Aron Virginas-Tar | 3bc00ec | 2019-10-18 15:42:58 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2019 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "ComparisonTestImpl.hpp" |
| 7 | |
| 8 | #include <armnn/ArmNN.hpp> |
| 9 | |
| 10 | #include <Half.hpp> |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 11 | #include <QuantizeHelper.hpp> |
Aron Virginas-Tar | 3bc00ec | 2019-10-18 15:42:58 +0100 | [diff] [blame] | 12 | #include <ResolveType.hpp> |
| 13 | |
| 14 | #include <backendsCommon/Workload.hpp> |
| 15 | #include <backendsCommon/WorkloadData.hpp> |
| 16 | |
Aron Virginas-Tar | 3bc00ec | 2019-10-18 15:42:58 +0100 | [diff] [blame] | 17 | #include <backendsCommon/test/TensorCopyUtils.hpp> |
| 18 | #include <backendsCommon/test/WorkloadTestUtils.hpp> |
| 19 | |
| 20 | #include <test/TensorHelpers.hpp> |
| 21 | |
| 22 | #include <boost/assert.hpp> |
| 23 | |
| 24 | namespace |
| 25 | { |
| 26 | |
| 27 | template <std::size_t NumDims, |
| 28 | armnn::DataType ArmnnInType, |
| 29 | typename InType = armnn::ResolveType<ArmnnInType>> |
| 30 | LayerTestResult<uint8_t, NumDims> ComparisonTestImpl( |
| 31 | armnn::IWorkloadFactory & workloadFactory, |
| 32 | const armnn::IBackendInternal::IMemoryManagerSharedPtr & memoryManager, |
| 33 | const armnn::ComparisonDescriptor& descriptor, |
| 34 | const armnn::TensorShape& shape0, |
| 35 | std::vector<InType> values0, |
| 36 | float quantScale0, |
| 37 | int quantOffset0, |
| 38 | const armnn::TensorShape& shape1, |
| 39 | std::vector<InType> values1, |
| 40 | float quantScale1, |
| 41 | int quantOffset1, |
| 42 | const armnn::TensorShape& outShape, |
| 43 | std::vector<uint8_t> outValues, |
| 44 | float outQuantScale, |
| 45 | int outQuantOffset) |
| 46 | { |
| 47 | BOOST_ASSERT(shape0.GetNumDimensions() == NumDims); |
| 48 | armnn::TensorInfo inputTensorInfo0(shape0, ArmnnInType, quantScale0, quantOffset0); |
| 49 | |
| 50 | BOOST_ASSERT(shape1.GetNumDimensions() == NumDims); |
| 51 | armnn::TensorInfo inputTensorInfo1(shape1, ArmnnInType, quantScale1, quantOffset1); |
| 52 | |
| 53 | BOOST_ASSERT(outShape.GetNumDimensions() == NumDims); |
| 54 | armnn::TensorInfo outputTensorInfo(outShape, armnn::DataType::Boolean, outQuantScale, outQuantOffset); |
| 55 | |
| 56 | auto input0 = MakeTensor<InType, NumDims>(inputTensorInfo0, values0); |
| 57 | auto input1 = MakeTensor<InType, NumDims>(inputTensorInfo1, values1); |
| 58 | |
| 59 | LayerTestResult<uint8_t, NumDims> ret(outputTensorInfo); |
| 60 | |
| 61 | std::unique_ptr<armnn::ITensorHandle> inputHandle0 = workloadFactory.CreateTensorHandle(inputTensorInfo0); |
| 62 | std::unique_ptr<armnn::ITensorHandle> inputHandle1 = workloadFactory.CreateTensorHandle(inputTensorInfo1); |
| 63 | std::unique_ptr<armnn::ITensorHandle> outputHandle = workloadFactory.CreateTensorHandle(outputTensorInfo); |
| 64 | |
| 65 | armnn::ComparisonQueueDescriptor qDescriptor; |
| 66 | qDescriptor.m_Parameters = descriptor; |
| 67 | |
| 68 | armnn::WorkloadInfo info; |
| 69 | AddInputToWorkload(qDescriptor, info, inputTensorInfo0, inputHandle0.get()); |
| 70 | AddInputToWorkload(qDescriptor, info, inputTensorInfo1, inputHandle1.get()); |
| 71 | AddOutputToWorkload(qDescriptor, info, outputTensorInfo, outputHandle.get()); |
| 72 | |
| 73 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateComparison(qDescriptor, info); |
| 74 | |
| 75 | inputHandle0->Allocate(); |
| 76 | inputHandle1->Allocate(); |
| 77 | outputHandle->Allocate(); |
| 78 | |
| 79 | CopyDataToITensorHandle(inputHandle0.get(), input0.origin()); |
| 80 | CopyDataToITensorHandle(inputHandle1.get(), input1.origin()); |
| 81 | |
| 82 | workload->PostAllocationConfigure(); |
| 83 | ExecuteWorkload(*workload, memoryManager); |
| 84 | |
| 85 | CopyDataFromITensorHandle(ret.output.origin(), outputHandle.get()); |
| 86 | |
| 87 | ret.outputExpected = MakeTensor<uint8_t, NumDims>(outputTensorInfo, outValues); |
| 88 | ret.compareBoolean = true; |
| 89 | |
| 90 | return ret; |
| 91 | } |
| 92 | |
| 93 | template <std::size_t NumDims, |
| 94 | armnn::DataType ArmnnInType, |
| 95 | typename InType = armnn::ResolveType<ArmnnInType>> |
| 96 | LayerTestResult<uint8_t, NumDims> ComparisonTestImpl( |
