telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
David Beck | ecb56cd | 2018-09-05 12:52:57 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 4 | // |
| 5 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 6 | #include "armnnOnnxParser/IOnnxParser.hpp" |
| 7 | #include "ParserPrototxtFixture.hpp" |
| 8 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 9 | TEST_SUITE("OnnxParser_Conv2D") |
| 10 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 11 | struct SimpleConv2DFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> |
| 12 | { |
| 13 | SimpleConv2DFixture() |
| 14 | { |
| 15 | m_Prototext = R"( |
| 16 | ir_version: 3 |
| 17 | producer_name: "CNTK" |
| 18 | producer_version: "2.5.1" |
| 19 | domain: "ai.cntk" |
| 20 | model_version: 1 |
| 21 | graph { |
| 22 | name: "CNTKGraph" |
| 23 | input { |
| 24 | name: "Input" |
| 25 | type { |
| 26 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 27 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 28 | shape { |
| 29 | dim { |
| 30 | dim_value: 1 |
| 31 | } |
| 32 | dim { |
| 33 | dim_value: 1 |
| 34 | } |
| 35 | dim { |
| 36 | dim_value: 3 |
| 37 | } |
| 38 | dim { |
| 39 | dim_value: 3 |
| 40 | } |
| 41 | } |
| 42 | } |
| 43 | } |
| 44 | } |
| 45 | input { |
| 46 | name: "Weight" |
| 47 | type { |
| 48 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 49 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 50 | shape { |
| 51 | dim { |
| 52 | dim_value: 1 |
| 53 | } |
| 54 | dim { |
| 55 | dim_value: 1 |
| 56 | } |
| 57 | dim { |
| 58 | dim_value: 3 |
| 59 | } |
| 60 | dim { |
| 61 | dim_value: 3 |
| 62 | } |
| 63 | } |
| 64 | } |
| 65 | } |
| 66 | } |
| 67 | initializer { |
| 68 | dims: 1 |
| 69 | dims: 1 |
| 70 | dims: 3 |
| 71 | dims: 3 |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 72 | data_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 73 | float_data: 2 |
| 74 | float_data: 1 |
| 75 | float_data: 0 |
| 76 | float_data: 6 |
| 77 | float_data: 2 |
| 78 | float_data: 1 |
| 79 | float_data: 4 |
| 80 | float_data: 1 |
| 81 | float_data: 2 |
| 82 | name: "Weight" |
| 83 | } |
| 84 | node { |
| 85 | input: "Input" |
| 86 | input: "Weight" |
| 87 | output: "Output" |
| 88 | name: "Convolution" |
| 89 | op_type: "Conv" |
| 90 | attribute { |
| 91 | name: "kernel_shape" |
| 92 | ints: 3 |
| 93 | ints: 3 |
| 94 | type: INTS |
| 95 | } |
| 96 | attribute { |
| 97 | name: "strides" |
| 98 | ints: 1 |
| 99 | ints: 1 |
| 100 | type: INTS |
| 101 | } |
| 102 | attribute { |
| 103 | name: "auto_pad" |
| 104 | s: "VALID" |
| 105 | type: STRING |
| 106 | } |
| 107 | attribute { |
| 108 | name: "group" |
| 109 | i: 1 |
| 110 | type: INT |
| 111 | } |
| 112 | attribute { |
| 113 | name: "dilations" |
| 114 | ints: 1 |
| 115 | ints: 1 |
| 116 | type: INTS |
| 117 | } |
| 118 | doc_string: "" |
| 119 | domain: "" |
| 120 | } |
| 121 | output { |
| 122 | name: "Output" |
| 123 | type { |
