Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 1 | // |
Teresa Charlin | 686f45c | 2020-07-23 17:59:00 +0100 | [diff] [blame] | 2 | // Copyright © 2019 Arm Ltd and Contributors. All rights reserved. |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 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) |
David Monahan | ab21975 | 2020-06-19 16:43:48 +0100 | [diff] [blame] | 32 | , m_OutQuantOffset(0) |
| 33 | , m_AlignCorners(false) |
| 34 | , m_HalfPixelCenters(false) {} |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 35 | |
| 36 | armnn::ResizeMethod m_ResizeMethod; |
| 37 | armnn::DataLayout m_DataLayout; |
| 38 | |
| 39 | armnn::TensorShape m_InputShape; |
| 40 | armnn::TensorShape m_OutputShape; |
| 41 | |
| 42 | std::vector<float> m_InputData; |
| 43 | std::vector<float> m_ExpectedOutputData; |
| 44 | |
| 45 | float m_InQuantScale; |
| 46 | int32_t m_InQuantOffset; |
| 47 | |
| 48 | float m_OutQuantScale; |
| 49 | int32_t m_OutQuantOffset; |
| 50 | |
David Monahan | ab21975 | 2020-06-19 16:43:48 +0100 | [diff] [blame] | 51 | bool m_AlignCorners; |
| 52 | bool m_HalfPixelCenters; |
| 53 | |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 54 | void SetInQuantParams(float quantScale, int32_t quantOffset) |
| 55 | { |
| 56 | m_InQuantScale = quantScale; |
| 57 | m_InQuantOffset = quantOffset; |
| 58 | } |
| 59 | |
| 60 | void SetOutQuantParams(float quantScale, int32_t quantOffset) |
| 61 | { |
| 62 | m_OutQuantScale = quantScale; |
| 63 | m_OutQuantOffset = quantOffset; |
| 64 | } |
| 65 | |
| 66 | void SetInOutQuantParams(float quantScale, int32_t quantOffset) |
| 67 | { |
| 68 | SetInQuantParams(quantScale, quantOffset); |
| 69 | SetOutQuantParams(quantScale, quantOffset); |
| 70 | } |
| 71 | }; |
| 72 | |
| 73 | template<size_t NumDims, |
| 74 | armnn::DataType ArmnnType, |
| 75 | typename T = armnn::ResolveType<ArmnnType>> |
| 76 | LayerTestResult<T, NumDims> ResizeTestImpl( |
| 77 | armnn::IWorkloadFactory& workloadFactory, |
| 78 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 79 | const ResizeTestParams& params) |
| 80 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 81 | IgnoreUnused(memoryManager); |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 82 | armnn::TensorInfo inputInfo(params.m_InputShape, ArmnnType); |
| 83 | armnn::TensorInfo outputInfo(params.m_OutputShape, ArmnnType); |
| 84 | |
| 85 | if (armnn::IsQuantizedType<T>()) |
| 86 | { |
| 87 | inputInfo.SetQuantizationScale(params.m_InQuantScale); |
| 88 | inputInfo.SetQuantizationOffset(params.m_InQuantOffset); |
| 89 | |
| 90 | outputInfo.SetQuantizationScale(params.m_OutQuantScale); |
| 91 | outputInfo.SetQuantizationOffset(params.m_OutQuantOffset); |
| 92 | } |
| 93 | |
| 94 | std::vector<T> inputData = |
| 95 | armnnUtils::QuantizedVector<T>(params.m_InputData, params.m_InQuantScale, params.m_InQuantOffset); |
| 96 | |
| 97 | std::vector<T> expectedOutputData = |
| 98 | armnnUtils::QuantizedVector<T>(params.m_ExpectedOutputData, |
| 99 | params.m_OutQuantScale, |
