Narumol Prangnawarat | 1112b01 | 2021-09-30 12:10:50 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2021 Arm Ltd and Contributors. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "armnnOnnxParser/IOnnxParser.hpp" |
| 7 | #include "ParserPrototxtFixture.hpp" |
| 8 | #include "OnnxParserTestUtils.hpp" |
| 9 | |
| 10 | TEST_SUITE("OnnxParser_Gemm") |
| 11 | { |
| 12 | |
| 13 | struct GemmFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> |
| 14 | { |
| 15 | GemmFixture(const std::string& alpha, |
| 16 | const std::string& beta, |
| 17 | const std::string& transA, |
| 18 | const std::string& transB, |
| 19 | const std::vector<int>& inputAShape, |
| 20 | const std::vector<int>& inputBShape, |
| 21 | const std::vector<int>& inputCShape, |
| 22 | const std::vector<int>& outputShape) |
| 23 | { |
| 24 | m_Prototext = R"( |
| 25 | ir_version: 8 |
| 26 | producer_name: "onnx-example" |
| 27 | graph { |
| 28 | node { |
| 29 | input: "A" |
| 30 | input: "B" |
| 31 | input: "C" |
| 32 | output: "Output" |
| 33 | op_type: "Gemm" |
| 34 | attribute { |
| 35 | name: "alpha" |
| 36 | f: )" + alpha + R"( |
| 37 | type: FLOAT |
| 38 | } |
| 39 | attribute { |
| 40 | name: "beta" |
| 41 | f: )" + beta + R"( |
| 42 | type: FLOAT |
| 43 | } |
| 44 | attribute { |
| 45 | name: "transA" |
| 46 | i: )" + transA + R"( |
| 47 | type: INT |
| 48 | } |
| 49 | attribute { |
| 50 | name: "transB" |
| 51 | i: )" + transB + R"( |
| 52 | type: INT |
| 53 | } |
| 54 | } |
| 55 | name: "gem-model" |
| 56 | input { |
| 57 | name: "A" |
| 58 | type { |
| 59 | tensor_type { |
| 60 | elem_type: 1 |
| 61 | shape { |
| 62 | )" + armnnUtils::ConstructTensorShapeString(inputAShape) + R"( |
| 63 | } |
| 64 | } |
| 65 | } |
| 66 | } |
| 67 | input { |
| 68 | name: "B" |
| 69 | type { |
| 70 | tensor_type { |
| 71 | elem_type: 1 |
| 72 | shape { |
| 73 | )" + armnnUtils::ConstructTensorShapeString(inputBShape) + R"( |
| 74 | } |
| 75 | } |
| 76 | } |
| 77 | } |
| 78 | input { |
| 79 | name: "C" |
| 80 | type { |
| 81 | tensor_type { |
| 82 | elem_type: 1 |
| 83 | shape { |
| 84 | )" + armnnUtils::ConstructTensorShapeString(inputCShape) + R"( |
| 85 | } |
| 86 | } |
| 87 | } |
| 88 | } |
| 89 | output { |
| 90 | name: "Output" |
| 91 | type { |
| 92 | tensor_type { |
| 93 | elem_type: 1 |
| 94 | shape { |
| 95 | )" + armnnUtils::ConstructTensorShapeString(outputShape) + R"( |
| 96 | } |
| 97 | } |
| 98 | } |
| 99 | } |
| 100 | })"; |
| 101 | } |
| 102 | }; |
| 103 | |
| 104 | struct GemmAllAttributesFixture : GemmFixture |
| 105 | { |
| 106 | GemmAllAttributesFixture() : GemmFixture("0.25", "0.35", "1", "1", { 4, 3 }, { 5, 4 }, { 5 }, { 3, 5 }) |
| 107 | { |
| 108 | Setup(); |
| 109 | } |
| 110 | }; |
| 111 | |
| 112 | struct GemmSimpleFixture : GemmFixture |
| 113 | { |
| 114 | GemmSimpleFixture() : GemmFixture("1", "1", "0", "0", { 3, 4 }, { 4, 5 }, { 5 }, { 3, 5 }) |
| 115 | { |
| 116 | Setup(); |
| 117 | } |
| 118 | }; |
| 119 | |
| 120 | struct GemmTransAFixture : GemmFixture |
| 121 | { |
| 122 | GemmTransAFixture() : GemmFixture("1", "1", "1", "0", { 4, 3 }, { 4, 5 }, { 5 }, { 3, 5 }) |
| 123 | { |
| 124 | Setup(); |
| 125 | } |