| 97 | armnn::IWorkloadFactory & workloadFactory, |
| 98 | const armnn::IBackendInternal::IMemoryManagerSharedPtr & memoryManager, |
| 99 | const armnn::ComparisonDescriptor& descriptor, |
| 100 | const armnn::TensorShape& shape0, |
| 101 | std::vector<InType> values0, |
| 102 | const armnn::TensorShape& shape1, |
| 103 | std::vector<InType> values1, |
| 104 | const armnn::TensorShape outShape, |
| 105 | std::vector<uint8_t> outValues, |
| 106 | float quantScale = 1.f, |
| 107 | int quantOffset = 0) |
| 108 | { |
| 109 | return ComparisonTestImpl<NumDims, ArmnnInType>( |
| 110 | workloadFactory, |
| 111 | memoryManager, |
| 112 | descriptor, |
| 113 | shape0, |
| 114 | values0, |
| 115 | quantScale, |
| 116 | quantOffset, |
| 117 | shape1, |
| 118 | values1, |
| 119 | quantScale, |
| 120 | quantOffset, |
| 121 | outShape, |
| 122 | outValues, |
| 123 | quantScale, |
| 124 | quantOffset); |
| 125 | } |
| 126 | |
| 127 | template<typename TestData> |
| 128 | std::vector<uint8_t> GetExpectedOutputData(const TestData& testData, armnn::ComparisonOperation operation) |
| 129 | { |
| 130 | switch (operation) |
| 131 | { |
| 132 | case armnn::ComparisonOperation::Equal: |
| 133 | return testData.m_OutputEqual; |
| 134 | case armnn::ComparisonOperation::Greater: |
| 135 | return testData.m_OutputGreater; |
| 136 | case armnn::ComparisonOperation::GreaterOrEqual: |
| 137 | return testData.m_OutputGreaterOrEqual; |
| 138 | case armnn::ComparisonOperation::Less: |
| 139 | return testData.m_OutputLess; |
| 140 | case armnn::ComparisonOperation::LessOrEqual: |
| 141 | return testData.m_OutputLessOrEqual; |
| 142 | case armnn::ComparisonOperation::NotEqual: |
| 143 | default: |
| 144 | return testData.m_OutputNotEqual; |
| 145 | } |
| 146 | } |
| 147 | |
| 148 | template<armnn::DataType ArmnnInType, typename TestData> |
| 149 | LayerTestResult<uint8_t, 4> ComparisonTestImpl(armnn::IWorkloadFactory& workloadFactory, |
| 150 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 151 | const TestData& testData, |
| 152 | armnn::ComparisonOperation operation, |
| 153 | float quantScale = 1.f, |
| 154 | int quantOffset = 0) |
| 155 | { |
| 156 | using T = armnn::ResolveType<ArmnnInType>; |
| 157 | |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 158 | std::vector<T> inputData0 = armnnUtils::QuantizedVector<T>(testData.m_InputData0, quantScale, quantOffset); |
| 159 | std::vector<T> inputData1 = armnnUtils::QuantizedVector<T>(testData.m_InputData1, quantScale, quantOffset); |
Aron Virginas-Tar | 3bc00ec | 2019-10-18 15:42:58 +0100 | [diff] [blame] | 160 | |
| 161 | return ComparisonTestImpl<4, ArmnnInType>( |
| 162 | workloadFactory, |
| 163 | memoryManager, |
| 164 | armnn::ComparisonDescriptor(operation), |
| 165 | testData.m_InputShape0, |
| 166 | inputData0, |
| 167 | testData.m_InputShape1, |
| 168 | inputData1, |
| 169 | testData.m_OutputShape, |
| 170 | GetExpectedOutputData(testData, operation), |
| 171 | quantScale, |
| 172 | quantOffset); |
| 173 | } |
| 174 | |
| 175 | class ComparisonTestData |
| 176 | { |
| 177 | public: |
| 178 | ComparisonTestData() = default; |
| 179 | virtual ~ComparisonTestData() = default; |
| 180 | |
| 181 | armnn::TensorShape m_InputShape0; |
| 182 | armnn::TensorShape m_InputShape1; |
| 183 | armnn::TensorShape m_OutputShape; |
| 184 | |
| 185 | std::vector<float> m_InputData0; |
| 186 | std::vector<float> m_InputData1; |
| 187 | |
| 188 | std::vector<uint8_t> m_OutputEqual; |
| 189 | std::vector<uint8_t> m_OutputGreater; |
| 190 | std::vector<uint8_t> m_OutputGreaterOrEqual; |
| 191 | std::vector<uint8_t> m_OutputLess; |
| 192 | std::vector<uint8_t> m_OutputLessOrEqual; |
| 193 | std::vector<uint8_t> m_OutputNotEqual; |
| 194 | }; |
| 195 | |
| 196 | class SimpleTestData : public ComparisonTestData |
| 197 | { |
| 198 | public: |
| 199 | SimpleTestData() : ComparisonTestData() |
| 200 | { |
| 201 | m_InputShape0 = { 2, 2, 2, 2 }; |
| 202 | |
| 203 | m_InputShape1 = m_InputShape0; |
| 204 | m_OutputShape = m_InputShape0; |
| 205 | |
| 206 | m_InputData0 = |
| 207 | { |
| 208 | 1.f, 1.f, 1.f, 1.f, 5.f, 5.f, 5.f, 5.f, |
| 209 | 3.f, 3.f, 3.f, 3.f, 4.f, 4.f, 4.f, 4.f |
| 210 | }; |
| 211 | |
| 212 | m_InputData1 = |
| 213 | { |