| 124 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 125 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 126 | shape { |
| 127 | dim { |
| 128 | dim_value: 1 |
| 129 | } |
| 130 | dim { |
| 131 | dim_value: 1 |
| 132 | } |
| 133 | dim { |
| 134 | dim_value: 1 |
| 135 | } |
| 136 | dim { |
| 137 | dim_value: 1 |
| 138 | } |
| 139 | } |
| 140 | } |
| 141 | } |
| 142 | } |
| 143 | } |
| 144 | opset_import { |
| 145 | version: 7 |
| 146 | })"; |
| 147 | Setup(); |
| 148 | } |
| 149 | }; |
| 150 | |
| 151 | struct Conv2DWithBiasesFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> |
| 152 | { |
| 153 | Conv2DWithBiasesFixture() { |
| 154 | m_Prototext = R"( |
| 155 | ir_version: 3 |
| 156 | producer_name: "CNTK" |
| 157 | producer_version: "2.5.1" |
| 158 | domain: "ai.cntk" |
| 159 | model_version: 1 |
| 160 | graph { |
| 161 | name: "CNTKGraph" |
| 162 | input { |
| 163 | name: "Input" |
| 164 | type { |
| 165 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 166 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 167 | shape { |
| 168 | dim { |
| 169 | dim_value: 1 |
| 170 | } |
| 171 | dim { |
| 172 | dim_value: 1 |
| 173 | } |
| 174 | dim { |
| 175 | dim_value: 2 |
| 176 | } |
| 177 | dim { |
| 178 | dim_value: 2 |
| 179 | } |
| 180 | } |
| 181 | } |
| 182 | } |
| 183 | } |
| 184 | input { |
| 185 | name: "Weight" |
| 186 | type { |
| 187 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 188 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 189 | shape { |
| 190 | dim { |
| 191 | dim_value: 1 |
| 192 | } |
| 193 | dim { |
| 194 | dim_value: 1 |
| 195 | } |
| 196 | dim { |
| 197 | dim_value: 2 |
| 198 | } |
| 199 | dim { |
| 200 | dim_value: 2 |
| 201 | } |
| 202 | } |
| 203 | } |
| 204 | } |
| 205 | } |
| 206 | initializer { |
| 207 | dims: 1 |
| 208 | dims: 1 |
| 209 | dims: 2 |
| 210 | dims: 2 |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 211 | data_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 212 | float_data: 2 |
| 213 | float_data: 1 |
| 214 | float_data: 0 |
| 215 | float_data: 6 |
| 216 | name: "Weight" |
| 217 | } |
| 218 | input { |
| 219 | name: "Bias" |
| 220 | type { |
| 221 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 222 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 223 | shape { |
| 224 | dim { |
| 225 | dim_value: 4 |
| 226 | } |
| 227 | } |
| 228 | } |
| 229 | } |
| 230 | } |
| 231 | initializer { |
| 232 | dims: 4 |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 233 | data_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 234 | float_data: 10 |
| 235 | float_data: 0 |
| 236 | float_data: 0 |
| 237 | float_data: 0 |
| 238 | name: "Bias" |
| 239 | } |
| 240 | node { |
| 241 | input: "Input" |
| 242 | input: "Weight" |
| 243 | input: "Bias" |
| 244 | output: "Output" |
| 245 | name: "Convolution" |
| 246 | op_type: "Conv" |
| 247 | attribute { |
| 248 | name: "kernel_shape" |
| 249 | ints: 2 |
| 250 | ints: 2 |
| 251 | type: INTS |
| 252 | } |
| 253 | attribute { |