| 100 | params.m_OutQuantOffset); |
| 101 | |
| 102 | if (params.m_DataLayout == armnn::DataLayout::NHWC) |
| 103 | { |
| 104 | PermuteTensorNchwToNhwc(inputInfo, inputData); |
| 105 | PermuteTensorNchwToNhwc(outputInfo, expectedOutputData); |
| 106 | } |
| 107 | |
| 108 | auto input = MakeTensor<T, NumDims>(inputInfo, inputData); |
| 109 | |
| 110 | LayerTestResult<T, NumDims> result(outputInfo); |
| 111 | result.outputExpected = MakeTensor<T, NumDims>(outputInfo, expectedOutputData); |
Teresa Charlin | fbf0e5b | 2020-08-17 01:01:06 +0100 | [diff] [blame] | 112 | ARMNN_NO_DEPRECATE_WARN_BEGIN |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 113 | std::unique_ptr<armnn::ITensorHandle> inputHandle = workloadFactory.CreateTensorHandle(inputInfo); |
| 114 | std::unique_ptr<armnn::ITensorHandle> outputHandle = workloadFactory.CreateTensorHandle(outputInfo); |
Teresa Charlin | fbf0e5b | 2020-08-17 01:01:06 +0100 | [diff] [blame] | 115 | ARMNN_NO_DEPRECATE_WARN_END |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 116 | |
| 117 | armnn::ResizeQueueDescriptor descriptor; |
| 118 | descriptor.m_Parameters.m_Method = params.m_ResizeMethod; |
| 119 | descriptor.m_Parameters.m_DataLayout = params.m_DataLayout; |
David Monahan | ab21975 | 2020-06-19 16:43:48 +0100 | [diff] [blame] | 120 | descriptor.m_Parameters.m_AlignCorners = params.m_AlignCorners; |
| 121 | descriptor.m_Parameters.m_HalfPixelCenters = params.m_HalfPixelCenters; |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 122 | |
| 123 | armnnUtils::DataLayoutIndexed dataLayoutIndexed(params.m_DataLayout); |
| 124 | descriptor.m_Parameters.m_TargetWidth = params.m_OutputShape[dataLayoutIndexed.GetWidthIndex()]; |
| 125 | descriptor.m_Parameters.m_TargetHeight = params.m_OutputShape[dataLayoutIndexed.GetHeightIndex()]; |
| 126 | |
| 127 | armnn::WorkloadInfo info; |
| 128 | AddInputToWorkload(descriptor, info, inputInfo, inputHandle.get()); |
| 129 | AddOutputToWorkload(descriptor, info, outputInfo, outputHandle.get()); |
| 130 | |
| 131 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateResize(descriptor, info); |
| 132 | |
| 133 | inputHandle->Allocate(); |
| 134 | outputHandle->Allocate(); |
| 135 | CopyDataToITensorHandle(inputHandle.get(), input.origin()); |
| 136 | |
| 137 | workload->PostAllocationConfigure(); |
| 138 | workload->Execute(); |
| 139 | |
| 140 | CopyDataFromITensorHandle(result.output.origin(), outputHandle.get()); |
| 141 | return result; |
| 142 | } |
| 143 | |
| 144 | } // anonymous namespace |
| 145 | |
| 146 | // |
| 147 | // Bilinear |
| 148 | // |
| 149 | |
| 150 | template<armnn::DataType ArmnnType, typename T> |
| 151 | LayerTestResult<T, 4> ResizeBilinearNopTest( |
| 152 | armnn::IWorkloadFactory& workloadFactory, |
| 153 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 154 | const armnn::DataLayout dataLayout) |
| 155 | { |
| 156 | ResizeTestParams testParams; |
| 157 | testParams.m_ResizeMethod = armnn::ResizeMethod::Bilinear; |
| 158 | testParams.m_DataLayout = dataLayout; |