| 126 | }; |
| 127 | |
| 128 | struct GemmTransBFixture : GemmFixture |
| 129 | { |
| 130 | GemmTransBFixture() : GemmFixture("1", "1", "0", "1", { 3, 4 }, { 5, 4 }, { 5 }, { 3, 5 }) |
| 131 | { |
| 132 | Setup(); |
| 133 | } |
| 134 | }; |
| 135 | |
| 136 | struct GemmParseExceptionFixture : GemmFixture |
| 137 | { |
| 138 | GemmParseExceptionFixture() : GemmFixture("1", "1", "0", "1", { 3, 4 }, { 5, 4 }, { 3, 5 }, { 3, 5 }) {} |
| 139 | }; |
| 140 | |
| 141 | TEST_CASE_FIXTURE(GemmAllAttributesFixture, "GemmTest") |
| 142 | { |
| 143 | RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f, |
| 144 | 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }}, |
| 145 | {"B", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, |
| 146 | 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, |
| 147 | 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, |
| 148 | 16.0f, 17.0f, 18.0f, 19.0f, 20.0f }}, |
| 149 | {"C", { 0.10f, 0.20f, 0.30f, 0.40f, 0.50f }}}, |
| 150 | {{"Output", { 15.035f, 45.07f, 75.105f, 105.14f, 135.175f, |
| 151 | 12.535f, 38.57f, 64.605f, 90.64f, 116.675f, |
| 152 | 10.035f, 32.07f, 54.105f, 76.14f, 98.175f }}}); |
| 153 | } |
| 154 | |
| 155 | TEST_CASE_FIXTURE(GemmSimpleFixture, "GemmSimpleTest") |
| 156 | { |
| 157 | RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f, |
| 158 | 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }}, |
| 159 | {"B", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, |
| 160 | 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, |
| 161 | 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, |
| 162 | 16.0f, 17.0f, 18.0f, 19.0f, 20.0f }}, |
| 163 | {"C", { 0.10f, 0.20f, 0.30f, 0.40f, 0.50f }}}, |
| 164 | {{"Output", { 332.1f, 374.2f, 416.3f, 458.4f, 500.5f, |
| 165 | 196.1f, 222.2f, 248.3f, 274.4f, 300.5f, |
| 166 | 60.1f, 70.2f, 80.3f, 90.4f, 100.5f }}}); |
| 167 | } |
| 168 | |
| 169 | TEST_CASE_FIXTURE(GemmTransAFixture, "GemmTransposeATest") |
| 170 | { |
| 171 | RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f, |
| 172 | 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }}, |
| 173 | {"B", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, |
| 174 | 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, |
| 175 | 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, |
| 176 | 16.0f, 17.0f, 18.0f, 19.0f, 20.0f }}, |
| 177 | {"C", { 0.10f, 0.20f, 0.30f, 0.40f, 0.50f }}}, |
| 178 | {{"Output", { 180.1f, 210.2f, 240.3f, 270.4f, 300.5f, |
| 179 | 146.1f, 172.2f, 198.3f, 224.4f, 250.5f, |
| 180 | 112.1f, 134.2f, 156.3f, 178.4f, 200.5f }}}); |
| 181 | } |
| 182 | |
| 183 | TEST_CASE_FIXTURE(GemmTransBFixture, "GemmTransposeBTest") |
| 184 | { |
| 185 | RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f, |
| 186 | 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }}, |
| 187 | {"B", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, |
| 188 | 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, |
| 189 | 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, |
| 190 | 16.0f, 17.0f, 18.0f, 19.0f, 20.0f }}, |
| 191 | {"C", { 0.10f, 0.20f, 0.30f, 0.40f, 0.50f }}}, |
| 192 | {{"Output", { 100.1f, 268.2f, 436.3f, 604.4f, 772.5f, |