| 214 | 1.f, 1.f, 1.f, 1.f, 3.f, 3.f, 3.f, 3.f, |
| 215 | 5.f, 5.f, 5.f, 5.f, 4.f, 4.f, 4.f, 4.f |
| 216 | }; |
| 217 | |
| 218 | m_OutputEqual = |
| 219 | { |
| 220 | 1, 1, 1, 1, 0, 0, 0, 0, |
| 221 | 0, 0, 0, 0, 1, 1, 1, 1 |
| 222 | }; |
| 223 | |
| 224 | m_OutputGreater = |
| 225 | { |
| 226 | 0, 0, 0, 0, 1, 1, 1, 1, |
| 227 | 0, 0, 0, 0, 0, 0, 0, 0 |
| 228 | }; |
| 229 | |
| 230 | m_OutputGreaterOrEqual = |
| 231 | { |
| 232 | 1, 1, 1, 1, 1, 1, 1, 1, |
| 233 | 0, 0, 0, 0, 1, 1, 1, 1 |
| 234 | }; |
| 235 | |
| 236 | m_OutputLess = |
| 237 | { |
| 238 | 0, 0, 0, 0, 0, 0, 0, 0, |
| 239 | 1, 1, 1, 1, 0, 0, 0, 0 |
| 240 | }; |
| 241 | |
| 242 | m_OutputLessOrEqual = |
| 243 | { |
| 244 | 1, 1, 1, 1, 0, 0, 0, 0, |
| 245 | 1, 1, 1, 1, 1, 1, 1, 1 |
| 246 | }; |
| 247 | |
| 248 | m_OutputNotEqual = |
| 249 | { |
| 250 | 0, 0, 0, 0, 1, 1, 1, 1, |
| 251 | 1, 1, 1, 1, 0, 0, 0, 0 |
| 252 | }; |
| 253 | } |
| 254 | }; |
| 255 | |
| 256 | class Broadcast1ElementTestData : public ComparisonTestData |
| 257 | { |
| 258 | public: |
| 259 | Broadcast1ElementTestData() : ComparisonTestData() |
| 260 | { |
| 261 | m_InputShape0 = { 1, 2, 2, 2 }; |
| 262 | m_InputShape1 = { 1, 1, 1, 1 }; |
| 263 | |
| 264 | m_OutputShape = m_InputShape0; |
| 265 | |
| 266 | m_InputData0 = { 1.f, 2.f, 3.f, 4.f, 5.f, 6.f, 7.f, 8.f }; |
| 267 | m_InputData1 = { 3.f }; |
| 268 | |
| 269 | m_OutputEqual = { 0, 0, 1, 0, 0, 0, 0, 0 }; |
| 270 | m_OutputGreater = { 0, 0, 0, 1, 1, 1, 1, 1 }; |
| 271 | m_OutputGreaterOrEqual = { 0, 0, 1, 1, 1, 1, 1, 1 }; |
| 272 | m_OutputLess = { 1, 1, 0, 0, 0, 0, 0, 0 }; |
| 273 | m_OutputLessOrEqual = { 1, 1, 1, 0, 0, 0, 0, 0 }; |
| 274 | m_OutputNotEqual = { 1, 1, 0, 1, 1, 1, 1, 1 }; |
| 275 | } |
| 276 | }; |
| 277 | |
| 278 | class Broadcast1dVectorTestData : public ComparisonTestData |
| 279 | { |
| 280 | public: |
| 281 | Broadcast1dVectorTestData() : ComparisonTestData() |
| 282 | { |
| 283 | m_InputShape0 = { 1, 2, 2, 3 }; |
| 284 | m_InputShape1 = { 1, 1, 1, 3 }; |
| 285 | |
| 286 | m_OutputShape = m_InputShape0; |
| 287 | |
| 288 | m_InputData0 = |
| 289 | { |
| 290 | 1.f, 2.f, 3.f, 4.f, 5.f, 6.f, |
| 291 | 7.f, 8.f, 9.f, 10.f, 11.f, 12.f |
| 292 | }; |
| 293 | |
| 294 | m_InputData1 = { 4.f, 5.f, 6.f }; |
| 295 | |
| 296 | m_OutputEqual = |
| 297 | { |
| 298 | 0, 0, 0, 1, 1, 1, |
| 299 | 0, 0, 0, 0, 0, 0 |
| 300 | }; |
| 301 | |
| 302 | m_OutputGreater = |
| 303 | { |
| 304 | 0, 0, 0, 0, 0, 0, |
| 305 | 1, 1, 1, 1, 1, 1 |
| 306 | }; |
| 307 | |
| 308 | m_OutputGreaterOrEqual = |
| 309 | { |
| 310 | 0, 0, 0, 1, 1, 1, |
| 311 | 1, 1, 1, 1, 1, 1 |
| 312 | }; |
| 313 | |
| 314 | m_OutputLess = |
| 315 | { |
| 316 | 1, 1, 1, 0, 0, 0, |
| 317 | 0, 0, 0, 0, 0, 0 |
| 318 | }; |
| 319 | |
| 320 | m_OutputLessOrEqual = |
| 321 | { |
| 322 | 1, 1, 1, 1, 1, 1, |
| 323 | 0, 0, 0, 0, 0, 0 |
| 324 | }; |
| 325 | |
| 326 | m_OutputNotEqual = |
| 327 | { |
| 328 | 1, 1, 1, 0, 0, 0, |
| 329 | 1, 1, 1, 1, 1, 1 |
| 330 | }; |
| 331 | } |
| 332 | }; |
| 333 | |
| 334 | static SimpleTestData s_SimpleTestData; |
| 335 | static Broadcast1ElementTestData s_Broadcast1ElementTestData; |
| 336 | static Broadcast1dVectorTestData s_Broadcast1dVectorTestData; |
| 337 | |
| 338 | } // anonymous namespace |
| 339 | |
| 340 | // Equal |
| 341 | LayerTestResult<uint8_t, 4> EqualSimpleTest(armnn::IWorkloadFactory& workloadFactory, |
| 342 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 343 | { |
| 344 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 345 | workloadFactory, |
| 346 | memoryManager, |
| 347 | s_SimpleTestData, |
| 348 | armnn::ComparisonOperation::Equal); |
| 349 | } |
| 350 | |
| 351 | LayerTestResult<uint8_t, 4> EqualBroadcast1ElementTest( |
| 352 | armnn::IWorkloadFactory& workloadFactory, |
| 353 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 354 | { |
| 355 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 356 | workloadFactory, |
| 357 | memoryManager, |
| 358 | s_Broadcast1ElementTestData, |
| 359 | armnn::ComparisonOperation::Equal); |
| 360 | } |
| 361 | |
| 362 | LayerTestResult<uint8_t, 4> EqualBroadcast1dVectorTest( |
| 363 | armnn::IWorkloadFactory& workloadFactory, |
| 364 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 365 | { |