| 159 | |
| 160 | testParams.m_InputShape = { 1, 2, 4, 4 }; |
| 161 | testParams.m_OutputShape = testParams.m_InputShape; |
| 162 | |
| 163 | testParams.m_InputData = |
| 164 | { |
| 165 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 166 | 2.0f, 3.0f, 4.0f, 5.0f, |
| 167 | 3.0f, 4.0f, 5.0f, 6.0f, |
| 168 | 4.0f, 5.0f, 6.0f, 7.0f, |
| 169 | |
| 170 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 171 | 2.0f, 3.0f, 4.0f, 5.0f, |
| 172 | 3.0f, 4.0f, 5.0f, 6.0f, |
| 173 | 4.0f, 5.0f, 6.0f, 7.0f |
| 174 | }; |
| 175 | |
| 176 | testParams.m_ExpectedOutputData = testParams.m_InputData; |
| 177 | |
| 178 | testParams.SetInOutQuantParams(1.5f, 3); |
| 179 | |
| 180 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 181 | } |
| 182 | |
| 183 | template<armnn::DataType ArmnnType, typename T> |
| 184 | LayerTestResult<T, 4> SimpleResizeBilinearTest( |
| 185 | armnn::IWorkloadFactory& workloadFactory, |
| 186 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 187 | const armnn::DataLayout dataLayout) |
| 188 | { |
| 189 | ResizeTestParams testParams; |
| 190 | testParams.m_ResizeMethod = armnn::ResizeMethod::Bilinear; |
| 191 | testParams.m_DataLayout = dataLayout; |
| 192 | |
| 193 | testParams.m_InputShape = { 1, 2, 2, 2 }; |
| 194 | testParams.m_OutputShape = { 1, 2, 1, 1 }; |
| 195 | |
| 196 | testParams.m_InputData = |
| 197 | { |
| 198 | 1.0f, 255.0f, |
| 199 | 200.0f, 250.0f, |
| 200 | |
| 201 | 250.0f, 200.0f, |
| 202 | 250.0f, 1.0f |
| 203 | }; |
| 204 | |
| 205 | // The 'resize' operation projects the top-left corner of output texels into the input image, |
| 206 | // then figures out the interpolants and weights. Note this is different to projecting the centre of the |
| 207 | // output texel. Thus, for a input matrix of 2x2, we'll expect the output 1x1 matrix to contain, as |
| 208 | // its single element, the value that was at position (0,0) of the input matrix (rather than an average, |
| 209 | // which we would expect if projecting the centre). |
| 210 | testParams.m_ExpectedOutputData = |
| 211 | { |
| 212 | 1.0f, |
| 213 | |
| 214 | 250.0f |
| 215 | }; |
| 216 | |
| 217 | testParams.SetInOutQuantParams(0.1567f, 1); |
| 218 | |
| 219 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 220 | } |
| 221 | |
| 222 | template<armnn::DataType ArmnnType, typename T> |
| 223 | LayerTestResult<T, 4> ResizeBilinearSqMinTest( |
| 224 | armnn::IWorkloadFactory& workloadFactory, |
| 225 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 226 | const armnn::DataLayout dataLayout) |
| 227 | { |
| 228 | ResizeTestParams testParams; |
| 229 | testParams.m_ResizeMethod = armnn::ResizeMethod::Bilinear; |
| 230 | testParams.m_DataLayout = dataLayout; |
| 231 | |
| 232 | testParams.m_InputShape = { 1, 2, 4, 4 }; |
| 233 | testParams.m_OutputShape = { 1, 2, 2, 2 }; |
| 234 | |
| 235 | testParams.m_InputData = |
| 236 | { |
| 237 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 238 | 2.0f, 3.0f, 4.0f, 5.0f, |
| 239 | 3.0f, 4.0f, 5.0f, 6.0f, |