| 193 | 60.1f, 164.2f, 268.3f, 372.4f, 476.5f, |
| 194 | 20.1f, 60.2f, 100.3f, 140.4f, 180.5f }}}); |
| 195 | } |
| 196 | |
| 197 | TEST_CASE_FIXTURE(GemmParseExceptionFixture, "GemmParseExceptionTest") |
| 198 | { |
| 199 | // ParseException because Input C is non-constant and has 2 dimension (should be 1 dimension) |
| 200 | CHECK_THROWS_AS(Setup(), armnn::ParseException); |
| 201 | } |
| 202 | |
| 203 | struct GemmConstantFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> |
| 204 | { |
| 205 | GemmConstantFixture() |
| 206 | { |
| 207 | m_Prototext = R"( |
| 208 | ir_version: 8 |
| 209 | producer_name: "onnx-example" |
| 210 | graph { |
| 211 | node { |
| 212 | input: "A" |
| 213 | input: "B" |
| 214 | input: "C" |
| 215 | output: "Output" |
| 216 | op_type: "Gemm" |
| 217 | attribute { |
| 218 | name: "alpha" |
| 219 | f: 0.25 |
| 220 | type: FLOAT |
| 221 | } |
| 222 | attribute { |
| 223 | name: "beta" |
| 224 | f: 0.35 |
| 225 | type: FLOAT |
| 226 | } |
| 227 | attribute { |
| 228 | name: "transA" |
| 229 | i: 1 |
| 230 | type: INT |
| 231 | } |
| 232 | attribute { |
| 233 | name: "transB" |
| 234 | i: 1 |
| 235 | type: INT |
| 236 | } |
| 237 | } |
| 238 | name: "gem-model" |
| 239 | initializer { |
| 240 | dims: 5 |
| 241 | dims: 4 |
| 242 | data_type: 1 |
| 243 | float_data: 1.0 |
| 244 | float_data: 2.0 |
| 245 | float_data: 3.0 |
| 246 | float_data: 4.0 |
| 247 | float_data: 5.0 |
| 248 | float_data: 6.0 |
| 249 | float_data: 7.0 |
| 250 | float_data: 8.0 |
| 251 | float_data: 9.0 |
| 252 | float_data: 10.0 |
| 253 | float_data: 11.0 |
| 254 | float_data: 12.0 |
| 255 | float_data: 13.0 |
| 256 | float_data: 14.0 |
| 257 | float_data: 15.0 |
| 258 | float_data: 16.0 |
| 259 | float_data: 17.0 |
| 260 | float_data: 18.0 |
| 261 | float_data: 19.0 |
| 262 | float_data: 20.0 |
| 263 | name: "B" |
| 264 | } |
| 265 | initializer { |
| 266 | dims: 1 |
| 267 | dims: 5 |
| 268 | data_type: 1 |
| 269 | float_data: 0.1 |
| 270 | float_data: 0.2 |
| 271 | float_data: 0.3 |
| 272 | float_data: 0.4 |
| 273 | float_data: 0.5 |
| 274 | name: "C" |
| 275 | } |
| 276 | input { |
| 277 | name: "A" |
| 278 | type { |
| 279 | tensor_type { |
| 280 | elem_type: 1 |
| 281 | shape { |
| 282 | dim { |
| 283 | dim_value: 4 |
| 284 | } |
| 285 | dim { |
| 286 | dim_value: 3 |
| 287 | } |
| 288 | } |
| 289 | } |
| 290 | } |
| 291 | } |
| 292 | output { |
| 293 | name: "Output" |
| 294 | type { |
| 295 | tensor_type { |
| 296 | elem_type: 1 |
| 297 | shape { |
| 298 | dim { |
| 299 | dim_value: 3 |
| 300 | } |
| 301 | dim { |
| 302 | dim_value: 5 |
| 303 | } |
| 304 | } |
| 305 | } |
| 306 | } |
| 307 | } |
| 308 | })"; |
| 309 | Setup(); |
| 310 | } |
| 311 | }; |
| 312 | |
| 313 | TEST_CASE_FIXTURE(GemmConstantFixture, "GemmConstantTest") |
| 314 | { |
| 315 | RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f, |
| 316 | 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }}}, |
| 317 | {{"Output", { 15.035f, 45.07f, 75.105f, 105.14f, 135.175f, |
| 318 | 12.535f, 38.57f, 64.605f, 90.64f, 116.675f, |
| 319 | 10.035f, 32.07f, 54.105f, 76.14f, 98.175f }}}); |
| 320 | } |
| 321 | |
