Sadik Armagan | a274748 | 2021-02-09 10:28:54 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2021 Arm Ltd and Contributors. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "ReduceTestHelper.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 ReduceUint8KeepDimsTest(tflite::BuiltinOperator reduceOperatorCode, |
| 19 | std::vector<armnn::BackendId>& backends, |
| 20 | std::vector<uint8_t>& expectedOutputValues) |
| 21 | { |
| 22 | std::vector<int32_t> input0Shape { 1, 1, 2, 3 }; |
| 23 | std::vector<int32_t> input1Shape { 1 }; |
| 24 | std::vector<int32_t> expectedOutputShape { 1, 1, 1, 3 }; |
| 25 | |
| 26 | std::vector<uint8_t> input0Values { 1, 2, 3, |
| 27 | 4, 3, 1 }; // Inputs |
| 28 | std::vector<int32_t> input1Values { 2 }; // Axis |
| 29 | |
| 30 | ReduceTest<uint8_t>(reduceOperatorCode, |
| 31 | ::tflite::TensorType_UINT8, |
| 32 | backends, |
| 33 | input0Shape, |
| 34 | input1Shape, |
| 35 | expectedOutputShape, |
| 36 | input0Values, |
| 37 | input1Values, |
| 38 | expectedOutputValues, |
| 39 | true); |
| 40 | } |
| 41 | |
| 42 | void ReduceUint8Test(tflite::BuiltinOperator reduceOperatorCode, |
| 43 | std::vector<armnn::BackendId>& backends, |
| 44 | std::vector<uint8_t>& expectedOutputValues) |
| 45 | { |
| 46 | std::vector<int32_t> input0Shape { 1, 1, 2, 3 }; |
| 47 | std::vector<int32_t> input1Shape { 1 }; |
| 48 | std::vector<int32_t> expectedOutputShape { 1, 1, 3 }; |
| 49 | |
| 50 | std::vector<uint8_t> input0Values { 1, 2, 3, |
| 51 | 4, 3, 1 }; // Inputs |
| 52 | std::vector<int32_t> input1Values { 2 }; // Axis |
| 53 | |
| 54 | ReduceTest<uint8_t>(reduceOperatorCode, |
| 55 | ::tflite::TensorType_UINT8, |
| 56 | backends, |
| 57 | input0Shape, |
| 58 | input1Shape, |
| 59 | expectedOutputShape, |
| 60 | input0Values, |
| 61 | input1Values, |
| 62 | expectedOutputValues, |
| 63 | false); |
| 64 | } |
| 65 | |
| 66 | void ReduceFp32KeepDimsTest(tflite::BuiltinOperator reduceOperatorCode, |
| 67 | std::vector<armnn::BackendId>& backends, |
| 68 | std::vector<float>& expectedOutputValues) |
| 69 | { |
| 70 | std::vector<int32_t> input0Shape { 1, 1, 2, 3 }; |
| 71 | std::vector<int32_t> input1Shape { 1 }; |
| 72 | std::vector<int32_t> expectedOutputShape { 1, 1, 1, 3 }; |
| 73 | |
| 74 | std::vector<float> input0Values { 1001.0f, 11.0f, 1003.0f, |
| 75 | 10.0f, 1002.0f, 12.0f }; // Inputs |
| 76 | std::vector<int32_t> input1Values { 2 }; // Axis |
| 77 | |
| 78 | ReduceTest<float>(reduceOperatorCode, |
| 79 | ::tflite::TensorType_FLOAT32, |
| 80 | backends, |
| 81 | input0Shape, |
| 82 | input1Shape, |
| 83 | expectedOutputShape, |
| 84 | input0Values, |
| 85 | input1Values, |
| 86 | expectedOutputValues, |
| 87 | true); |
| 88 | } |
| 89 | |
| 90 | void ReduceFp32Test(tflite::BuiltinOperator reduceOperatorCode, |
| 91 | std::vector<armnn::BackendId>& backends, |
| 92 | std::vector<float>& expectedOutputValues) |
| 93 | { |
| 94 | std::vector<int32_t> input0Shape { 1, 1, 2, 3 }; |
| 95 | std::vector<int32_t> input1Shape { 1 }; |
| 96 | std::vector<int32_t> expectedOutputShape { 1, 1, 3 }; |
