Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2019 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "ResizeTestImpl.hpp" |
| 7 | |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 8 | #include <QuantizeHelper.hpp> |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 9 | |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 10 | |
Matteo Martincigh | e011d20 | 2019-11-28 11:35:47 +0000 | [diff] [blame] | 11 | #include <armnnUtils/TensorUtils.hpp> |
| 12 | #include <armnnUtils/DataLayoutIndexed.hpp> |
| 13 | #include <armnnUtils/Permute.hpp> |
| 14 | |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 15 | #include <backendsCommon/test/DataLayoutUtils.hpp> |
| 16 | #include <backendsCommon/test/TensorCopyUtils.hpp> |
| 17 | #include <backendsCommon/test/WorkloadTestUtils.hpp> |
| 18 | |
| 19 | #include <test/TensorHelpers.hpp> |
| 20 | |
| 21 | namespace |
| 22 | { |
| 23 | |
| 24 | struct ResizeTestParams |
| 25 | { |
| 26 | ResizeTestParams() |
| 27 | : m_ResizeMethod(armnn::ResizeMethod::Bilinear) |
| 28 | , m_DataLayout(armnn::DataLayout::NCHW) |
| 29 | , m_InQuantScale(1.0f) |
| 30 | , m_InQuantOffset(0) |
| 31 | , m_OutQuantScale(1.0f) |
| 32 | , m_OutQuantOffset(0) {} |
| 33 | |
| 34 | armnn::ResizeMethod m_ResizeMethod; |
| 35 | armnn::DataLayout m_DataLayout; |
| 36 | |
| 37 | armnn::TensorShape m_InputShape; |
| 38 | armnn::TensorShape m_OutputShape; |
| 39 | |
| 40 | std::vector<float> m_InputData; |
| 41 | std::vector<float> m_ExpectedOutputData; |
| 42 | |
| 43 | float m_InQuantScale; |
| 44 | int32_t m_InQuantOffset; |
| 45 | |
| 46 | float m_OutQuantScale; |
| 47 | int32_t m_OutQuantOffset; |
| 48 | |
| 49 | void SetInQuantParams(float quantScale, int32_t quantOffset) |
| 50 | { |
| 51 | m_InQuantScale = quantScale; |
| 52 | m_InQuantOffset = quantOffset; |
| 53 | } |
| 54 | |
| 55 | void SetOutQuantParams(float quantScale, int32_t quantOffset) |
| 56 | { |
| 57 | m_OutQuantScale = quantScale; |
| 58 | m_OutQuantOffset = quantOffset; |
| 59 | } |
| 60 | |
| 61 | void SetInOutQuantParams(float quantScale, int32_t quantOffset) |
| 62 | { |
| 63 | SetInQuantParams(quantScale, quantOffset); |
| 64 | SetOutQuantParams(quantScale, quantOffset); |
| 65 | } |
| 66 | }; |
| 67 | |
| 68 | template<size_t NumDims, |
| 69 | armnn::DataType ArmnnType, |
| 70 | typename T = armnn::ResolveType<ArmnnType>> |
| 71 | LayerTestResult<T, NumDims> ResizeTestImpl( |
| 72 | armnn::IWorkloadFactory& workloadFactory, |
| 73 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 74 | const ResizeTestParams& params) |
| 75 | { |
Derek Lamberti | c374ff0 | 2019-12-10 21:57:35 +0000 | [diff] [blame] | 76 | boost::ignore_unused(memoryManager); |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 77 | armnn::TensorInfo inputInfo(params.m_InputShape, ArmnnType); |
| 78 | armnn::TensorInfo outputInfo(params.m_OutputShape, ArmnnType); |
| 79 | |
| 80 | if (armnn::IsQuantizedType<T>()) |
| 81 | { |
| 82 | inputInfo.SetQuantizationScale(params.m_InQuantScale); |
| 83 | inputInfo.SetQuantizationOffset(params.m_InQuantOffset); |
| 84 | |
| 85 | outputInfo.SetQuantizationScale(params.m_OutQuantScale); |
| 86 | outputInfo.SetQuantizationOffset(params.m_OutQuantOffset); |
| 87 | } |
| 88 | |
| 89 | std::vector<T> inputData = |
| 90 | armnnUtils::QuantizedVector<T>(params.m_InputData, params.m_InQuantScale, params.m_InQuantOffset); |
| 91 | |
| 92 | std::vector<T> expectedOutputData = |
| 93 | armnnUtils::QuantizedVector<T>(params.m_ExpectedOutputData, |
| 94 | params.m_OutQuantScale, |
| 95 | params.m_OutQuantOffset); |
| 96 | |
| 97 | if (params.m_DataLayout == armnn::DataLayout::NHWC) |
| 98 | { |
| 99 | PermuteTensorNchwToNhwc(inputInfo, inputData); |
| 100 | PermuteTensorNchwToNhwc(outputInfo, expectedOutputData); |
| 101 | } |
| 102 | |
| 103 | auto input = MakeTensor<T, NumDims>(inputInfo, inputData); |
| 104 | |
| 105 | LayerTestResult<T, NumDims> result(outputInfo); |
| 106 | result.outputExpected = MakeTensor<T, NumDims>(outputInfo, expectedOutputData); |
| 107 | |