| 322 | struct GemmConstantSimpleFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> |
| 323 | { |
| 324 | GemmConstantSimpleFixture() |
| 325 | { |
| 326 | m_Prototext = R"( |
| 327 | ir_version: 8 |
| 328 | producer_name: "onnx-example" |
| 329 | graph { |
| 330 | node { |
| 331 | input: "A" |
| 332 | input: "B" |
| 333 | input: "C" |
| 334 | output: "Output" |
| 335 | op_type: "Gemm" |
| 336 | attribute { |
| 337 | name: "alpha" |
| 338 | f: 1 |
| 339 | type: FLOAT |
| 340 | } |
| 341 | attribute { |
| 342 | name: "beta" |
| 343 | f: 1 |
| 344 | type: FLOAT |
| 345 | } |
| 346 | attribute { |
| 347 | name: "transA" |
| 348 | i: 0 |
| 349 | type: INT |
| 350 | } |
| 351 | attribute { |
| 352 | name: "transB" |
| 353 | i: 0 |
| 354 | type: INT |
| 355 | } |
| 356 | } |
| 357 | name: "gem-model" |
| 358 | initializer { |
| 359 | dims: 4 |
| 360 | dims: 5 |
| 361 | data_type: 1 |
| 362 | float_data: 1.0 |
| 363 | float_data: 2.0 |
| 364 | float_data: 3.0 |
| 365 | float_data: 4.0 |
| 366 | float_data: 5.0 |
| 367 | float_data: 6.0 |
| 368 | float_data: 7.0 |
| 369 | float_data: 8.0 |
| 370 | float_data: 9.0 |
| 371 | float_data: 10.0 |
| 372 | float_data: 11.0 |
| 373 | float_data: 12.0 |
| 374 | float_data: 13.0 |
| 375 | float_data: 14.0 |
| 376 | float_data: 15.0 |
| 377 | float_data: 16.0 |
| 378 | float_data: 17.0 |
| 379 | float_data: 18.0 |
| 380 | float_data: 19.0 |
| 381 | float_data: 20.0 |
| 382 | name: "B" |
| 383 | } |
| 384 | initializer { |
| 385 | dims: 1 |
| 386 | dims: 5 |
| 387 | data_type: 1 |
| 388 | float_data: 0.1 |
| 389 | float_data: 0.2 |
| 390 | float_data: 0.3 |
| 391 | float_data: 0.4 |
| 392 | float_data: 0.5 |
| 393 | name: "C" |
| 394 | } |
| 395 | input { |
| 396 | name: "A" |
| 397 | type { |
| 398 | tensor_type { |
| 399 | elem_type: 1 |
| 400 | shape { |
| 401 | dim { |
| 402 | dim_value: 3 |
| 403 | } |
| 404 | dim { |
| 405 | dim_value: 4 |
| 406 | } |
| 407 | } |
| 408 | } |
| 409 | } |
| 410 | } |
| 411 | output { |
| 412 | name: "Output" |
| 413 | type { |
| 414 | tensor_type { |
| 415 | elem_type: 1 |
| 416 | shape { |
| 417 | dim { |
| 418 | dim_value: 3 |
| 419 | } |
| 420 | dim { |
| 421 | dim_value: 5 |
| 422 | } |
| 423 | } |
| 424 | } |
| 425 | } |
| 426 | } |
| 427 | })"; |
| 428 | Setup(); |
| 429 | } |
| 430 | }; |
| 431 | |
| 432 | TEST_CASE_FIXTURE(GemmConstantSimpleFixture, "GemmConstantSimpleTest") |
| 433 | { |
| 434 | RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f, |
| 435 | 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }}}, |
| 436 | {{"Output", { 332.1f, 374.2f, 416.3f, 458.4f, 500.5f, |
| 437 | 196.1f, 222.2f, 248.3f, 274.4f, 300.5f, |
| 438 | 60.1f, 70.2f, 80.3f, 90.4f, 100.5f }}}); |
| 439 | } |
| 440 | |
| 441 | struct GemmABFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> |
| 442 | { |
| 443 | GemmABFixture(const std::string& alpha, |
| 444 | const std::string& beta, |
| 445 | const std::string& transA, |
| 446 | const std::string& transB, |
| 447 | const std::vector<int>& inputAShape, |
| 448 | const std::vector<int>& inputBShape, |
| 449 | const std::vector<int>& outputShape) |
| 450 | { |
| 451 | m_Prototext = R"( |
| 452 | ir_version: 8 |