| 97 | |
| 98 | std::vector<float> input0Values { 1001.0f, 11.0f, 1003.0f, |
| 99 | 10.0f, 1002.0f, 12.0f }; // Inputs |
| 100 | std::vector<int32_t> input1Values { 2 }; // Axis |
| 101 | |
| 102 | ReduceTest<float>(reduceOperatorCode, |
| 103 | ::tflite::TensorType_FLOAT32, |
| 104 | backends, |
| 105 | input0Shape, |
| 106 | input1Shape, |
| 107 | expectedOutputShape, |
| 108 | input0Values, |
| 109 | input1Values, |
| 110 | expectedOutputValues, |
| 111 | false); |
| 112 | } |
| 113 | |
| 114 | // REDUCE_MAX Tests |
| 115 | TEST_SUITE("ReduceMax_CpuRefTests") |
| 116 | { |
| 117 | |
| 118 | TEST_CASE ("ReduceMax_Uint8_KeepDims_CpuRef_Test") |
| 119 | { |
| 120 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 121 | std::vector<uint8_t> expectedOutputValues { 4, 3, 3 }; |
| 122 | ReduceUint8KeepDimsTest(tflite::BuiltinOperator_REDUCE_MAX, |
| 123 | backends, |
| 124 | expectedOutputValues); |
| 125 | } |
| 126 | |
| 127 | TEST_CASE ("ReduceMax_Uint8_CpuRef_Test") |
| 128 | { |
| 129 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 130 | std::vector<uint8_t> expectedOutputValues { 4, 3, 3 }; |
| 131 | ReduceUint8Test(tflite::BuiltinOperator_REDUCE_MAX, |
| 132 | backends, |
| 133 | expectedOutputValues); |
| 134 | } |
| 135 | |
| 136 | TEST_CASE ("ReduceMax_Fp32_KeepDims_CpuRef_Test") |
| 137 | { |
| 138 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 139 | std::vector<float> expectedOutputValues { 1001.0f, 1002.0f, 1003.0f }; |
| 140 | ReduceFp32KeepDimsTest(tflite::BuiltinOperator_REDUCE_MAX, |
| 141 | backends, |
| 142 | expectedOutputValues); |
| 143 | } |
| 144 | |
| 145 | TEST_CASE ("ReduceMax_Fp32_CpuRef_Test") |
| 146 | { |
| 147 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 148 | std::vector<float> expectedOutputValues { 1001.0f, 1002.0f, 1003.0f }; |
| 149 | ReduceFp32Test(tflite::BuiltinOperator_REDUCE_MAX, |
| 150 | backends, |
| 151 | expectedOutputValues); |
| 152 | } |
| 153 | |
| 154 | } // End of ReduceMax_CpuRefTests |
| 155 | |
| 156 | TEST_SUITE("ReduceMax_CpuAccTests") |
| 157 | { |
| 158 | |
| 159 | TEST_CASE ("ReduceMax_Uint8_KeepDims_CpuAcc_Test") |
| 160 | { |
| 161 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 162 | std::vector<uint8_t> expectedOutputValues { 4, 3, 3 }; |
| 163 | ReduceUint8KeepDimsTest(tflite::BuiltinOperator_REDUCE_MAX, |
| 164 | backends, |
| 165 | expectedOutputValues); |
| 166 | } |
| 167 | |
| 168 | TEST_CASE ("ReduceMax_Uint8_CpuAcc_Test") |
| 169 | { |
| 170 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 171 | std::vector<uint8_t> expectedOutputValues { 4, 3, 3 }; |
| 172 | ReduceUint8Test(tflite::BuiltinOperator_REDUCE_MAX, |
| 173 | backends, |
| 174 | expectedOutputValues); |
| 175 | } |
| 176 | |
| 177 | |
| 178 | TEST_CASE ("ReduceMax_Fp32_KeepDims_CpuAcc_Test") |
| 179 | { |
| 180 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 181 | std::vector<float> expectedOutputValues { 1001.0f, 1002.0f, 1003.0f }; |
| 182 | ReduceFp32KeepDimsTest(tflite::BuiltinOperator_REDUCE_MAX, |
| 183 | backends, |
| 184 | expectedOutputValues); |