| 240 | 4.0f, 5.0f, 6.0f, 7.0f, |
| 241 | |
| 242 | 7.0f, 6.0f, 5.0f, 4.0f, |
| 243 | 6.0f, 5.0f, 4.0f, 3.0f, |
| 244 | 5.0f, 4.0f, 3.0f, 2.0f, |
| 245 | 4.0f, 3.0f, 2.0f, 1.0f |
| 246 | }; |
| 247 | |
| 248 | testParams.m_ExpectedOutputData = |
| 249 | { |
| 250 | 1.0f, 3.0f, |
| 251 | 3.0f, 5.0f, |
| 252 | |
| 253 | 7.0f, 5.0f, |
| 254 | 5.0f, 3.0f |
| 255 | }; |
| 256 | |
| 257 | testParams.SetInOutQuantParams(3.141592f, 3); |
| 258 | |
| 259 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 260 | } |
| 261 | |
| 262 | template<armnn::DataType ArmnnType, typename T> |
| 263 | LayerTestResult<T, 4> ResizeBilinearMinTest( |
| 264 | armnn::IWorkloadFactory& workloadFactory, |
| 265 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 266 | const armnn::DataLayout dataLayout) |
| 267 | { |
| 268 | ResizeTestParams testParams; |
| 269 | testParams.m_ResizeMethod = armnn::ResizeMethod::Bilinear; |
| 270 | testParams.m_DataLayout = dataLayout; |
| 271 | |
| 272 | testParams.m_InputShape = { 1, 2, 3, 5 }; |
| 273 | testParams.m_OutputShape = { 1, 2, 2, 3 }; |
| 274 | |
| 275 | testParams.m_InputData = |
| 276 | { |
| 277 | 1.5f, 3.0f, 4.5f, 6.0f, 7.5f, |
| 278 | 9.0f, 10.5f, 12.0f, 13.5f, 15.0f, |
| 279 | 16.5f, 18.0f, 19.5f, 21.0f, 22.5f, |
| 280 | |
| 281 | 16.5f, 18.0f, 19.5f, 21.0f, 22.5f, |
| 282 | 9.0f, 10.5f, 12.0f, 13.5f, 15.0f, |
| 283 | 1.5f, 3.0f, 4.5f, 6.0f, 7.5f |
| 284 | }; |
| 285 | |
| 286 | testParams.m_ExpectedOutputData = |
| 287 | { |
| 288 | 1.50f, 4.00f, 6.50f, |
| 289 | 12.75f, 15.25f, 17.75f, |
| 290 | |
| 291 | 16.50f, 19.00f, 21.50f, |
| 292 | 5.25f, 7.75f, 10.25f |
| 293 | }; |
| 294 | |
| 295 | testParams.SetInOutQuantParams(1.5f, -1); |
| 296 | |
| 297 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 298 | } |
| 299 | |
| 300 | template<armnn::DataType ArmnnType, typename T> |
| 301 | LayerTestResult<T, 4> ResizeBilinearMagTest( |
| 302 | armnn::IWorkloadFactory& workloadFactory, |
| 303 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 304 | const armnn::DataLayout dataLayout) |
| 305 | { |
| 306 | ResizeTestParams testParams; |
| 307 | testParams.m_ResizeMethod = armnn::ResizeMethod::Bilinear; |
| 308 | testParams.m_DataLayout = dataLayout; |
| 309 | |
| 310 | testParams.m_InputShape = { 1, 2, 3, 2 }; |
| 311 | testParams.m_OutputShape = { 1, 2, 3, 5 }; |
| 312 | |
| 313 | testParams.m_InputData = |
| 314 | { |
| 315 | 1.0f, 2.0f, |
| 316 | 13.0f, 21.0f, |
| 317 | 144.0f, 233.0f, |
| 318 | |
| 319 | 233.0f, 144.0f, |
| 320 | 21.0f, 13.0f, |
| 321 | 2.0f, 1.0f |
| 322 | }; |
| 323 | |
| 324 | testParams.m_ExpectedOutputData = |
| 325 | { |
| 326 | 1.0f, 1.4f, 1.8f, 2.0f, 2.0f, |
| 327 | 13.0f, 16.2f, 19.4f, 21.0f, 21.0f, |
| 328 | 144.0f, 179.6f, 215.2f, 233.0f, 233.0f, |
| 329 | |
| 330 | 233.0f, 197.4f, 161.8f, 144.0f, 144.0f, |
| 331 | 21.0f, 17.8f, 14.6f, 13.0f, 13.0f, |
| 332 | 2.0f, 1.6f, 1.2f, 1.0f, 1.0f |
| 333 | }; |
| 334 | |
| 335 | testParams.SetInQuantParams(1.0f, 0); |
| 336 | |
| 337 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 338 | } |
