ], |
| 74 | } |
| 75 | } |
| 76 | ], |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 77 | "inputs": [ 2 ], |
| 78 | "outputs": [ 3 ], |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 79 | "operators": [ |
| 80 | { |
| 81 | "opcode_index": 0, |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 82 | "inputs": [ 0, 1, 2 ], |
| 83 | "outputs": [ 3 ], |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 84 | "builtin_options_type": "TransposeConvOptions", |
| 85 | "builtin_options": { |
Aron Virginas-Tar | 44a0142 | 2019-09-17 12:58:22 +0100 | [diff] [blame] | 86 | "padding": "VALID", |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 87 | "stride_w": )" + strideX + R"(, |
| 88 | "stride_h": )" + strideY + R"( |
| 89 | }, |
| 90 | "custom_options_format": "FLEXBUFFERS" |
| 91 | } |
| 92 | ], |
| 93 | } ], |
| 94 | "buffers" : [ |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 95 | { "data": )" + outputShape + R"( }, |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 96 | { "data": )" + filterData + R"( }, |
Matthew Jackson | ccb25ea | 2019-08-20 17:18:33 +0100 | [diff] [blame] | 97 | { }, |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 98 | { } |
| 99 | ] |
| 100 | } |
| 101 | )"; |
| 102 | SetupSingleInputSingleOutput("inputTensor", "outputTensor"); |
| 103 | } |
| 104 | }; |
| 105 | |
| 106 | struct SimpleTransposeConvFixture : TransposeConvFixture |
| 107 | { |
| 108 | SimpleTransposeConvFixture() |
| 109 | : TransposeConvFixture("[ 1, 2, 2, 1 ]", // inputShape |
| 110 | "[ 1, 3, 3, 1 ]", // outputShape |
| 111 | "[ 1, 2, 2, 1 ]", // filterShape |
| 112 | "[ 0, 1, 2, 4 ]", // filterData |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 113 | "1", // strideX |
| 114 | "1", // strideY |
| 115 | "UINT8") // dataType |
| 116 | {} |
| 117 | }; |
| 118 | |
| 119 | BOOST_FIXTURE_TEST_CASE( ParseSimpleTransposeConv, SimpleTransposeConvFixture ) |
| 120 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 121 | RunTest<4, armnn::DataType::QAsymmU8>( |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 122 | 0, |
| 123 | { |
| 124 | 1, 2, |
| 125 | 3, 4 |
| 126 | }, |
| 127 | { |
| 128 | 0, 1, 2, |
| 129 | 2, 11, 12, |
| 130 | 6, 20, 16 |
| 131 | }); |
| 132 | } |
| 133 | |
David Monahan | 6168380 | 2021-01-12 09:11:07 +0000 | [diff] [blame] | 134 | struct TransposeConvFixtureWithBias : public ParserFlatbuffersFixture |
| 135 | { |
| 136 | explicit TransposeConvFixtureWithBias(const std::string& inputShape, |
| 137 | const std::string& outputShape, |
| 138 | const std::string& filterShape, |