| 453 | producer_name: "onnx-example" |
| 454 | graph { |
| 455 | node { |
| 456 | input: "A" |
| 457 | input: "B" |
| 458 | output: "Output" |
| 459 | op_type: "Gemm" |
| 460 | attribute { |
| 461 | name: "alpha" |
| 462 | f: )" + alpha + R"( |
| 463 | type: FLOAT |
| 464 | } |
| 465 | attribute { |
| 466 | name: "beta" |
| 467 | f: )" + beta + R"( |
| 468 | type: FLOAT |
| 469 | } |
| 470 | attribute { |
| 471 | name: "transA" |
| 472 | i: )" + transA + R"( |
| 473 | type: INT |
| 474 | } |
| 475 | attribute { |
| 476 | name: "transB" |
| 477 | i: )" + transB + R"( |
| 478 | type: INT |
| 479 | } |
| 480 | } |
| 481 | name: "gem-model" |
| 482 | input { |
| 483 | name: "A" |
| 484 | type { |
| 485 | tensor_type { |
| 486 | elem_type: 1 |
| 487 | shape { |
| 488 | )" + armnnUtils::ConstructTensorShapeString(inputAShape) + R"( |
| 489 | } |
| 490 | } |
| 491 | } |
| 492 | } |
| 493 | input { |
| 494 | name: "B" |
| 495 | type { |
| 496 | tensor_type { |
| 497 | elem_type: 1 |
| 498 | shape { |
| 499 | )" + armnnUtils::ConstructTensorShapeString(inputBShape) + R"( |
| 500 | } |
| 501 | } |
| 502 | } |
| 503 | } |
| 504 | output { |
| 505 | name: "Output" |
| 506 | type { |
| 507 | tensor_type { |
| 508 | elem_type: 1 |
| 509 | shape { |
| 510 | )" + armnnUtils::ConstructTensorShapeString(outputShape) + R"( |
| 511 | } |
| 512 | } |
| 513 | } |
| 514 | } |
| 515 | })"; |
| 516 | Setup(); |
| 517 | } |
| 518 | }; |
| 519 | |
| 520 | struct GemmAlphaTransAFixture : GemmABFixture |
| 521 | { |
| 522 | GemmAlphaTransAFixture() : GemmABFixture("0.25", "0.35", "1", "0", { 4, 3 }, { 4, 5 }, { 3, 5 }) {} |
| 523 | }; |
| 524 | |
| 525 | struct GemmAlphaTransBFixture : GemmABFixture |
| 526 | { |
| 527 | GemmAlphaTransBFixture() : GemmABFixture("0.25", "0.35", "0", "1", { 3, 4 }, { 5, 4 }, { 3, 5 }) {} |
| 528 | }; |
| 529 | |
| 530 | TEST_CASE_FIXTURE(GemmAlphaTransAFixture, "GemmAlphaTransATest") |
| 531 | { |
| 532 | RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f, |
| 533 | 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }}, |
| 534 | {"B", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, |
| 535 | 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, |
| 536 | 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, |
| 537 | 16.0f, 17.0f, 18.0f, 19.0f, 20.0f }}}, |
| 538 | {{"Output", { 45.0f, 52.5f, 60.0f, 67.5f, 75.0f, |
| 539 | 36.5f, 43.0f, 49.5f, 56.0f, 62.5f, |
| 540 | 28.0f, 33.5f, 39.0f, 44.5f, 50.0f }}}); |
| 541 | } |
| 542 | |
| 543 | TEST_CASE_FIXTURE(GemmAlphaTransBFixture, "GemmAlphaTransBTest") |
| 544 | { |
| 545 | RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f, |
| 546 | 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }}, |
| 547 | {"B", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, |
| 548 | 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, |
| 549 | 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, |
| 550 | 16.0f, 17.0f, 18.0f, 19.0f, 20.0f }}}, |
| 551 | {{"Output", { 25.0f, 67.0f, 109.0f, 151.0f, 193.0f, |
| 552 | 15.0f, 41.0f, 67.0f, 93.0f, 119.0f, |
| 553 | 5.0f, 15.0f, 25.0f, 35.0f, 45.0f }}}); |
| 554 | } |
| 555 | |
| 556 | } |