| 185 | } |
| 186 | |
| 187 | TEST_CASE ("ReduceMax_Fp32_CpuAcc_Test") |
| 188 | { |
| 189 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 190 | std::vector<float> expectedOutputValues { 1001.0f, 1002.0f, 1003.0f }; |
| 191 | ReduceFp32Test(tflite::BuiltinOperator_REDUCE_MAX, |
| 192 | backends, |
| 193 | expectedOutputValues); |
| 194 | } |
| 195 | |
| 196 | } // End of ReduceMax_CpuAccTests |
| 197 | |
| 198 | TEST_SUITE("ReduceMax_GpuAccTests") |
| 199 | { |
| 200 | |
| 201 | TEST_CASE ("ReduceMax_Uint8_KeepDims_GpuAcc_Test") |
| 202 | { |
| 203 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 204 | std::vector<uint8_t> expectedOutputValues { 4, 3, 3 }; |
| 205 | ReduceUint8KeepDimsTest(tflite::BuiltinOperator_REDUCE_MAX, |
| 206 | backends, |
| 207 | expectedOutputValues); |
| 208 | } |
| 209 | |
| 210 | TEST_CASE ("ReduceMax_Uint8_GpuAcc_Test") |
| 211 | { |
| 212 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 213 | std::vector<uint8_t> expectedOutputValues { 4, 3, 3 }; |
| 214 | ReduceUint8Test(tflite::BuiltinOperator_REDUCE_MAX, |
| 215 | backends, |
| 216 | expectedOutputValues); |
| 217 | } |
| 218 | |
| 219 | |
| 220 | TEST_CASE ("ReduceMax_Fp32_KeepDims_GpuAcc_Test") |
| 221 | { |
| 222 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 223 | std::vector<float> expectedOutputValues { 1001.0f, 1002.0f, 1003.0f }; |
| 224 | ReduceFp32KeepDimsTest(tflite::BuiltinOperator_REDUCE_MAX, |
| 225 | backends, |
| 226 | expectedOutputValues); |
| 227 | } |
| 228 | |
| 229 | TEST_CASE ("ReduceMax_Fp32_GpuAcc_Test") |
| 230 | { |
| 231 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 232 | std::vector<float> expectedOutputValues { 1001.0f, 1002.0f, 1003.0f }; |
| 233 | ReduceFp32Test(tflite::BuiltinOperator_REDUCE_MAX, |
| 234 | backends, |
| 235 | expectedOutputValues); |
| 236 | } |
| 237 | |
| 238 | } // End of ReduceMax_GpuAccTests |
| 239 | |
| 240 | // REDUCE_MIN Tests |
| 241 | TEST_SUITE("ReduceMin_CpuRefTests") |
| 242 | { |
| 243 | |
| 244 | TEST_CASE ("ReduceMin_Fp32_CpuRef_Test") |
| 245 | { |
| 246 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 247 | std::vector<float> expectedOutputValues { 10.0f, 11.0f, 12.0f }; |
| 248 | ReduceFp32Test(tflite::BuiltinOperator_REDUCE_MIN, |
| 249 | backends, |
| 250 | expectedOutputValues); |
| 251 | } |
| 252 | |
| 253 | } // End of ReduceMin_CpuRefTests |
| 254 | |
| 255 | TEST_SUITE("ReduceMin_CpuAccTests") |
| 256 | { |
| 257 | |
| 258 | TEST_CASE ("ReduceMin_Fp32_CpuAcc_Test") |
| 259 | { |
| 260 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 261 | std::vector<float> expectedOutputValues { 10.0f, 11.0f, 12.0f }; |
| 262 | ReduceFp32Test(tflite::BuiltinOperator_REDUCE_MIN, |
| 263 | backends, |
| 264 | expectedOutputValues); |
| 265 | } |
| 266 | |
| 267 | } // End of ReduceMin_CpuAccTests |
| 268 | |
| 269 | TEST_SUITE("ReduceMin_GpuAccTests") |
| 270 | { |
| 271 | |
| 272 | TEST_CASE ("ReduceMin_Fp32_GpuAcc_Test") |
| 273 | { |
| 274 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 275 | std::vector<float> expectedOutputValues { 10.0f, 11.0f, 12.0f }; |