| 139 | const std::string& filterData, |
| 140 | const std::string& strideX, |
| 141 | const std::string& strideY, |
| 142 | const std::string& dataType, |
| 143 | const std::string& biasShape, |
| 144 | const std::string& biasData) |
| 145 | { |
| 146 | m_JsonString = R"( |
| 147 | { |
| 148 | "version": 3, |
| 149 | "operator_codes": [ { "builtin_code": "TRANSPOSE_CONV" } ], |
| 150 | "subgraphs": [ { |
| 151 | "tensors": [ |
| 152 | { |
| 153 | "shape": [ 4 ], |
| 154 | "type": "UINT8", |
| 155 | "buffer": 0, |
| 156 | "name": "outputShapeTensor", |
| 157 | "quantization": { |
| 158 | "min": [ 0.0 ], |
| 159 | "max": [ 255.0 ], |
| 160 | "scale": [ 1.0 ], |
| 161 | "zero_point": [ 0 ], |
| 162 | } |
| 163 | }, |
| 164 | { |
| 165 | "shape": )" + filterShape + R"(, |
| 166 | "type": ")" + dataType + R"(", |
| 167 | "buffer": 1, |
| 168 | "name": "filterTensor", |
| 169 | "quantization": { |
| 170 | "min": [ 0.0 ], |
| 171 | "max": [ 255.0 ], |
| 172 | "scale": [ 1.0 ], |
| 173 | "zero_point": [ 0 ], |
| 174 | } |
| 175 | }, |
| 176 | { |
| 177 | "shape": )" + inputShape + R"(, |
| 178 | "type": ")" + dataType + R"(", |
| 179 | "buffer": 2, |
| 180 | "name": "inputTensor", |
| 181 | "quantization": { |
| 182 | "min": [ 0.0 ], |
| 183 | "max": [ 255.0 ], |
| 184 | "scale": [ 1.0 ], |
| 185 | "zero_point": [ 0 ], |
| 186 | } |
| 187 | }, |
| 188 | { |
| 189 | "shape": )" + biasShape + R"( , |
| 190 | "type": "INT32", |
| 191 | "buffer": 3, |
| 192 | "name": "biasTensor", |
| 193 | "quantization": { |
| 194 | "min": [ 0.0 ], |
| 195 | "max": [ 255.0 ], |
| 196 | "scale": [ 1.0 ], |
| 197 | "zero_point": [ 0 ], |
| 198 | } |
| 199 | }, |
| 200 | { |
| 201 | "shape": )" + outputShape + R"(, |
| 202 | "type": ")" + dataType + R"(", |
| 203 | "buffer": 4, |
| 204 | "name": "outputTensor", |
| 205 | "quantization": { |
| 206 | "min": [ 0.0 ], |
| 207 | "max": [ 255.0 ], |
| 208 | "scale": [ 1.0 ], |
| 209 | "zero_point": [ 0 ], |
| 210 | } |
| 211 | } |
| 212 | ], |
| 213 | "inputs": [ 2 ], |
| 214 | "outputs": [ 4 ], |
| 215 | "operators": [ |
| 216 | { |
| 217 | "opcode_index": 0, |
| 218 | "inputs": [ 0, 1, 2, 3], |
| 219 | "outputs": [ 4 ], |
| 220 | "builtin_options_type": "TransposeConvOptions", |
| 221 | "builtin_options": { |
| 222 | "padding": "VALID", |
| 223 | "stride_w": )" + strideX + R"(, |
| 224 | "stride_h": )" + strideY + R"( |
| 225 | }, |
| 226 | "custom_options_format": "FLEXBUFFERS" |
| 227 | } |
| 228 | ], |
| 229 | } ], |
| 230 | "buffers" : [ |
| 231 | { "data": )" + outputShape + R"( }, |
| 232 | { "data": )" + filterData + R"( }, |