| 254 | name: "strides" |
| 255 | ints: 1 |
| 256 | ints: 1 |
| 257 | type: INTS |
| 258 | } |
| 259 | attribute { |
| 260 | name: "auto_pad" |
| 261 | s: "SAME_UPPER" |
| 262 | type: STRING |
| 263 | } |
| 264 | attribute { |
| 265 | name: "group" |
| 266 | i: 1 |
| 267 | type: INT |
| 268 | } |
| 269 | attribute { |
| 270 | name: "dilations" |
| 271 | ints: 1 |
| 272 | ints: 1 |
| 273 | type: INTS |
| 274 | } |
| 275 | doc_string: "" |
| 276 | domain: "" |
| 277 | } |
| 278 | output { |
| 279 | name: "Output" |
| 280 | type { |
| 281 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 282 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 283 | shape { |
| 284 | dim { |
| 285 | dim_value: 1 |
| 286 | } |
| 287 | dim { |
| 288 | dim_value: 1 |
| 289 | } |
| 290 | dim { |
| 291 | dim_value: 2 |
| 292 | } |
| 293 | dim { |
| 294 | dim_value: 2 |
| 295 | } |
| 296 | } |
| 297 | } |
| 298 | } |
| 299 | } |
| 300 | } |
| 301 | opset_import { |
| 302 | version: 7 |
| 303 | })"; |
| 304 | Setup(); |
| 305 | } |
| 306 | }; |
| 307 | |
| 308 | |
| 309 | struct Conv2DDimReducingFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> |
| 310 | { |
| 311 | Conv2DDimReducingFixture() { |
| 312 | m_Prototext = R"( |
| 313 | ir_version: 3 |
| 314 | producer_name: "CNTK" |
| 315 | producer_version: "2.5.1" |
| 316 | domain: "ai.cntk" |
| 317 | model_version: 1 |
| 318 | graph { |
| 319 | name: "CNTKGraph" |
| 320 | input { |
| 321 | name: "Input" |
| 322 | type { |
| 323 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 324 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 325 | shape { |
| 326 | dim { |
| 327 | dim_value: 1 |
| 328 | } |
| 329 | dim { |
| 330 | dim_value: 3 |
| 331 | } |
| 332 | dim { |
| 333 | dim_value: 2 |
| 334 | } |
| 335 | dim { |
| 336 | dim_value: 2 |
| 337 | } |
| 338 | } |
| 339 | } |
| 340 | } |
| 341 | } |
| 342 | input { |
| 343 | name: "Weight" |
| 344 | type { |
| 345 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 346 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 347 | shape { |
| 348 | dim { |
| 349 | dim_value: 2 |
| 350 | } |
| 351 | dim { |
| 352 | dim_value: 3 |
| 353 | } |
| 354 | dim { |
| 355 | dim_value: 1 |
| 356 | } |
| 357 | dim { |
| 358 | dim_value: 1 |
| 359 | } |
| 360 | } |
| 361 | } |
| 362 | } |
| 363 | } |
| 364 | initializer { |
| 365 | dims: 2 |
| 366 | dims: 3 |
| 367 | dims: 1 |
| 368 | dims: 1 |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 369 | data_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 370 | float_data: -1 |
| 371 | float_data: 2 |
| 372 | float_data: 0 |
| 373 | float_data: 1 |
| 374 | float_data: 0 |
| 375 | float_data: 0 |
| 376 | name: "Weight" |
| 377 | } |
| 378 | node { |
| 379 | input: "Input" |
| 380 | input: "Weight" |
| 381 | output: "Output" |
| 382 | name: "Convolution" |
| 383 | op_type: "Conv" |
| 384 | attribute { |
| 385 | name: "kernel_shape" |
| 386 | ints: 1 |
| 387 | ints: 1 |
| 388 | type: INTS |