| 108 | std::unique_ptr<armnn::ITensorHandle> inputHandle = workloadFactory.CreateTensorHandle(inputInfo); |
| 109 | std::unique_ptr<armnn::ITensorHandle> outputHandle = workloadFactory.CreateTensorHandle(outputInfo); |
| 110 | |
| 111 | armnn::ResizeQueueDescriptor descriptor; |
| 112 | descriptor.m_Parameters.m_Method = params.m_ResizeMethod; |
| 113 | descriptor.m_Parameters.m_DataLayout = params.m_DataLayout; |
| 114 | |
| 115 | armnnUtils::DataLayoutIndexed dataLayoutIndexed(params.m_DataLayout); |
| 116 | descriptor.m_Parameters.m_TargetWidth = params.m_OutputShape[dataLayoutIndexed.GetWidthIndex()]; |
| 117 | descriptor.m_Parameters.m_TargetHeight = params.m_OutputShape[dataLayoutIndexed.GetHeightIndex()]; |
| 118 | |
| 119 | armnn::WorkloadInfo info; |
| 120 | AddInputToWorkload(descriptor, info, inputInfo, inputHandle.get()); |
| 121 | AddOutputToWorkload(descriptor, info, outputInfo, outputHandle.get()); |
| 122 | |
| 123 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateResize(descriptor, info); |
| 124 | |
| 125 | inputHandle->Allocate(); |
| 126 | outputHandle->Allocate(); |
| 127 | CopyDataToITensorHandle(inputHandle.get(), input.origin()); |
| 128 | |
| 129 | workload->PostAllocationConfigure(); |
| 130 | workload->Execute(); |
| 131 | |
| 132 | CopyDataFromITensorHandle(result.output.origin(), outputHandle.get()); |
| 133 | return result; |
| 134 | } |
| 135 | |
| 136 | } // anonymous namespace |
| 137 | |
| 138 | // |
| 139 | // Bilinear |
| 140 | // |
| 141 | |
| 142 | template<armnn::DataType ArmnnType, typename T> |
| 143 | LayerTestResult<T, 4> ResizeBilinearNopTest( |
| 144 | armnn::IWorkloadFactory& workloadFactory, |
| 145 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 146 | const armnn::DataLayout dataLayout) |
| 147 | { |
| 148 | ResizeTestParams testParams; |
| 149 | testParams.m_ResizeMethod = armnn::ResizeMethod::Bilinear; |
| 150 | testParams.m_DataLayout = dataLayout; |
| 151 | |
| 152 | testParams.m_InputShape = { 1, 2, 4, 4 }; |
| 153 | testParams.m_OutputShape = testParams.m_InputShape; |
| 154 | |
| 155 | testParams.m_InputData = |
| 156 | { |
| 157 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 158 | 2.0f, 3.0f, 4.0f, 5.0f, |
| 159 | 3.0f, 4.0f, 5.0f, 6.0f, |
| 160 | 4.0f, 5.0f, 6.0f, 7.0f, |
| 161 | |
| 162 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 163 | 2.0f, 3.0f, 4.0f, 5.0f, |
| 164 | 3.0f, 4.0f, 5.0f, 6.0f, |
| 165 | 4.0f, 5.0f, 6.0f, 7.0f |
| 166 | }; |
| 167 | |
| 168 | testParams.m_ExpectedOutputData = testParams.m_InputData; |
| 169 | |
| 170 | testParams.SetInOutQuantParams(1.5f, 3); |
| 171 | |
| 172 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 173 | } |
| 174 | |
| 175 | template<armnn::DataType ArmnnType, typename T> |
| 176 | LayerTestResult<T, 4> SimpleResizeBilinearTest( |
| 177 | armnn::IWorkloadFactory& workloadFactory, |
| 178 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 179 | const armnn::DataLayout dataLayout) |
| 180 | { |
| 181 | ResizeTestParams testParams; |
| 182 | testParams.m_ResizeMethod = armnn::ResizeMethod::Bilinear; |
| 183 | testParams.m_DataLayout = dataLayout; |
| 184 | |
| 185 | testParams.m_InputShape = { 1, 2, 2, 2 }; |
| 186 | testParams.m_OutputShape = { 1, 2, 1, 1 }; |
| 187 | |
| 188 | testParams.m_InputData = |
| 189 | { |
| 190 | 1.0f, 255.0f, |
| 191 | 200.0f, 250.0f, |
| 192 | |
| 193 | 250.0f, 200.0f, |
| 194 | 250.0f, 1.0f |
| 195 | }; |
| 196 | |
| 197 | // The 'resize' operation projects the top-left corner of output texels into the input image, |
| 198 | // then figures out the interpolants and weights. Note this is different to projecting the centre of the |
| 199 | // output texel. Thus, for a input matrix of 2x2, we'll expect the output 1x1 matrix to contain, as |
| 200 | // its single element, the value that was at position (0,0) of the input matrix (rather than an average, |
| 201 | // which we would expect if projecting the centre). |
| 202 | testParams.m_ExpectedOutputData = |
| 203 | { |
| 204 | 1.0f, |
| 205 | |
| 206 | 250.0f |
| 207 | }; |
| 208 | |
| 209 | testParams.SetInOutQuantParams(0.1567f, 1); |