| 233 | { }, |
| 234 | { "data": )" + biasData + R"( }, |
| 235 | { } |
| 236 | ] |
| 237 | } |
| 238 | )"; |
| 239 | SetupSingleInputSingleOutput("inputTensor", "outputTensor"); |
| 240 | } |
| 241 | }; |
| 242 | |
| 243 | struct SimpleTransposeConvFixtureWithBias : TransposeConvFixtureWithBias |
| 244 | { |
| 245 | SimpleTransposeConvFixtureWithBias() |
| 246 | : TransposeConvFixtureWithBias("[ 1, 2, 2, 1 ]", // inputShape |
| 247 | "[ 1, 3, 3, 1 ]", // outputShape |
| 248 | "[ 1, 2, 2, 1 ]", // filterShape |
| 249 | "[ 0, 1, 2, 4 ]", // filterData |
| 250 | "1", // strideX |
| 251 | "1", // strideY |
| 252 | "UINT8", // dataType |
| 253 | "[ 1 ]", // bias shape |
| 254 | "[ 10, 0, 0, 0 ]") // bias data |
| 255 | {} |
| 256 | }; |
| 257 | |
| 258 | BOOST_FIXTURE_TEST_CASE( ParseSimpleTransposeConvWithBias, SimpleTransposeConvFixtureWithBias ) |
| 259 | { |
| 260 | RunTest<4, armnn::DataType::QAsymmU8>( |
| 261 | 0, |
| 262 | { |
| 263 | 1, 2, |
| 264 | 3, 4 |
| 265 | }, |
| 266 | { |
| 267 | 10, 11, 12, |
| 268 | 12, 21, 22, |
| 269 | 16, 30, 26 |
| 270 | }); |
| 271 | } |
| 272 | |
Jan Eilers | ea835e7 | 2021-04-21 16:58:28 +0100 | [diff] [blame] | 273 | |
| 274 | struct TransposeConvPerChannelFixture : public ParserFlatbuffersFixture |
| 275 | { |
| 276 | explicit TransposeConvPerChannelFixture() |
| 277 | { |
| 278 | m_JsonString = R"( |
| 279 | { |
| 280 | "version": 3, |
| 281 | "operator_codes": [ |
| 282 | { |
| 283 | "builtin_code": "TRANSPOSE_CONV", |
| 284 | "version": 2 |
| 285 | } |
| 286 | ], |
| 287 | "subgraphs": [ |
| 288 | { |
| 289 | "tensors": [ |
| 290 | { |
| 291 | "shape": [ |
| 292 | 1, |
| 293 | 4, |
| 294 | 4, |
| 295 | 2 |
| 296 | ], |
| 297 | "type": "INT8", |
| 298 | "buffer": 1, |
| 299 | "name": "input", |
| 300 | "quantization": { |
| 301 | "min": [ |
| 302 | -50.0 |
| 303 | ], |
| 304 | "max": [ |
| 305 | 49.0 |
| 306 | ], |
| 307 | "scale": [ |
| 308 | 0.388235 |
| 309 | ], |
| 310 | "zero_point": [ |
| 311 | 1 |
| 312 | ], |
| 313 | "details_type": "NONE", |
| 314 | "quantized_dimension": 0 |
| 315 | }, |
| 316 | "is_variable": false |
| 317 | }, |
| 318 | { |
| 319 | "shape": [ |
| 320 | 4 |
| 321 | ], |
| 322 | "type": "INT32", |
| 323 | "buffer": 2, |
| 324 | "name": "model/conv2d_transpose/stack", |
| 325 | "quantization": { |
| 326 | "details_type": "NONE", |
| 327 | "quantized_dimension": 0 |
| 328 | }, |
| 329 | "is_variable": false |
| 330 | }, |
| 331 | { |
| 332 | "shape": [ |
| 333 | 8, |
| 334 | 2, |
| 335 | 2, |
| 336 | 2 |
| 337 | ], |
| 338 | "type": "INT8", |
| 339 | "buffer": 3, |