| 366 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 367 | workloadFactory, |
| 368 | memoryManager, |
| 369 | s_Broadcast1dVectorTestData, |
| 370 | armnn::ComparisonOperation::Equal); |
| 371 | } |
| 372 | |
| 373 | LayerTestResult<uint8_t, 4> EqualSimpleFloat16Test( |
| 374 | armnn::IWorkloadFactory& workloadFactory, |
| 375 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 376 | { |
| 377 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 378 | workloadFactory, |
| 379 | memoryManager, |
| 380 | s_SimpleTestData, |
| 381 | armnn::ComparisonOperation::Equal); |
| 382 | } |
| 383 | |
| 384 | LayerTestResult<uint8_t, 4> EqualBroadcast1ElementFloat16Test( |
| 385 | armnn::IWorkloadFactory& workloadFactory, |
| 386 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 387 | { |
| 388 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 389 | workloadFactory, |
| 390 | memoryManager, |
| 391 | s_Broadcast1ElementTestData, |
| 392 | armnn::ComparisonOperation::Equal); |
| 393 | } |
| 394 | |
| 395 | LayerTestResult<uint8_t, 4> EqualBroadcast1dVectorFloat16Test( |
| 396 | armnn::IWorkloadFactory& workloadFactory, |
| 397 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 398 | { |
| 399 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 400 | workloadFactory, |
| 401 | memoryManager, |
| 402 | s_Broadcast1dVectorTestData, |
| 403 | armnn::ComparisonOperation::Equal); |
| 404 | } |
| 405 | |
| 406 | LayerTestResult<uint8_t, 4> EqualSimpleUint8Test( |
| 407 | armnn::IWorkloadFactory& workloadFactory, |
| 408 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 409 | { |
| 410 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 411 | workloadFactory, |
| 412 | memoryManager, |
| 413 | s_SimpleTestData, |
| 414 | armnn::ComparisonOperation::Equal); |
| 415 | } |
| 416 | |
| 417 | LayerTestResult<uint8_t, 4> EqualBroadcast1ElementUint8Test( |
| 418 | armnn::IWorkloadFactory& workloadFactory, |
| 419 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 420 | { |
| 421 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 422 | workloadFactory, |
| 423 | memoryManager, |
| 424 | s_Broadcast1ElementTestData, |
| 425 | armnn::ComparisonOperation::Equal); |
| 426 | } |
| 427 | |
| 428 | LayerTestResult<uint8_t, 4> EqualBroadcast1dVectorUint8Test( |
| 429 | armnn::IWorkloadFactory& workloadFactory, |
| 430 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 431 | { |
| 432 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 433 | workloadFactory, |
| 434 | memoryManager, |
| 435 | s_Broadcast1dVectorTestData, |
| 436 | armnn::ComparisonOperation::Equal); |
| 437 | } |
| 438 | |
| 439 | // Greater |
| 440 | LayerTestResult<uint8_t, 4> GreaterSimpleTest(armnn::IWorkloadFactory& workloadFactory, |
| 441 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 442 | { |
| 443 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 444 | workloadFactory, |
| 445 | memoryManager, |
| 446 | s_SimpleTestData, |
| 447 | armnn::ComparisonOperation::Greater); |
| 448 | } |
| 449 | |
| 450 | LayerTestResult<uint8_t, 4> GreaterBroadcast1ElementTest( |
| 451 | armnn::IWorkloadFactory& workloadFactory, |
| 452 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 453 | { |
| 454 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 455 | workloadFactory, |
| 456 | memoryManager, |
| 457 | s_Broadcast1ElementTestData, |
| 458 | armnn::ComparisonOperation::Greater); |
| 459 | } |
| 460 | |
| 461 | LayerTestResult<uint8_t, 4> GreaterBroadcast1dVectorTest( |
| 462 | armnn::IWorkloadFactory& workloadFactory, |
| 463 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 464 | { |
| 465 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 466 | workloadFactory, |
| 467 | memoryManager, |
| 468 | s_Broadcast1dVectorTestData, |
| 469 | armnn::ComparisonOperation::Greater); |
| 470 | } |
| 471 | |
| 472 | LayerTestResult<uint8_t, 4> GreaterSimpleFloat16Test( |
| 473 | armnn::IWorkloadFactory& workloadFactory, |
| 474 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 475 | { |
| 476 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 477 | workloadFactory, |
| 478 | memoryManager, |
| 479 | s_SimpleTestData, |
| 480 | armnn::ComparisonOperation::Greater); |
| 481 | } |
| 482 | |