| 339 | |
| 340 | // |
| 341 | // NearestNeighbor |
| 342 | // |
| 343 | |
| 344 | template<armnn::DataType ArmnnType, typename T> |
| 345 | LayerTestResult<T, 4> ResizeNearestNeighborNopTest( |
| 346 | armnn::IWorkloadFactory& workloadFactory, |
| 347 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 348 | const armnn::DataLayout dataLayout) |
| 349 | { |
| 350 | ResizeTestParams testParams; |
| 351 | testParams.m_ResizeMethod = armnn::ResizeMethod::NearestNeighbor; |
| 352 | testParams.m_DataLayout = dataLayout; |
| 353 | |
| 354 | testParams.m_InputShape = { 1, 2, 4, 4 }; |
| 355 | testParams.m_OutputShape = testParams.m_InputShape; |
| 356 | |
| 357 | testParams.m_InputData = |
| 358 | { |
| 359 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 360 | 2.0f, 3.0f, 4.0f, 5.0f, |
| 361 | 3.0f, 4.0f, 5.0f, 6.0f, |
| 362 | 4.0f, 5.0f, 6.0f, 7.0f, |
| 363 | |
| 364 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 365 | 2.0f, 3.0f, 4.0f, 5.0f, |
| 366 | 3.0f, 4.0f, 5.0f, 6.0f, |
| 367 | 4.0f, 5.0f, 6.0f, 7.0f |
| 368 | }; |
| 369 | |
| 370 | testParams.m_ExpectedOutputData = testParams.m_InputData; |
| 371 | |
| 372 | testParams.SetInOutQuantParams(1.5f, 3); |
| 373 | |
| 374 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 375 | } |
| 376 | |
| 377 | template<armnn::DataType ArmnnType, typename T> |
| 378 | LayerTestResult<T, 4> SimpleResizeNearestNeighborTest( |
| 379 | armnn::IWorkloadFactory& workloadFactory, |
| 380 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 381 | const armnn::DataLayout dataLayout) |
| 382 | { |
| 383 | ResizeTestParams testParams; |
| 384 | testParams.m_ResizeMethod = armnn::ResizeMethod::NearestNeighbor; |
| 385 | testParams.m_DataLayout = dataLayout; |
| 386 | |
| 387 | testParams.m_InputShape = { 1, 2, 2, 2 }; |
| 388 | testParams.m_OutputShape = { 1, 2, 1, 1 }; |
| 389 | |
| 390 | testParams.m_InputData = |
| 391 | { |
| 392 | 1.0f, 255.0f, |
| 393 | 200.0f, 250.0f, |
| 394 | |
| 395 | 250.0f, 200.0f, |
| 396 | 250.0f, 1.0f |
| 397 | }; |
| 398 | |
| 399 | // The 'resize' operation projects the top-left corner of output texels into the input image, |
| 400 | // then figures out the interpolants and weights. Note this is different to projecting the centre of the |
| 401 | // output texel. Thus, for a input matrix of 2x2, we'll expect the output 1x1 matrix to contain, as |
| 402 | // its single element, the value that was at position (0,0) of the input matrix (rather than an average, |
| 403 | // which we would expect if projecting the centre). |
| 404 | testParams.m_ExpectedOutputData = |
| 405 | { |
| 406 | 1.0f, |
| 407 | |
| 408 | 250.0f |
| 409 | }; |
| 410 | |
| 411 | testParams.SetInOutQuantParams(0.1567f, 1); |
| 412 | |
| 413 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 414 | } |
| 415 | |
| 416 | template<armnn::DataType ArmnnType, typename T> |
| 417 | LayerTestResult<T, 4> ResizeNearestNeighborSqMinTest( |
| 418 | armnn::IWorkloadFactory& workloadFactory, |