| 340 | "name": "model/conv2d_transpose/conv2d_transpose", |
| 341 | "quantization": { |
| 342 | "min": [ |
| 343 | -0.081948, |
| 344 | -0.379918, |
| 345 | -0.223632, |
| 346 | -0.098629, |
| 347 | -0.386369, |
| 348 | -0.351057, |
| 349 | -0.348749, |
| 350 | -0.264848 |
| 351 | ], |
| 352 | "max": [ |
| 353 | 0.35091, |
| 354 | 0.229681, |
| 355 | 0.368384, |
| 356 | 0.176761, |
| 357 | 0.353717, |
| 358 | 0.377565, |
| 359 | 0.373713, |
| 360 | 0.30141 |
| 361 | ], |
| 362 | "scale": [ |
| 363 | 0.002763, |
| 364 | 0.002991, |
| 365 | 0.002901, |
| 366 | 0.001392, |
| 367 | 0.003042, |
| 368 | 0.002973, |
| 369 | 0.002943, |
| 370 | 0.002373 |
| 371 | ], |
| 372 | "zero_point": [ |
| 373 | 0, |
| 374 | 0, |
| 375 | 0, |
| 376 | 0, |
| 377 | 0, |
| 378 | 0, |
| 379 | 0, |
| 380 | 0 |
| 381 | ], |
| 382 | "details_type": "NONE", |
| 383 | "quantized_dimension": 0 |
| 384 | }, |
| 385 | "is_variable": false |
| 386 | }, |
| 387 | { |
| 388 | "shape": [ |
| 389 | 1, |
| 390 | 4, |
| 391 | 4, |
| 392 | 8 |
| 393 | ], |
| 394 | "type": "INT8", |
| 395 | "buffer": 4, |
| 396 | "name": "Identity", |
| 397 | "quantization": { |
| 398 | "min": [ |
| 399 | -63.578175 |
| 400 | ], |
| 401 | "max": [ |
| 402 | 69.305023 |
| 403 | ], |
| 404 | "scale": [ |
| 405 | 0.521111 |
| 406 | ], |
| 407 | "zero_point": [ |
| 408 | -6 |
| 409 | ], |
| 410 | "details_type": "NONE", |
| 411 | "quantized_dimension": 0 |
| 412 | }, |
| 413 | "is_variable": false |
| 414 | } |
| 415 | ], |
| 416 | "inputs": [ |
| 417 | 0 |
| 418 | ], |
| 419 | "outputs": [ |
| 420 | 3 |
| 421 | ], |
| 422 | "operators": [ |
| 423 | { |
| 424 | "opcode_index": 0, |
| 425 | "inputs": [ |
| 426 | 1, |
| 427 | 2, |
| 428 | 0 |
| 429 | ], |
| 430 | "outputs": [ |
| 431 | 3 |
| 432 | ], |
| 433 | "builtin_options_type": "TransposeConvOptions", |
| 434 | "builtin_options": { |
| 435 | "padding": "SAME", |
| 436 | "stride_w": 1, |
| 437 | "stride_h": 1 |
| 438 | }, |
| 439 | "custom_options_format": "FLEXBUFFERS" |
| 440 | } |
| 441 | ], |
| 442 | "name": "main" |
| 443 | } |
| 444 | ], |
| 445 | "description": "MLIR Converted.", |
| 446 | "buffers": [ |
| 447 | { |
| 448 | }, |
| 449 | { |
| 450 | }, |
| 451 | { |
| 452 | "data": [ |
| 453 | 1, |
| 454 | 0, |
| 455 | 0, |
| 456 | 0, |
| 457 | 4, |
| 458 | 0, |
| 459 | 0, |
| 460 | 0, |
| 461 | 4, |
| 462 | 0, |
| 463 | 0, |
| 464 | 0, |
| 465 | 8, |
| 466 | 0, |
| 467 | 0, |
| 468 | 0 |
| 469 | ] |
| 470 | }, |
| 471 | { |
| 472 | "data": [ |
| 473 | 13, |
| 474 | 239, |
| 475 | 7, |
| 476 | 125, |
| 477 | 35, |
| 478 | 127, |