| 389 | } |
| 390 | attribute { |
| 391 | name: "strides" |
| 392 | ints: 1 |
| 393 | ints: 1 |
| 394 | type: INTS |
| 395 | } |
| 396 | attribute { |
| 397 | name: "group" |
| 398 | i: 1 |
| 399 | type: INT |
| 400 | } |
| 401 | attribute { |
| 402 | name: "dilations" |
| 403 | ints: 1 |
| 404 | ints: 1 |
| 405 | type: INTS |
| 406 | } |
| 407 | doc_string: "" |
| 408 | domain: "" |
| 409 | } |
| 410 | output { |
| 411 | name: "Output" |
| 412 | type { |
| 413 | tensor_type { |
Matteo Martincigh | 44a7167 | 2018-12-11 13:46:52 +0000 | [diff] [blame] | 414 | elem_type: 1 |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 415 | shape { |
| 416 | dim { |
| 417 | dim_value: 1 |
| 418 | } |
| 419 | dim { |
| 420 | dim_value: 2 |
| 421 | } |
| 422 | dim { |
| 423 | dim_value: 2 |
| 424 | } |
| 425 | dim { |
| 426 | dim_value: 2 |
| 427 | } |
| 428 | } |
| 429 | } |
| 430 | } |
| 431 | } |
| 432 | } |
| 433 | opset_import { |
| 434 | version: 7 |
| 435 | })"; |
| 436 | Setup(); |
| 437 | } |
| 438 | }; |
| 439 | |
Sadik Armagan | 60bb9d8 | 2021-01-11 15:15:01 +0000 | [diff] [blame] | 440 | struct Conv2DwithDilationFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> |
| 441 | { |
| 442 | Conv2DwithDilationFixture() |
| 443 | { |
| 444 | m_Prototext = R"( |
| 445 | ir_version: 3 |
| 446 | producer_name: "CNTK" |
| 447 | producer_version: "2.5.1" |
| 448 | domain: "ai.cntk" |
| 449 | model_version: 1 |
| 450 | graph { |
| 451 | name: "CNTKGraph" |
| 452 | input { |
| 453 | name: "Input" |
| 454 | type { |
| 455 | tensor_type { |
| 456 | elem_type: 1 |
| 457 | shape { |
| 458 | dim { |
| 459 | dim_value: 1 |
| 460 | } |
| 461 | dim { |
| 462 | dim_value: 1 |
| 463 | } |
| 464 | dim { |
| 465 | dim_value: 6 |
| 466 | } |
| 467 | dim { |
| 468 | dim_value: 6 |
| 469 | } |
| 470 | } |
| 471 | } |
| 472 | } |
| 473 | } |
| 474 | input { |
| 475 | name: "Weight" |
| 476 | type { |
| 477 | tensor_type { |
| 478 | elem_type: 1 |
| 479 | shape { |
| 480 | dim { |
| 481 | dim_value: 1 |
| 482 | } |
| 483 | dim { |
| 484 | dim_value: 1 |
| 485 | } |
| 486 | dim { |
| 487 | dim_value: 3 |
| 488 | } |
| 489 | dim { |
| 490 | dim_value: 3 |
| 491 | } |
| 492 | } |
| 493 | } |
| 494 | } |
| 495 | } |
| 496 | initializer { |
| 497 | dims: 1 |
| 498 | dims: 1 |
| 499 | dims: 3 |
| 500 | dims: 3 |
| 501 | data_type: 1 |
| 502 | float_data: 2 |
| 503 | float_data: 1 |
| 504 | float_data: 0 |
| 505 | float_data: 6 |
| 506 | float_data: 2 |
| 507 | float_data: 1 |
| 508 | float_data: 4 |
| 509 | float_data: 1 |
| 510 | float_data: 2 |
| 511 | name: "Weight" |
| 512 | } |
| 513 | node { |
| 514 | input: "Input" |
| 515 | input: "Weight" |
| 516 | output: "Output" |
| 517 | name: "Convolution" |
| 518 | op_type: "Conv" |
| 519 | attribute { |
| 520 | name: "kernel_shape" |
| 521 | ints: 3 |
| 522 | ints: 3 |
| 523 | type: INTS |
| 524 | } |
| 525 | attribute { |
| 526 | name: "strides" |
| 527 | ints: 1 |
| 528 | ints: 1 |