| 419 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 420 | const armnn::DataLayout dataLayout) |
| 421 | { |
| 422 | ResizeTestParams testParams; |
| 423 | testParams.m_ResizeMethod = armnn::ResizeMethod::NearestNeighbor; |
| 424 | testParams.m_DataLayout = dataLayout; |
| 425 | |
| 426 | testParams.m_InputShape = { 1, 2, 4, 4 }; |
| 427 | testParams.m_OutputShape = { 1, 2, 2, 2 }; |
| 428 | |
| 429 | testParams.m_InputData = |
| 430 | { |
| 431 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 432 | 2.0f, 3.0f, 4.0f, 5.0f, |
| 433 | 3.0f, 4.0f, 5.0f, 6.0f, |
| 434 | 4.0f, 5.0f, 6.0f, 7.0f, |
| 435 | |
| 436 | 7.0f, 6.0f, 5.0f, 4.0f, |
| 437 | 6.0f, 5.0f, 4.0f, 3.0f, |
| 438 | 5.0f, 4.0f, 3.0f, 2.0f, |
| 439 | 4.0f, 3.0f, 2.0f, 1.0f |
| 440 | }; |
| 441 | |
| 442 | testParams.m_ExpectedOutputData = |
| 443 | { |
| 444 | 1.0f, 3.0f, |
| 445 | 3.0f, 5.0f, |
| 446 | |
| 447 | 7.0f, 5.0f, |
| 448 | 5.0f, 3.0f |
| 449 | }; |
| 450 | |
| 451 | testParams.SetInOutQuantParams(3.141592f, 3); |
| 452 | |
| 453 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 454 | } |
| 455 | |
| 456 | template<armnn::DataType ArmnnType, typename T> |
| 457 | LayerTestResult<T, 4> ResizeNearestNeighborMinTest( |
| 458 | armnn::IWorkloadFactory& workloadFactory, |
| 459 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 460 | const armnn::DataLayout dataLayout) |
| 461 | { |
| 462 | ResizeTestParams testParams; |
| 463 | testParams.m_ResizeMethod = armnn::ResizeMethod::NearestNeighbor; |
| 464 | testParams.m_DataLayout = dataLayout; |
| 465 | |
| 466 | testParams.m_InputShape = { 1, 2, 3, 5 }; |
| 467 | testParams.m_OutputShape = { 1, 2, 2, 3 }; |
| 468 | |
| 469 | testParams.m_InputData = |
| 470 | { |
| 471 | 1.5f, 3.0f, 4.5f, 6.0f, 7.5f, |
| 472 | 9.0f, 10.5f, 12.0f, 13.5f, 15.0f, |
| 473 | 16.5f, 18.0f, 19.5f, 21.0f, 22.5f, |
| 474 | |
| 475 | 16.5f, 18.0f, 19.5f, 21.0f, 22.5f, |
| 476 | 9.0f, 10.5f, 12.0f, 13.5f, 15.0f, |
| 477 | 1.5f, 3.0f, 4.5f, 6.0f, 7.5f |
| 478 | }; |
| 479 | |
| 480 | testParams.m_ExpectedOutputData = |
| 481 | { |
| 482 | 1.5f, 3.0f, 6.0f, |
| 483 | 9.0f, 10.5f, 13.5f, |
| 484 | |
| 485 | 16.5f, 18.0f, 21.0f, |
| 486 | 9.0f, 10.5f, 13.5f |
| 487 | }; |
| 488 | |
| 489 | testParams.SetInOutQuantParams(1.5f, -1); |
| 490 | |
| 491 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 492 | } |
| 493 | |
| 494 | template<armnn::DataType ArmnnType, typename T> |
| 495 | LayerTestResult<T, 4> ResizeNearestNeighborMagTest( |
| 496 | armnn::IWorkloadFactory& workloadFactory, |
| 497 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 498 | const armnn::DataLayout dataLayout, |
| 499 | float inQuantScale, |
| 500 | int32_t inQuantOffset, |
| 501 | float outQuantScale, |
| 502 | int32_t outQuantOffset) |
| 503 | { |
| 504 | ResizeTestParams testParams; |
| 505 | testParams.m_ResizeMethod = armnn::ResizeMethod::NearestNeighbor; |
| 506 | testParams.m_DataLayout = dataLayout; |
| 507 | |
| 508 | testParams.m_InputShape = { 1, 2, 3, 2 }; |
| 509 | testParams.m_OutputShape = { 1, 2, 3, 5 }; |