| 479 | 55, |
| 480 | 226, |
| 481 | 77, |
| 482 | 150, |
| 483 | 159, |
| 484 | 192, |
| 485 | 180, |
| 486 | 129, |
| 487 | 51, |
| 488 | 48, |
| 489 | 108, |
| 490 | 9, |
| 491 | 21, |
| 492 | 179, |
| 493 | 12, |
| 494 | 39, |
| 495 | 127, |
| 496 | 107, |
| 497 | 44, |
| 498 | 206, |
| 499 | 127, |
| 500 | 185, |
| 501 | 108, |
| 502 | 82, |
| 503 | 86, |
| 504 | 218, |
| 505 | 38, |
| 506 | 149, |
| 507 | 16, |
| 508 | 1, |
| 509 | 129, |
| 510 | 163, |
| 511 | 116, |
| 512 | 136, |
| 513 | 138, |
| 514 | 43, |
| 515 | 65, |
| 516 | 186, |
| 517 | 154, |
| 518 | 138, |
| 519 | 64, |
| 520 | 127, |
| 521 | 120, |
| 522 | 127, |
| 523 | 207, |
| 524 | 70, |
| 525 | 43, |
| 526 | 33, |
| 527 | 141, |
| 528 | 137, |
| 529 | 93, |
| 530 | 215, |
| 531 | 65, |
| 532 | 92, |
| 533 | 122, |
| 534 | 144, |
| 535 | 120, |
| 536 | 127 |
| 537 | ] |
| 538 | }, |
| 539 | { |
| 540 | }, |
| 541 | { |
| 542 | "data": [ |
| 543 | 49, |
| 544 | 46, |
| 545 | 57, |
| 546 | 46, |
| 547 | 48, |
| 548 | 0, |
| 549 | 0, |
| 550 | 0, |
| 551 | 0, |
| 552 | 0, |
| 553 | 0, |
| 554 | 0, |
| 555 | 0, |
| 556 | 0, |
| 557 | 0, |
| 558 | 0 |
| 559 | ] |
| 560 | } |
| 561 | ], |
| 562 | "metadata": [ |
| 563 | { |
| 564 | "name": "min_runtime_version", |
| 565 | "buffer": 5 |
| 566 | } |
| 567 | ] |
| 568 | } |
| 569 | )"; |
| 570 | SetupSingleInputSingleOutput("input", "Identity"); |
| 571 | } |
| 572 | }; |
| 573 | |
| 574 | BOOST_FIXTURE_TEST_CASE( ParseTransposeConvPerChannel, TransposeConvPerChannelFixture ) |
| 575 | { |
| 576 | RunTest<4, armnn::DataType::QAsymmS8>( |
| 577 | 0, |
| 578 | { |
| 579 | -11, 40,-26, 11,-28, 8, 0, -8, |
| 580 | -10, 34, 47, 0,-33,-14, 28, 35, |
| 581 | 6,-28,-26, 8, 13, 33,-31,-41, |
| 582 | 31,-20,-31,-16, 8,-18,-44, 0 |
| 583 | }, |
| 584 | { |
| 585 | -8,-17, -8, -9,-16, 1, 2,-11, |
| 586 | 3,-16,-19,-12,-11, -6, -3, -6, |
| 587 | -5, -8,-16,-12,-11, -3, -7,-13, |
| 588 | -4, 1, -9,-10, -5,-12, -5, -8, |
| 589 | 2,-25, -5, -6,-20, -7, 2,-21, |
| 590 | 1, 4, 5,-13,-10,-12, 3, 4, |
| 591 | -10,-17,-17, -6, -7, 12,-22,-17, |
| 592 | -17, 0, -5,-14,-21,-12, 17,-13, |
| 593 | 3, -6, -3, -3, -2,-16,-11,-12, |
| 594 | -15,-14, -1, -2,-35, 5,-18, 0, |
| 595 | -6, 8, 5,-12, 12, 7, -6, -3, |
| 596 | 11,-28,-28, -3,-18,-29, -5,-13, |
| 597 | -12, 11, -2, -5, 6, -9, -6, 7, |
| 598 | -9,-11,-14, -2, 12, 5,-21,-23, |
| 599 | -4, -4, -6, -6,-21,-25, 0,-18, |
| 600 | -26, 10, -7,-13, 3, 39,-39, -4 |
| 601 | }); |
| 602 | } |
| 603 | |
Matthew Jackson | 74bf7da | 2019-08-16 16:51:42 +0100 | [diff] [blame] | 604 | BOOST_AUTO_TEST_SUITE_END() |