| 529 | type: INTS |
| 530 | } |
| 531 | attribute { |
| 532 | name: "auto_pad" |
| 533 | s: "VALID" |
| 534 | type: STRING |
| 535 | } |
| 536 | attribute { |
| 537 | name: "group" |
| 538 | i: 1 |
| 539 | type: INT |
| 540 | } |
| 541 | attribute { |
| 542 | name: "dilations" |
| 543 | ints: 2 |
| 544 | ints: 2 |
| 545 | type: INTS |
| 546 | } |
| 547 | doc_string: "" |
| 548 | domain: "" |
| 549 | } |
| 550 | output { |
| 551 | name: "Output" |
| 552 | type { |
| 553 | tensor_type { |
| 554 | elem_type: 1 |
| 555 | shape { |
| 556 | dim { |
| 557 | dim_value: 1 |
| 558 | } |
| 559 | dim { |
| 560 | dim_value: 1 |
| 561 | } |
| 562 | dim { |
| 563 | dim_value: 2 |
| 564 | } |
| 565 | dim { |
| 566 | dim_value: 2 |
| 567 | } |
| 568 | } |
| 569 | } |
| 570 | } |
| 571 | } |
| 572 | } |
| 573 | opset_import { |
| 574 | version: 7 |
| 575 | })"; |
| 576 | Setup(); |
| 577 | } |
| 578 | }; |
| 579 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 580 | TEST_CASE_FIXTURE(SimpleConv2DFixture, "ValidConvTest") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 581 | { |
| 582 | RunTest<4>({{"Input", {1.0, 2.0, 3.0, |
| 583 | 4.0, 5.0, 6.0, |
| 584 | 7.0, 8.0, 9.0}}}, |
| 585 | {{"Output", {1.0 * 2 + 2.0 * 1 + 3.0 * 0 + |
| 586 | 4.0 * 6 + 5.0 * 2 + 6.0 * 1 + |
| 587 | 7.0 * 4 + 8.0 * 1 + 9.0 * 2}}}); |
| 588 | } |
| 589 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 590 | TEST_CASE_FIXTURE(Conv2DWithBiasesFixture, "ValidConvWithBiasTest") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 591 | { |
| 592 | RunTest<4>({{"Input", {1.0, 2.0, |
| 593 | 3.0, 4.0}}}, |
| 594 | {{"Output", {1.0 * 2 + 2.0 * 1 + 3.0 * 0 + 4 * 6 + 10, |
| 595 | 2.0 * 2 + 0 * 1 + 4.0 * 0 + 0 * 6 + 10, |
| 596 | 3.0 * 2 + 4.0 * 1 + 0 * 0 + 0 * 6 + 10, |
| 597 | 4.0 * 2 + 0 * 1 + 0 * 0 + 0 * 6 + 10}}}); |
| 598 | } |
| 599 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 600 | TEST_CASE_FIXTURE(Conv2DDimReducingFixture, "ValidConvDimReducTest") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 601 | { |
| 602 | RunTest<4>({{"Input", {1.0, 2.0, 3.0, 4.0, -1, -2, 3, 4, 1 , 1, 1, 1 }}}, |
| 603 | {{"Output", {-1 * 1 + 2 * -1, -1 * 2 + 2 * -2, |
| 604 | -1 * 3 + 2 * 3, -1 * 4 + 2 * 4, |
| 605 | 1, 2, 3, 4}}}); |
| 606 | } |
| 607 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 608 | TEST_CASE_FIXTURE(Conv2DwithDilationFixture, "ValidConvWithDilationTest") |
Sadik Armagan | 60bb9d8 | 2021-01-11 15:15:01 +0000 | [diff] [blame] | 609 | { |
| 610 | RunTest<4>({{"Input", {1.0, 2.0, 3.0, 4.0, 5.0, 6.0, |
| 611 | 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, |
| 612 | 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, |
| 613 | 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, |
| 614 | 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, |
| 615 | 7.0, 8.0, 9.0, 10.0, 11.0, 12.0}}}, |
| 616 | {{"Output", {39.0, 58.0, 153.0, 172.0 }}}); |
| 617 | } |
| 618 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 619 | } |