| 210 | |
| 211 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 212 | } |
| 213 | |
| 214 | template<armnn::DataType ArmnnType, typename T> |
| 215 | LayerTestResult<T, 4> ResizeBilinearSqMinTest( |
| 216 | armnn::IWorkloadFactory& workloadFactory, |
| 217 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 218 | const armnn::DataLayout dataLayout) |
| 219 | { |
| 220 | ResizeTestParams testParams; |
| 221 | testParams.m_ResizeMethod = armnn::ResizeMethod::Bilinear; |
| 222 | testParams.m_DataLayout = dataLayout; |
| 223 | |
| 224 | testParams.m_InputShape = { 1, 2, 4, 4 }; |
| 225 | testParams.m_OutputShape = { 1, 2, 2, 2 }; |
| 226 | |
| 227 | testParams.m_InputData = |
| 228 | { |
| 229 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 230 | 2.0f, 3.0f, 4.0f, 5.0f, |
| 231 | 3.0f, 4.0f, 5.0f, 6.0f, |
| 232 | 4.0f, 5.0f, 6.0f, 7.0f, |
| 233 | |
| 234 | 7.0f, 6.0f, 5.0f, 4.0f, |
| 235 | 6.0f, 5.0f, 4.0f, 3.0f, |
| 236 | 5.0f, 4.0f, 3.0f, 2.0f, |
| 237 | 4.0f, 3.0f, 2.0f, 1.0f |
| 238 | }; |
| 239 | |
| 240 | testParams.m_ExpectedOutputData = |
| 241 | { |
| 242 | 1.0f, 3.0f, |
| 243 | 3.0f, 5.0f, |
| 244 | |
| 245 | 7.0f, 5.0f, |
| 246 | 5.0f, 3.0f |
| 247 | }; |
| 248 | |
| 249 | testParams.SetInOutQuantParams(3.141592f, 3); |
| 250 | |
| 251 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 252 | } |
| 253 | |
| 254 | template<armnn::DataType ArmnnType, typename T> |
| 255 | LayerTestResult<T, 4> ResizeBilinearMinTest( |
| 256 | armnn::IWorkloadFactory& workloadFactory, |
| 257 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 258 | const armnn::DataLayout dataLayout) |
| 259 | { |
| 260 | ResizeTestParams testParams; |
| 261 | testParams.m_ResizeMethod = armnn::ResizeMethod::Bilinear; |
| 262 | testParams.m_DataLayout = dataLayout; |
| 263 | |
| 264 | testParams.m_InputShape = { 1, 2, 3, 5 }; |
| 265 | testParams.m_OutputShape = { 1, 2, 2, 3 }; |
| 266 | |
| 267 | testParams.m_InputData = |
| 268 | { |
| 269 | 1.5f, 3.0f, 4.5f, 6.0f, 7.5f, |
| 270 | 9.0f, 10.5f, 12.0f, 13.5f, 15.0f, |
| 271 | 16.5f, 18.0f, 19.5f, 21.0f, 22.5f, |
| 272 | |
| 273 | 16.5f, 18.0f, 19.5f, 21.0f, 22.5f, |
| 274 | 9.0f, 10.5f, 12.0f, 13.5f, 15.0f, |
| 275 | 1.5f, 3.0f, 4.5f, 6.0f, 7.5f |
| 276 | }; |
| 277 | |
| 278 | testParams.m_ExpectedOutputData = |
| 279 | { |
| 280 | 1.50f, 4.00f, 6.50f, |
| 281 | 12.75f, 15.25f, 17.75f, |
| 282 | |
| 283 | 16.50f, 19.00f, 21.50f, |
| 284 | 5.25f, 7.75f, 10.25f |
| 285 | }; |
| 286 | |
| 287 | testParams.SetInOutQuantParams(1.5f, -1); |
| 288 | |
| 289 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 290 | } |
| 291 | |
| 292 | template<armnn::DataType ArmnnType, typename T> |
| 293 | LayerTestResult<T, 4> ResizeBilinearMagTest( |
| 294 | armnn::IWorkloadFactory& workloadFactory, |
| 295 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 296 | const armnn::DataLayout dataLayout) |
| 297 | { |
| 298 | ResizeTestParams testParams; |
| 299 | testParams.m_ResizeMethod = armnn::ResizeMethod::Bilinear; |
| 300 | testParams.m_DataLayout = dataLayout; |
| 301 | |
| 302 | testParams.m_InputShape = { 1, 2, 3, 2 }; |
| 303 | testParams.m_OutputShape = { 1, 2, 3, 5 }; |
| 304 | |
| 305 | testParams.m_InputData = |
| 306 | { |
| 307 | 1.0f, 2.0f, |
| 308 | 13.0f, 21.0f, |
| 309 | 144.0f, 233.0f, |
| 310 | |
| 311 | 233.0f, 144.0f, |
| 312 | 21.0f, 13.0f, |
| 313 | 2.0f, 1.0f |
| 314 | }; |
| 315 | |
| 316 | testParams.m_ExpectedOutputData = |
| 317 | { |
| 318 | 1.0f, 1.4f, 1.8f, 2.0f, 2.0f, |
| 319 | 13.0f, 16.2f, 19.4f, 21.0f, 21.0f, |
| 320 | 144.0f, 179.6f, 215.2f, 233.0f, 233.0f, |
| 321 | |
| 322 | 233.0f, 197.4f, 161.8f, 144.0f, 144.0f, |
| 323 | 21.0f, 17.8f, 14.6f, 13.0f, 13.0f, |
| 324 | 2.0f, 1.6f, 1.2f, 1.0f, 1.0f |
| 325 | }; |
| 326 | |
| 327 | testParams.SetInQuantParams(1.0f, 0); |
| 328 | |
| 329 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 330 | } |
| 331 | |
| 332 | // |
| 333 | // NearestNeighbor |
| 334 | // |
| 335 | |
| 336 | template<armnn::DataType ArmnnType, typename T> |
| 337 | LayerTestResult<T, 4> ResizeNearestNeighborNopTest( |