| 276 | ReduceFp32Test(tflite::BuiltinOperator_REDUCE_MIN, |
| 277 | backends, |
| 278 | expectedOutputValues); |
| 279 | } |
| 280 | |
| 281 | } // End of ReduceMin_GpuAccTests |
| 282 | |
| 283 | // SUM Tests |
| 284 | TEST_SUITE("Sum_CpuRefTests") |
| 285 | { |
| 286 | |
| 287 | TEST_CASE ("Sum_Uint8_KeepDims_CpuRef_Test") |
| 288 | { |
| 289 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 290 | std::vector<uint8_t> expectedOutputValues { 5, 5, 4 }; |
| 291 | ReduceUint8KeepDimsTest(tflite::BuiltinOperator_SUM, |
| 292 | backends, |
| 293 | expectedOutputValues); |
| 294 | } |
| 295 | |
| 296 | TEST_CASE ("Sum_Fp32_CpuRef_Test") |
| 297 | { |
| 298 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 299 | std::vector<float> expectedOutputValues { 1011.0f, 1013.0f, 1015.0f }; |
| 300 | ReduceFp32Test(tflite::BuiltinOperator_SUM, |
| 301 | backends, |
| 302 | expectedOutputValues); |
| 303 | } |
| 304 | |
| 305 | } // End of Sum_CpuRefTests |
| 306 | |
| 307 | TEST_SUITE("Sum_CpuAccTests") |
| 308 | { |
| 309 | |
| 310 | TEST_CASE ("Sum_Uint8_KeepDims_CpuAcc_Test") |
| 311 | { |
| 312 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 313 | std::vector<uint8_t> expectedOutputValues { 5, 5, 4 }; |
| 314 | ReduceUint8KeepDimsTest(tflite::BuiltinOperator_SUM, |
| 315 | backends, |
| 316 | expectedOutputValues); |
| 317 | } |
| 318 | |
| 319 | TEST_CASE ("Sum_Fp32_CpuAcc_Test") |
| 320 | { |
| 321 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 322 | std::vector<float> expectedOutputValues { 1011.0f, 1013.0f, 1015.0f }; |
| 323 | ReduceFp32Test(tflite::BuiltinOperator_SUM, |
| 324 | backends, |
| 325 | expectedOutputValues); |
| 326 | } |
| 327 | |
| 328 | } // End of Sum_CpuAccTests |
| 329 | |
| 330 | TEST_SUITE("Sum_GpuAccTests") |
| 331 | { |
| 332 | |
| 333 | TEST_CASE ("Sum_Uint8_KeepDims_GpuAcc_Test") |
| 334 | { |
| 335 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 336 | std::vector<uint8_t> expectedOutputValues { 5, 5, 4 }; |
| 337 | ReduceUint8KeepDimsTest(tflite::BuiltinOperator_SUM, |
| 338 | backends, |
| 339 | expectedOutputValues); |
| 340 | } |
| 341 | |
| 342 | TEST_CASE ("Sum_Fp32_GpuAcc_Test") |
| 343 | { |
| 344 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 345 | std::vector<float> expectedOutputValues { 1011.0f, 1013.0f, 1015.0f }; |
| 346 | ReduceFp32Test(tflite::BuiltinOperator_SUM, |
| 347 | backends, |
| 348 | expectedOutputValues); |
| 349 | } |
| 350 | |
| 351 | } // End of Sum_GpuAccTests |
| 352 | |
Teresa Charlin | 4e3e831 | 2021-08-05 12:34:37 +0100 | [diff] [blame] | 353 | // PROD Tests |
| 354 | TEST_SUITE("Prod_CpuRefTests") |
| 355 | { |
| 356 | |
Colm Donelan | 88b9025 | 2022-10-23 14:02:57 +0100 | [diff] [blame] | 357 | TEST_CASE ("Prod_Uint8_KeepDims_CpuRef_Test" |
| 358 | * doctest::skip(true) ) |
Teresa Charlin | 4e3e831 | 2021-08-05 12:34:37 +0100 | [diff] [blame] | 359 | { |
| 360 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 361 | std::vector<uint8_t> expectedOutputValues { 4, 6, 3 }; |