| 483 | LayerTestResult<uint8_t, 4> GreaterBroadcast1ElementFloat16Test( |
| 484 | armnn::IWorkloadFactory& workloadFactory, |
| 485 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 486 | { |
| 487 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 488 | workloadFactory, |
| 489 | memoryManager, |
| 490 | s_Broadcast1ElementTestData, |
| 491 | armnn::ComparisonOperation::Greater); |
| 492 | } |
| 493 | |
| 494 | LayerTestResult<uint8_t, 4> GreaterBroadcast1dVectorFloat16Test( |
| 495 | armnn::IWorkloadFactory& workloadFactory, |
| 496 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 497 | { |
| 498 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 499 | workloadFactory, |
| 500 | memoryManager, |
| 501 | s_Broadcast1dVectorTestData, |
| 502 | armnn::ComparisonOperation::Greater); |
| 503 | } |
| 504 | |
| 505 | LayerTestResult<uint8_t, 4> GreaterSimpleUint8Test( |
| 506 | armnn::IWorkloadFactory& workloadFactory, |
| 507 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 508 | { |
| 509 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 510 | workloadFactory, |
| 511 | memoryManager, |
| 512 | s_SimpleTestData, |
| 513 | armnn::ComparisonOperation::Greater); |
| 514 | } |
| 515 | |
| 516 | LayerTestResult<uint8_t, 4> GreaterBroadcast1ElementUint8Test( |
| 517 | armnn::IWorkloadFactory& workloadFactory, |
| 518 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 519 | { |
| 520 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 521 | workloadFactory, |
| 522 | memoryManager, |
| 523 | s_Broadcast1ElementTestData, |
| 524 | armnn::ComparisonOperation::Greater); |
| 525 | } |
| 526 | |
| 527 | LayerTestResult<uint8_t, 4> GreaterBroadcast1dVectorUint8Test( |
| 528 | armnn::IWorkloadFactory& workloadFactory, |
| 529 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 530 | { |
| 531 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 532 | workloadFactory, |
| 533 | memoryManager, |
| 534 | s_Broadcast1dVectorTestData, |
| 535 | armnn::ComparisonOperation::Greater); |
| 536 | } |
| 537 | |
| 538 | // GreaterOrEqual |
| 539 | LayerTestResult<uint8_t, 4> GreaterOrEqualSimpleTest( |
| 540 | armnn::IWorkloadFactory& workloadFactory, |
| 541 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 542 | { |
| 543 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 544 | workloadFactory, |
| 545 | memoryManager, |
| 546 | s_SimpleTestData, |
| 547 | armnn::ComparisonOperation::GreaterOrEqual); |
| 548 | } |
| 549 | |
| 550 | LayerTestResult<uint8_t, 4> GreaterOrEqualBroadcast1ElementTest( |
| 551 | armnn::IWorkloadFactory& workloadFactory, |
| 552 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 553 | { |
| 554 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 555 | workloadFactory, |
| 556 | memoryManager, |
| 557 | s_Broadcast1ElementTestData, |
| 558 | armnn::ComparisonOperation::GreaterOrEqual); |
| 559 | } |
| 560 | |
| 561 | LayerTestResult<uint8_t, 4> GreaterOrEqualBroadcast1dVectorTest( |
| 562 | armnn::IWorkloadFactory& workloadFactory, |
| 563 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 564 | { |
| 565 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 566 | workloadFactory, |
| 567 | memoryManager, |
| 568 | s_Broadcast1dVectorTestData, |
| 569 | armnn::ComparisonOperation::GreaterOrEqual); |
| 570 | } |
| 571 | |
| 572 | LayerTestResult<uint8_t, 4> GreaterOrEqualSimpleFloat16Test( |
| 573 | armnn::IWorkloadFactory& workloadFactory, |
| 574 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 575 | { |
| 576 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 577 | workloadFactory, |
| 578 | memoryManager, |
| 579 | s_SimpleTestData, |
| 580 | armnn::ComparisonOperation::GreaterOrEqual); |
| 581 | } |
| 582 | |
| 583 | LayerTestResult<uint8_t, 4> GreaterOrEqualBroadcast1ElementFloat16Test( |
| 584 | armnn::IWorkloadFactory& workloadFactory, |
| 585 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 586 | { |
| 587 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 588 | workloadFactory, |
| 589 | memoryManager, |
| 590 | s_Broadcast1ElementTestData, |
| 591 | armnn::ComparisonOperation::GreaterOrEqual); |
| 592 | } |
| 593 | |
| 594 | LayerTestResult<uint8_t, 4> GreaterOrEqualBroadcast1dVectorFloat16Test( |