| 338 | armnn::IWorkloadFactory& workloadFactory, |
| 339 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 340 | const armnn::DataLayout dataLayout) |
| 341 | { |
| 342 | ResizeTestParams testParams; |
| 343 | testParams.m_ResizeMethod = armnn::ResizeMethod::NearestNeighbor; |
| 344 | testParams.m_DataLayout = dataLayout; |
| 345 | |
| 346 | testParams.m_InputShape = { 1, 2, 4, 4 }; |
| 347 | testParams.m_OutputShape = testParams.m_InputShape; |
| 348 | |
| 349 | testParams.m_InputData = |
| 350 | { |
| 351 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 352 | 2.0f, 3.0f, 4.0f, 5.0f, |
| 353 | 3.0f, 4.0f, 5.0f, 6.0f, |
| 354 | 4.0f, 5.0f, 6.0f, 7.0f, |
| 355 | |
| 356 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 357 | 2.0f, 3.0f, 4.0f, 5.0f, |
| 358 | 3.0f, 4.0f, 5.0f, 6.0f, |
| 359 | 4.0f, 5.0f, 6.0f, 7.0f |
| 360 | }; |
| 361 | |
| 362 | testParams.m_ExpectedOutputData = testParams.m_InputData; |
| 363 | |
| 364 | testParams.SetInOutQuantParams(1.5f, 3); |
| 365 | |
| 366 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 367 | } |
| 368 | |
| 369 | template<armnn::DataType ArmnnType, typename T> |
| 370 | LayerTestResult<T, 4> SimpleResizeNearestNeighborTest( |
| 371 | armnn::IWorkloadFactory& workloadFactory, |
| 372 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 373 | const armnn::DataLayout dataLayout) |
| 374 | { |
| 375 | ResizeTestParams testParams; |
| 376 | testParams.m_ResizeMethod = armnn::ResizeMethod::NearestNeighbor; |
| 377 | testParams.m_DataLayout = dataLayout; |
| 378 | |
| 379 | testParams.m_InputShape = { 1, 2, 2, 2 }; |
| 380 | testParams.m_OutputShape = { 1, 2, 1, 1 }; |
| 381 | |
| 382 | testParams.m_InputData = |
| 383 | { |
| 384 | 1.0f, 255.0f, |
| 385 | 200.0f, 250.0f, |
| 386 | |
| 387 | 250.0f, 200.0f, |
| 388 | 250.0f, 1.0f |
| 389 | }; |
| 390 | |
| 391 | // The 'resize' operation projects the top-left corner of output texels into the input image, |
| 392 | // then figures out the interpolants and weights. Note this is different to projecting the centre of the |
| 393 | // output texel. Thus, for a input matrix of 2x2, we'll expect the output 1x1 matrix to contain, as |
| 394 | // its single element, the value that was at position (0,0) of the input matrix (rather than an average, |
| 395 | // which we would expect if projecting the centre). |
| 396 | testParams.m_ExpectedOutputData = |
| 397 | { |
| 398 | 1.0f, |
| 399 | |
| 400 | 250.0f |
| 401 | }; |
| 402 | |
| 403 | testParams.SetInOutQuantParams(0.1567f, 1); |
| 404 | |
| 405 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 406 | } |
| 407 | |
| 408 | template<armnn::DataType ArmnnType, typename T> |
| 409 | LayerTestResult<T, 4> ResizeNearestNeighborSqMinTest( |
| 410 | armnn::IWorkloadFactory& workloadFactory, |
| 411 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 412 | const armnn::DataLayout dataLayout) |
| 413 | { |
| 414 | ResizeTestParams testParams; |
| 415 | testParams.m_ResizeMethod = armnn::ResizeMethod::NearestNeighbor; |
| 416 | testParams.m_DataLayout = dataLayout; |
| 417 | |
| 418 | testParams.m_InputShape = { 1, 2, 4, 4 }; |
| 419 | testParams.m_OutputShape = { 1, 2, 2, 2 }; |
| 420 | |
| 421 | testParams.m_InputData = |
| 422 | { |
| 423 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 424 | 2.0f, 3.0f, 4.0f, 5.0f, |
| 425 | 3.0f, 4.0f, 5.0f, 6.0f, |
| 426 | 4.0f, 5.0f, 6.0f, 7.0f, |
| 427 | |
| 428 | 7.0f, 6.0f, 5.0f, 4.0f, |
| 429 | 6.0f, 5.0f, 4.0f, 3.0f, |
| 430 | 5.0f, 4.0f, 3.0f, 2.0f, |
| 431 | 4.0f, 3.0f, 2.0f, 1.0f |
| 432 | }; |
| 433 | |
| 434 | testParams.m_ExpectedOutputData = |
| 435 | { |
| 436 | 1.0f, 3.0f, |
| 437 | 3.0f, 5.0f, |
| 438 | |
| 439 | 7.0f, 5.0f, |
| 440 | 5.0f, 3.0f |
| 441 | }; |
| 442 | |
| 443 | testParams.SetInOutQuantParams(3.141592f, 3); |
| 444 | |
| 445 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 446 | } |
| 447 | |
| 448 | template<armnn::DataType ArmnnType, typename T> |
| 449 | LayerTestResult<T, 4> ResizeNearestNeighborMinTest( |
| 450 | armnn::IWorkloadFactory& workloadFactory, |