| 510 | |
| 511 | testParams.m_InputData = |
| 512 | { |
| 513 | 0.183005f, 2.379065f, |
| 514 | 1.054970f, 1.302565f, |
| 515 | 2.400595f, 0.688960f, |
| 516 | |
| 517 | 2.400595f, 0.688960f, |
| 518 | 1.054970f, 1.302565f, |
| 519 | 0.183005f, 2.379065f, |
| 520 | }; |
| 521 | |
| 522 | testParams.m_ExpectedOutputData = |
| 523 | { |
| 524 | 0.183005f, 0.183005f, 0.183005f, 2.379065f, 2.379065f, |
| 525 | 1.054970f, 1.054970f, 1.054970f, 1.302565f, 1.302565f, |
| 526 | 2.400595f, 2.400595f, 2.400595f, 0.688960f, 0.688960f, |
| 527 | |
| 528 | 2.400595f, 2.400595f, 2.400595f, 0.688960f, 0.688960f, |
| 529 | 1.054970f, 1.054970f, 1.054970f, 1.302565f, 1.302565f, |
| 530 | 0.183005f, 0.183005f, 0.183005f, 2.379065f, 2.379065f |
| 531 | }; |
| 532 | |
| 533 | testParams.SetInQuantParams(inQuantScale, inQuantOffset); |
| 534 | testParams.SetOutQuantParams(outQuantScale, outQuantOffset); |
| 535 | |
| 536 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 537 | } |
| 538 | |
David Monahan | ab21975 | 2020-06-19 16:43:48 +0100 | [diff] [blame] | 539 | template<armnn::DataType ArmnnType, typename T> |
| 540 | LayerTestResult<T, 4> HalfPixelCentersResizeBilinearTest( |
| 541 | armnn::IWorkloadFactory& workloadFactory, |
| 542 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 543 | const armnn::DataLayout dataLayout) |
| 544 | { |
| 545 | ResizeTestParams testParams; |
| 546 | testParams.m_ResizeMethod = armnn::ResizeMethod::Bilinear; |
| 547 | testParams.m_DataLayout = dataLayout; |
| 548 | testParams.m_HalfPixelCenters = true; |
| 549 | |
| 550 | testParams.m_InputShape = { 2, 1, 2, 2 }; |
| 551 | testParams.m_OutputShape = { 2, 1, 3, 3 }; |
| 552 | |
| 553 | testParams.m_InputData = |
| 554 | { |
| 555 | 1.0f, 2.0f, |
| 556 | 3.0f, 4.0f, |
| 557 | |
| 558 | 1.0f, 2.0f, |
| 559 | 3.0f, 4.0f |
| 560 | }; |
| 561 | |
| 562 | testParams.m_ExpectedOutputData = |
| 563 | { |
| 564 | 1.0f, 1.5f, 2.0f, |
| 565 | 2.0f, 2.5f, 3.0f, |
| 566 | 3.0f, 3.5f, 4.0f, |
| 567 | |
| 568 | 1.0f, 1.5f, 2.0f, |
| 569 | 2.0f, 2.5f, 3.0f, |
| 570 | 3.0f, 3.5f, 4.0f, |
| 571 | }; |
| 572 | |
| 573 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 574 | } |
| 575 | |
| 576 | template<armnn::DataType ArmnnType, typename T> |
| 577 | LayerTestResult<T, 4> AlignCornersResizeBilinearTest( |
| 578 | armnn::IWorkloadFactory& workloadFactory, |
| 579 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 580 | const armnn::DataLayout dataLayout) |
| 581 | { |
| 582 | ResizeTestParams testParams; |
| 583 | testParams.m_ResizeMethod = armnn::ResizeMethod::Bilinear; |
| 584 | testParams.m_DataLayout = dataLayout; |
| 585 | testParams.m_AlignCorners = true; |
| 586 | |
| 587 | testParams.m_InputShape = { 1, 1, 2, 2 }; |
| 588 | testParams.m_OutputShape = { 1, 1, 1, 1 }; |
| 589 | |
| 590 | testParams.m_InputData = |
| 591 | { |
| 592 | 1.0f, 2.0f, |
| 593 | 3.0f, 4.0f, |
| 594 | }; |
| 595 | |
| 596 | testParams.m_ExpectedOutputData = |
| 597 | { |
| 598 | 1.0f |
| 599 | }; |
| 600 | |