| 595 | armnn::IWorkloadFactory& workloadFactory, |
| 596 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 597 | { |
| 598 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 599 | workloadFactory, |
| 600 | memoryManager, |
| 601 | s_Broadcast1dVectorTestData, |
| 602 | armnn::ComparisonOperation::GreaterOrEqual); |
| 603 | } |
| 604 | |
| 605 | LayerTestResult<uint8_t, 4> GreaterOrEqualSimpleUint8Test( |
| 606 | armnn::IWorkloadFactory& workloadFactory, |
| 607 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 608 | { |
| 609 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 610 | workloadFactory, |
| 611 | memoryManager, |
| 612 | s_SimpleTestData, |
| 613 | armnn::ComparisonOperation::GreaterOrEqual); |
| 614 | } |
| 615 | |
| 616 | LayerTestResult<uint8_t, 4> GreaterOrEqualBroadcast1ElementUint8Test( |
| 617 | armnn::IWorkloadFactory& workloadFactory, |
| 618 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 619 | { |
| 620 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 621 | workloadFactory, |
| 622 | memoryManager, |
| 623 | s_Broadcast1ElementTestData, |
| 624 | armnn::ComparisonOperation::GreaterOrEqual); |
| 625 | } |
| 626 | |
| 627 | LayerTestResult<uint8_t, 4> GreaterOrEqualBroadcast1dVectorUint8Test( |
| 628 | armnn::IWorkloadFactory& workloadFactory, |
| 629 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 630 | { |
| 631 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 632 | workloadFactory, |
| 633 | memoryManager, |
| 634 | s_Broadcast1dVectorTestData, |
| 635 | armnn::ComparisonOperation::GreaterOrEqual); |
| 636 | } |
| 637 | |
| 638 | // Less |
| 639 | LayerTestResult<uint8_t, 4> LessSimpleTest(armnn::IWorkloadFactory& workloadFactory, |
| 640 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 641 | { |
| 642 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 643 | workloadFactory, |
| 644 | memoryManager, |
| 645 | s_SimpleTestData, |
| 646 | armnn::ComparisonOperation::Less); |
| 647 | } |
| 648 | |
| 649 | LayerTestResult<uint8_t, 4> LessBroadcast1ElementTest( |
| 650 | armnn::IWorkloadFactory& workloadFactory, |
| 651 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 652 | { |
| 653 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 654 | workloadFactory, |
| 655 | memoryManager, |
| 656 | s_Broadcast1ElementTestData, |
| 657 | armnn::ComparisonOperation::Less); |
| 658 | } |
| 659 | |
| 660 | LayerTestResult<uint8_t, 4> LessBroadcast1dVectorTest( |
| 661 | armnn::IWorkloadFactory& workloadFactory, |
| 662 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 663 | { |
| 664 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 665 | workloadFactory, |
| 666 | memoryManager, |
| 667 | s_Broadcast1dVectorTestData, |
| 668 | armnn::ComparisonOperation::Less); |
| 669 | } |
| 670 | |
| 671 | LayerTestResult<uint8_t, 4> LessSimpleFloat16Test( |
| 672 | armnn::IWorkloadFactory& workloadFactory, |
| 673 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 674 | { |
| 675 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 676 | workloadFactory, |
| 677 | memoryManager, |
| 678 | s_SimpleTestData, |
| 679 | armnn::ComparisonOperation::Less); |
| 680 | } |
| 681 | |
| 682 | LayerTestResult<uint8_t, 4> LessBroadcast1ElementFloat16Test( |
| 683 | armnn::IWorkloadFactory& workloadFactory, |
| 684 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 685 | { |
| 686 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 687 | workloadFactory, |
| 688 | memoryManager, |
| 689 | s_Broadcast1ElementTestData, |
| 690 | armnn::ComparisonOperation::Less); |
| 691 | } |
| 692 | |
| 693 | LayerTestResult<uint8_t, 4> LessBroadcast1dVectorFloat16Test( |
| 694 | armnn::IWorkloadFactory& workloadFactory, |
| 695 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 696 | { |
| 697 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 698 | workloadFactory, |
| 699 | memoryManager, |
| 700 | s_Broadcast1dVectorTestData, |
| 701 | armnn::ComparisonOperation::Less); |
| 702 | } |
| 703 | |
| 704 | LayerTestResult<uint8_t, 4> LessSimpleUint8Test( |
| 705 | armnn::IWorkloadFactory& workloadFactory, |
| 706 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 707 | { |