| 451 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 452 | const armnn::DataLayout dataLayout) |
| 453 | { |
| 454 | ResizeTestParams testParams; |
| 455 | testParams.m_ResizeMethod = armnn::ResizeMethod::NearestNeighbor; |
| 456 | testParams.m_DataLayout = dataLayout; |
| 457 | |
| 458 | testParams.m_InputShape = { 1, 2, 3, 5 }; |
| 459 | testParams.m_OutputShape = { 1, 2, 2, 3 }; |
| 460 | |
| 461 | testParams.m_InputData = |
| 462 | { |
| 463 | 1.5f, 3.0f, 4.5f, 6.0f, 7.5f, |
| 464 | 9.0f, 10.5f, 12.0f, 13.5f, 15.0f, |
| 465 | 16.5f, 18.0f, 19.5f, 21.0f, 22.5f, |
| 466 | |
| 467 | 16.5f, 18.0f, 19.5f, 21.0f, 22.5f, |
| 468 | 9.0f, 10.5f, 12.0f, 13.5f, 15.0f, |
| 469 | 1.5f, 3.0f, 4.5f, 6.0f, 7.5f |
| 470 | }; |
| 471 | |
| 472 | testParams.m_ExpectedOutputData = |
| 473 | { |
| 474 | 1.5f, 3.0f, 6.0f, |
| 475 | 9.0f, 10.5f, 13.5f, |
| 476 | |
| 477 | 16.5f, 18.0f, 21.0f, |
| 478 | 9.0f, 10.5f, 13.5f |
| 479 | }; |
| 480 | |
| 481 | testParams.SetInOutQuantParams(1.5f, -1); |
| 482 | |
| 483 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 484 | } |
| 485 | |
| 486 | template<armnn::DataType ArmnnType, typename T> |
| 487 | LayerTestResult<T, 4> ResizeNearestNeighborMagTest( |
| 488 | armnn::IWorkloadFactory& workloadFactory, |
| 489 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 490 | const armnn::DataLayout dataLayout, |
| 491 | float inQuantScale, |
| 492 | int32_t inQuantOffset, |
| 493 | float outQuantScale, |
| 494 | int32_t outQuantOffset) |
| 495 | { |
| 496 | ResizeTestParams testParams; |
| 497 | testParams.m_ResizeMethod = armnn::ResizeMethod::NearestNeighbor; |
| 498 | testParams.m_DataLayout = dataLayout; |
| 499 | |
| 500 | testParams.m_InputShape = { 1, 2, 3, 2 }; |
| 501 | testParams.m_OutputShape = { 1, 2, 3, 5 }; |
| 502 | |
| 503 | testParams.m_InputData = |
| 504 | { |
| 505 | 0.183005f, 2.379065f, |
| 506 | 1.054970f, 1.302565f, |
| 507 | 2.400595f, 0.688960f, |
| 508 | |
| 509 | 2.400595f, 0.688960f, |
| 510 | 1.054970f, 1.302565f, |
| 511 | 0.183005f, 2.379065f, |
| 512 | }; |
| 513 | |
| 514 | testParams.m_ExpectedOutputData = |
| 515 | { |
| 516 | 0.183005f, 0.183005f, 0.183005f, 2.379065f, 2.379065f, |
| 517 | 1.054970f, 1.054970f, 1.054970f, 1.302565f, 1.302565f, |
| 518 | 2.400595f, 2.400595f, 2.400595f, 0.688960f, 0.688960f, |
| 519 | |
| 520 | 2.400595f, 2.400595f, 2.400595f, 0.688960f, 0.688960f, |
| 521 | 1.054970f, 1.054970f, 1.054970f, 1.302565f, 1.302565f, |
| 522 | 0.183005f, 0.183005f, 0.183005f, 2.379065f, 2.379065f |
| 523 | }; |
| 524 | |
| 525 | testParams.SetInQuantParams(inQuantScale, inQuantOffset); |
| 526 | testParams.SetOutQuantParams(outQuantScale, outQuantOffset); |
| 527 | |
| 528 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 529 | } |
| 530 | |
| 531 | // |
| 532 | // Explicit template instantiations |
| 533 | // |
| 534 | |
| 535 | // Float32 |
| 536 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 537 | ResizeBilinearNopTest<armnn::DataType::Float32>( |
| 538 | armnn::IWorkloadFactory& workloadFactory, |
| 539 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 540 | const armnn::DataLayout dataLayout); |
| 541 | |
| 542 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 543 | SimpleResizeBilinearTest<armnn::DataType::Float32>( |
| 544 | armnn::IWorkloadFactory& workloadFactory, |
| 545 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 546 | const armnn::DataLayout dataLayout); |
| 547 | |
| 548 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 549 | ResizeBilinearSqMinTest<armnn::DataType::Float32>( |
| 550 | armnn::IWorkloadFactory& workloadFactory, |
| 551 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 552 | const armnn::DataLayout dataLayout); |
| 553 | |
| 554 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 555 | ResizeBilinearMinTest<armnn::DataType::Float32>( |
| 556 | armnn::IWorkloadFactory& workloadFactory, |
| 557 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 558 | const armnn::DataLayout dataLayout); |
| 559 | |
| 560 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 561 | ResizeBilinearMagTest<armnn::DataType::Float32>( |