| 362 | ReduceUint8KeepDimsTest(tflite::BuiltinOperator_REDUCE_PROD, |
| 363 | backends, |
| 364 | expectedOutputValues); |
| 365 | } |
| 366 | |
Colm Donelan | 88b9025 | 2022-10-23 14:02:57 +0100 | [diff] [blame] | 367 | TEST_CASE ("Prod_Fp32_CpuRef_Test" |
| 368 | * doctest::skip(true) ) |
Teresa Charlin | 4e3e831 | 2021-08-05 12:34:37 +0100 | [diff] [blame] | 369 | { |
| 370 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuRef}; |
| 371 | std::vector<float> expectedOutputValues { 10010.0f, 11022.0f, 12036.0f }; |
| 372 | ReduceFp32Test(tflite::BuiltinOperator_REDUCE_PROD, |
| 373 | backends, |
| 374 | expectedOutputValues); |
| 375 | } |
| 376 | |
| 377 | } // End of Prod_CpuRefTests |
| 378 | |
| 379 | TEST_SUITE("Prod_CpuAccTests") |
| 380 | { |
| 381 | |
Colm Donelan | 88b9025 | 2022-10-23 14:02:57 +0100 | [diff] [blame] | 382 | TEST_CASE ("Prod_Uint8_KeepDims_CpuAcc_Test" |
| 383 | * doctest::skip(true) ) |
Teresa Charlin | 4e3e831 | 2021-08-05 12:34:37 +0100 | [diff] [blame] | 384 | { |
| 385 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 386 | std::vector<uint8_t> expectedOutputValues { 4, 6, 3 }; |
| 387 | ReduceUint8KeepDimsTest(tflite::BuiltinOperator_REDUCE_PROD, |
| 388 | backends, |
| 389 | expectedOutputValues); |
| 390 | } |
| 391 | |
Colm Donelan | 88b9025 | 2022-10-23 14:02:57 +0100 | [diff] [blame] | 392 | TEST_CASE ("Prod_Fp32_CpuAcc_Test" |
| 393 | * doctest::skip(true) ) |
Teresa Charlin | 4e3e831 | 2021-08-05 12:34:37 +0100 | [diff] [blame] | 394 | { |
| 395 | std::vector<armnn::BackendId> backends = {armnn::Compute::CpuAcc}; |
| 396 | std::vector<float> expectedOutputValues { 10010.0f, 11022.0f, 12036.0f }; |
| 397 | ReduceFp32Test(tflite::BuiltinOperator_REDUCE_PROD, |
| 398 | backends, |
| 399 | expectedOutputValues); |
| 400 | } |
| 401 | |
| 402 | } // End of Prod_CpuAccTests |
| 403 | |
| 404 | TEST_SUITE("Prod_GpuAccTests") |
| 405 | { |
| 406 | |
Colm Donelan | 88b9025 | 2022-10-23 14:02:57 +0100 | [diff] [blame] | 407 | TEST_CASE ("Prod_Uint8_KeepDims_GpuAcc_Test" |
| 408 | * doctest::skip(true) ) |
Teresa Charlin | 4e3e831 | 2021-08-05 12:34:37 +0100 | [diff] [blame] | 409 | { |
| 410 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 411 | std::vector<uint8_t> expectedOutputValues { 4, 6, 3 }; |
| 412 | ReduceUint8KeepDimsTest(tflite::BuiltinOperator_REDUCE_PROD, |
| 413 | backends, |
| 414 | expectedOutputValues); |
| 415 | } |
| 416 | |
Colm Donelan | 88b9025 | 2022-10-23 14:02:57 +0100 | [diff] [blame] | 417 | TEST_CASE ("Prod_Fp32_GpuAcc_Test" |
| 418 | * doctest::skip(true) ) |
Teresa Charlin | 4e3e831 | 2021-08-05 12:34:37 +0100 | [diff] [blame] | 419 | { |
| 420 | std::vector<armnn::BackendId> backends = {armnn::Compute::GpuAcc}; |
| 421 | std::vector<float> expectedOutputValues { 10010.0f, 11022.0f, 12036.0f }; |
| 422 | ReduceFp32Test(tflite::BuiltinOperator_REDUCE_PROD, |
| 423 | backends, |
| 424 | expectedOutputValues); |
| 425 | } |
| 426 | |
| 427 | } // End of Prod_GpuAccTests |
Sadik Armagan | a274748 | 2021-02-09 10:28:54 +0000 | [diff] [blame] | 428 | |
| 429 | } // namespace armnnDelegate |