| 708 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 709 | workloadFactory, |
| 710 | memoryManager, |
| 711 | s_SimpleTestData, |
| 712 | armnn::ComparisonOperation::Less); |
| 713 | } |
| 714 | |
| 715 | LayerTestResult<uint8_t, 4> LessBroadcast1ElementUint8Test( |
| 716 | armnn::IWorkloadFactory& workloadFactory, |
| 717 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 718 | { |
| 719 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 720 | workloadFactory, |
| 721 | memoryManager, |
| 722 | s_Broadcast1ElementTestData, |
| 723 | armnn::ComparisonOperation::Less); |
| 724 | } |
| 725 | |
| 726 | LayerTestResult<uint8_t, 4> LessBroadcast1dVectorUint8Test( |
| 727 | armnn::IWorkloadFactory& workloadFactory, |
| 728 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 729 | { |
| 730 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 731 | workloadFactory, |
| 732 | memoryManager, |
| 733 | s_Broadcast1dVectorTestData, |
| 734 | armnn::ComparisonOperation::Less); |
| 735 | } |
| 736 | |
| 737 | // LessOrEqual |
| 738 | LayerTestResult<uint8_t, 4> LessOrEqualSimpleTest( |
| 739 | armnn::IWorkloadFactory& workloadFactory, |
| 740 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 741 | { |
| 742 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 743 | workloadFactory, |
| 744 | memoryManager, |
| 745 | s_SimpleTestData, |
| 746 | armnn::ComparisonOperation::LessOrEqual); |
| 747 | } |
| 748 | |
| 749 | LayerTestResult<uint8_t, 4> LessOrEqualBroadcast1ElementTest( |
| 750 | armnn::IWorkloadFactory& workloadFactory, |
| 751 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 752 | { |
| 753 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 754 | workloadFactory, |
| 755 | memoryManager, |
| 756 | s_Broadcast1ElementTestData, |
| 757 | armnn::ComparisonOperation::LessOrEqual); |
| 758 | } |
| 759 | |
| 760 | LayerTestResult<uint8_t, 4> LessOrEqualBroadcast1dVectorTest( |
| 761 | armnn::IWorkloadFactory& workloadFactory, |
| 762 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 763 | { |
| 764 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 765 | workloadFactory, |
| 766 | memoryManager, |
| 767 | s_Broadcast1dVectorTestData, |
| 768 | armnn::ComparisonOperation::LessOrEqual); |
| 769 | } |
| 770 | |
| 771 | LayerTestResult<uint8_t, 4> LessOrEqualSimpleFloat16Test( |
| 772 | armnn::IWorkloadFactory& workloadFactory, |
| 773 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 774 | { |
| 775 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 776 | workloadFactory, |
| 777 | memoryManager, |
| 778 | s_SimpleTestData, |
| 779 | armnn::ComparisonOperation::LessOrEqual); |
| 780 | } |
| 781 | |
| 782 | LayerTestResult<uint8_t, 4> LessOrEqualBroadcast1ElementFloat16Test( |
| 783 | armnn::IWorkloadFactory& workloadFactory, |
| 784 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 785 | { |
| 786 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 787 | workloadFactory, |
| 788 | memoryManager, |
| 789 | s_Broadcast1ElementTestData, |
| 790 | armnn::ComparisonOperation::LessOrEqual); |
| 791 | } |
| 792 | |
| 793 | LayerTestResult<uint8_t, 4> LessOrEqualBroadcast1dVectorFloat16Test( |
| 794 | armnn::IWorkloadFactory& workloadFactory, |
| 795 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 796 | { |
| 797 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 798 | workloadFactory, |
| 799 | memoryManager, |
| 800 | s_Broadcast1dVectorTestData, |
| 801 | armnn::ComparisonOperation::LessOrEqual); |
| 802 | } |
| 803 | |
| 804 | LayerTestResult<uint8_t, 4> LessOrEqualSimpleUint8Test( |
| 805 | armnn::IWorkloadFactory& workloadFactory, |
| 806 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 807 | { |
| 808 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 809 | workloadFactory, |
| 810 | memoryManager, |
| 811 | s_SimpleTestData, |
| 812 | armnn::ComparisonOperation::LessOrEqual); |
| 813 | } |
| 814 | |
| 815 | LayerTestResult<uint8_t, 4> LessOrEqualBroadcast1ElementUint8Test( |
| 816 | armnn::IWorkloadFactory& workloadFactory, |
| 817 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 818 | { |
| 819 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 820 | workloadFactory, |
| 821 | memoryManager, |