| 562 | armnn::IWorkloadFactory& workloadFactory, |
| 563 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 564 | const armnn::DataLayout dataLayout); |
| 565 | |
| 566 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 567 | ResizeNearestNeighborNopTest<armnn::DataType::Float32>( |
| 568 | armnn::IWorkloadFactory& workloadFactory, |
| 569 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 570 | const armnn::DataLayout dataLayout); |
| 571 | |
| 572 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 573 | SimpleResizeNearestNeighborTest<armnn::DataType::Float32>( |
| 574 | armnn::IWorkloadFactory& workloadFactory, |
| 575 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 576 | const armnn::DataLayout dataLayout); |
| 577 | |
| 578 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 579 | ResizeNearestNeighborSqMinTest<armnn::DataType::Float32>( |
| 580 | armnn::IWorkloadFactory& workloadFactory, |
| 581 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 582 | const armnn::DataLayout dataLayout); |
| 583 | |
| 584 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 585 | ResizeNearestNeighborMinTest<armnn::DataType::Float32>( |
| 586 | armnn::IWorkloadFactory& workloadFactory, |
| 587 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 588 | const armnn::DataLayout dataLayout); |
| 589 | |
| 590 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 591 | ResizeNearestNeighborMagTest<armnn::DataType::Float32>( |
| 592 | armnn::IWorkloadFactory& workloadFactory, |
| 593 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 594 | const armnn::DataLayout dataLayout, |
| 595 | float inQuantScale, |
| 596 | int32_t inQuantOffset, |
| 597 | float outQuantScale, |
| 598 | int32_t outQuantOffset); |
| 599 | |
| 600 | // Float16 |
| 601 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 602 | ResizeBilinearNopTest<armnn::DataType::Float16>( |
| 603 | armnn::IWorkloadFactory& workloadFactory, |
| 604 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 605 | const armnn::DataLayout dataLayout); |
| 606 | |
| 607 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 608 | SimpleResizeBilinearTest<armnn::DataType::Float16>( |
| 609 | armnn::IWorkloadFactory& workloadFactory, |
| 610 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 611 | const armnn::DataLayout dataLayout); |
| 612 | |
| 613 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 614 | ResizeBilinearSqMinTest<armnn::DataType::Float16>( |
| 615 | armnn::IWorkloadFactory& workloadFactory, |
| 616 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 617 | const armnn::DataLayout dataLayout); |
| 618 | |
| 619 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 620 | ResizeBilinearMinTest<armnn::DataType::Float16>( |
| 621 | armnn::IWorkloadFactory& workloadFactory, |
| 622 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 623 | const armnn::DataLayout dataLayout); |
| 624 | |
| 625 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 626 | ResizeBilinearMagTest<armnn::DataType::Float16>( |
| 627 | armnn::IWorkloadFactory& workloadFactory, |
| 628 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 629 | const armnn::DataLayout dataLayout); |
| 630 | |
| 631 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 632 | ResizeNearestNeighborNopTest<armnn::DataType::Float16>( |
| 633 | armnn::IWorkloadFactory& workloadFactory, |
| 634 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 635 | const armnn::DataLayout dataLayout); |
| 636 | |
| 637 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 638 | SimpleResizeNearestNeighborTest<armnn::DataType::Float16>( |
| 639 | armnn::IWorkloadFactory& workloadFactory, |
| 640 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 641 | const armnn::DataLayout dataLayout); |
| 642 | |
| 643 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 644 | ResizeNearestNeighborSqMinTest<armnn::DataType::Float16>( |
| 645 | armnn::IWorkloadFactory& workloadFactory, |
| 646 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 647 | const armnn::DataLayout dataLayout); |
| 648 | |
| 649 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 650 | ResizeNearestNeighborMinTest<armnn::DataType::Float16>( |
| 651 | armnn::IWorkloadFactory& workloadFactory, |
| 652 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 653 | const armnn::DataLayout dataLayout); |
| 654 | |
| 655 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 656 | ResizeNearestNeighborMagTest<armnn::DataType::Float16>( |
| 657 | armnn::IWorkloadFactory& workloadFactory, |
| 658 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 659 | const armnn::DataLayout dataLayout, |
| 660 | float inQuantScale, |
| 661 | int32_t inQuantOffset, |
| 662 | float outQuantScale, |
| 663 | int32_t outQuantOffset); |
| 664 | |
| 665 | // QAsymm8 |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 666 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 667 | ResizeBilinearNopTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 668 | armnn::IWorkloadFactory& workloadFactory, |
| 669 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 670 | const armnn::DataLayout dataLayout); |
| 671 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 672 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 673 | SimpleResizeBilinearTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 674 | armnn::IWorkloadFactory& workloadFactory, |
| 675 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 676 | const armnn::DataLayout dataLayout); |
| 677 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 678 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 679 | ResizeBilinearSqMinTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 680 | armnn::IWorkloadFactory& workloadFactory, |
| 681 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 682 | const armnn::DataLayout dataLayout); |
| 683 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 684 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 685 | ResizeBilinearMinTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 686 | armnn::IWorkloadFactory& workloadFactory, |
| 687 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 688 | const armnn::DataLayout dataLayout); |
| 689 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 690 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 691 | ResizeBilinearMagTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 692 | armnn::IWorkloadFactory& workloadFactory, |
| 693 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 694 | const armnn::DataLayout dataLayout); |
| 695 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 696 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 697 | ResizeNearestNeighborNopTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 698 | armnn::IWorkloadFactory& workloadFactory, |
| 699 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 700 | const armnn::DataLayout dataLayout); |
| 701 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 702 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 703 | SimpleResizeNearestNeighborTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 704 | armnn::IWorkloadFactory& workloadFactory, |
| 705 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 706 | const armnn::DataLayout dataLayout); |
| 707 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 708 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 709 | ResizeNearestNeighborSqMinTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 710 | armnn::IWorkloadFactory& workloadFactory, |
| 711 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 712 | const armnn::DataLayout dataLayout); |
| 713 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 714 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 715 | ResizeNearestNeighborMinTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 716 | armnn::IWorkloadFactory& workloadFactory, |
| 717 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 718 | const armnn::DataLayout dataLayout); |