| 822 | s_Broadcast1ElementTestData, |
| 823 | armnn::ComparisonOperation::LessOrEqual); |
| 824 | } |
| 825 | |
| 826 | LayerTestResult<uint8_t, 4> LessOrEqualBroadcast1dVectorUint8Test( |
| 827 | armnn::IWorkloadFactory& workloadFactory, |
| 828 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 829 | { |
| 830 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 831 | workloadFactory, |
| 832 | memoryManager, |
| 833 | s_Broadcast1dVectorTestData, |
| 834 | armnn::ComparisonOperation::LessOrEqual); |
| 835 | } |
| 836 | |
| 837 | // NotEqual |
| 838 | LayerTestResult<uint8_t, 4> NotEqualSimpleTest( |
| 839 | armnn::IWorkloadFactory& workloadFactory, |
| 840 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 841 | { |
| 842 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 843 | workloadFactory, |
| 844 | memoryManager, |
| 845 | s_SimpleTestData, |
| 846 | armnn::ComparisonOperation::NotEqual); |
| 847 | } |
| 848 | |
| 849 | LayerTestResult<uint8_t, 4> NotEqualBroadcast1ElementTest( |
| 850 | armnn::IWorkloadFactory& workloadFactory, |
| 851 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 852 | { |
| 853 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 854 | workloadFactory, |
| 855 | memoryManager, |
| 856 | s_Broadcast1ElementTestData, |
| 857 | armnn::ComparisonOperation::NotEqual); |
| 858 | } |
| 859 | |
| 860 | LayerTestResult<uint8_t, 4> NotEqualBroadcast1dVectorTest( |
| 861 | armnn::IWorkloadFactory& workloadFactory, |
| 862 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 863 | { |
| 864 | return ComparisonTestImpl<armnn::DataType::Float32>( |
| 865 | workloadFactory, |
| 866 | memoryManager, |
| 867 | s_Broadcast1dVectorTestData, |
| 868 | armnn::ComparisonOperation::NotEqual); |
| 869 | } |
| 870 | |
| 871 | LayerTestResult<uint8_t, 4> NotEqualSimpleFloat16Test( |
| 872 | armnn::IWorkloadFactory& workloadFactory, |
| 873 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 874 | { |
| 875 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 876 | workloadFactory, |
| 877 | memoryManager, |
| 878 | s_SimpleTestData, |
| 879 | armnn::ComparisonOperation::NotEqual); |
| 880 | } |
| 881 | |
| 882 | LayerTestResult<uint8_t, 4> NotEqualBroadcast1ElementFloat16Test( |
| 883 | armnn::IWorkloadFactory& workloadFactory, |
| 884 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 885 | { |
| 886 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 887 | workloadFactory, |
| 888 | memoryManager, |
| 889 | s_Broadcast1ElementTestData, |
| 890 | armnn::ComparisonOperation::NotEqual); |
| 891 | } |
| 892 | |
| 893 | LayerTestResult<uint8_t, 4> NotEqualBroadcast1dVectorFloat16Test( |
| 894 | armnn::IWorkloadFactory& workloadFactory, |
| 895 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 896 | { |
| 897 | return ComparisonTestImpl<armnn::DataType::Float16>( |
| 898 | workloadFactory, |
| 899 | memoryManager, |
| 900 | s_Broadcast1dVectorTestData, |
| 901 | armnn::ComparisonOperation::NotEqual); |
| 902 | } |
| 903 | |
| 904 | LayerTestResult<uint8_t, 4> NotEqualSimpleUint8Test( |
| 905 | armnn::IWorkloadFactory& workloadFactory, |
| 906 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 907 | { |
| 908 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 909 | workloadFactory, |
| 910 | memoryManager, |
| 911 | s_SimpleTestData, |
| 912 | armnn::ComparisonOperation::NotEqual); |
| 913 | } |
| 914 | |
| 915 | LayerTestResult<uint8_t, 4> NotEqualBroadcast1ElementUint8Test( |
| 916 | armnn::IWorkloadFactory& workloadFactory, |
| 917 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 918 | { |
| 919 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 920 | workloadFactory, |
| 921 | memoryManager, |
| 922 | s_Broadcast1ElementTestData, |
| 923 | armnn::ComparisonOperation::NotEqual); |
| 924 | } |
| 925 | |
| 926 | LayerTestResult<uint8_t, 4> NotEqualBroadcast1dVectorUint8Test( |
| 927 | armnn::IWorkloadFactory& workloadFactory, |
| 928 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 929 | { |
| 930 | return ComparisonTestImpl<armnn::DataType::QuantisedAsymm8>( |
| 931 | workloadFactory, |
| 932 | memoryManager, |
| 933 | s_Broadcast1dVectorTestData, |
| 934 | armnn::ComparisonOperation::NotEqual); |
| 935 | } |