| 719 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 720 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 721 | ResizeNearestNeighborMagTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 722 | armnn::IWorkloadFactory& workloadFactory, |
| 723 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 724 | const armnn::DataLayout dataLayout, |
| 725 | float inQuantScale, |
| 726 | int32_t inQuantOffset, |
| 727 | float outQuantScale, |
| 728 | int32_t outQuantOffset); |
| 729 | |
| 730 | // QSymm16 |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 731 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 732 | ResizeBilinearNopTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 733 | armnn::IWorkloadFactory& workloadFactory, |
| 734 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 735 | const armnn::DataLayout dataLayout); |
| 736 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 737 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 738 | SimpleResizeBilinearTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 739 | armnn::IWorkloadFactory& workloadFactory, |
| 740 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 741 | const armnn::DataLayout dataLayout); |
| 742 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 743 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 744 | ResizeBilinearSqMinTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 745 | armnn::IWorkloadFactory& workloadFactory, |
| 746 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 747 | const armnn::DataLayout dataLayout); |
| 748 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 749 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 750 | ResizeBilinearMinTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 751 | armnn::IWorkloadFactory& workloadFactory, |
| 752 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 753 | const armnn::DataLayout dataLayout); |
| 754 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 755 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 756 | ResizeBilinearMagTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 757 | armnn::IWorkloadFactory& workloadFactory, |
| 758 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 759 | const armnn::DataLayout dataLayout); |
| 760 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 761 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 762 | ResizeNearestNeighborNopTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 763 | armnn::IWorkloadFactory& workloadFactory, |
| 764 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 765 | const armnn::DataLayout dataLayout); |
| 766 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 767 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 768 | SimpleResizeNearestNeighborTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 769 | armnn::IWorkloadFactory& workloadFactory, |
| 770 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 771 | const armnn::DataLayout dataLayout); |
| 772 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 773 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 774 | ResizeNearestNeighborSqMinTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 775 | armnn::IWorkloadFactory& workloadFactory, |
| 776 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 777 | const armnn::DataLayout dataLayout); |
| 778 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 779 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 780 | ResizeNearestNeighborMinTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 781 | armnn::IWorkloadFactory& workloadFactory, |
| 782 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 783 | const armnn::DataLayout dataLayout); |
| 784 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 785 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 786 | ResizeNearestNeighborMagTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 787 | armnn::IWorkloadFactory& workloadFactory, |
| 788 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 789 | const armnn::DataLayout dataLayout, |
| 790 | float inQuantScale, |
| 791 | int32_t inQuantOffset, |
| 792 | float outQuantScale, |
| 793 | int32_t outQuantOffset); |