| 601 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 602 | } |
| 603 | |
| 604 | template<armnn::DataType ArmnnType, typename T> |
| 605 | LayerTestResult<T, 4> HalfPixelCentersResizeNearestNeighbourTest( |
| 606 | armnn::IWorkloadFactory& workloadFactory, |
| 607 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 608 | const armnn::DataLayout dataLayout) |
| 609 | { |
| 610 | ResizeTestParams testParams; |
| 611 | testParams.m_ResizeMethod = armnn::ResizeMethod::NearestNeighbor; |
| 612 | testParams.m_DataLayout = dataLayout; |
| 613 | testParams.m_HalfPixelCenters = true; |
| 614 | |
| 615 | testParams.m_InputShape = { 1, 1, 2, 5 }; |
| 616 | testParams.m_OutputShape = { 1, 1, 2, 2 }; |
| 617 | |
| 618 | testParams.m_InputData = |
| 619 | { |
| 620 | 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, |
| 621 | |
| 622 | 1.0f, 2.0f, 3.0f, 4.0f, 5.0f |
| 623 | }; |
| 624 | |
| 625 | testParams.m_ExpectedOutputData = |
| 626 | { |
| 627 | 2.0f, 4.0f, |
| 628 | 2.0f, 4.0f |
| 629 | }; |
| 630 | |
| 631 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 632 | } |
| 633 | |
| 634 | template<armnn::DataType ArmnnType, typename T> |
| 635 | LayerTestResult<T, 4> AlignCornersResizeNearestNeighbourTest( |
| 636 | armnn::IWorkloadFactory& workloadFactory, |
| 637 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 638 | const armnn::DataLayout dataLayout) |
| 639 | { |
| 640 | ResizeTestParams testParams; |
| 641 | testParams.m_ResizeMethod = armnn::ResizeMethod::NearestNeighbor; |
| 642 | testParams.m_DataLayout = dataLayout; |
| 643 | testParams.m_AlignCorners = true; |
| 644 | |
| 645 | testParams.m_InputShape = { 1, 1, 2, 2 }; |
| 646 | testParams.m_OutputShape = { 1, 1, 1, 1 }; |
| 647 | |
| 648 | testParams.m_InputData = |
| 649 | { |
| 650 | 1.0f, 2.0f, |
| 651 | 3.0f, 4.0f, |
| 652 | }; |
| 653 | |
| 654 | testParams.m_ExpectedOutputData = |
| 655 | { |
| 656 | 1.0f |
| 657 | }; |
| 658 | |
| 659 | return ResizeTestImpl<4, ArmnnType>(workloadFactory, memoryManager, testParams); |
| 660 | } |
| 661 | |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 662 | // |
| 663 | // Explicit template instantiations |
| 664 | // |
| 665 | |
| 666 | // Float32 |
| 667 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 668 | ResizeBilinearNopTest<armnn::DataType::Float32>( |
| 669 | armnn::IWorkloadFactory& workloadFactory, |
| 670 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 671 | const armnn::DataLayout dataLayout); |
| 672 | |
| 673 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 674 | SimpleResizeBilinearTest<armnn::DataType::Float32>( |
| 675 | armnn::IWorkloadFactory& workloadFactory, |
| 676 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 677 | const armnn::DataLayout dataLayout); |
| 678 | |
| 679 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 680 | ResizeBilinearSqMinTest<armnn::DataType::Float32>( |
| 681 | armnn::IWorkloadFactory& workloadFactory, |
| 682 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 683 | const armnn::DataLayout dataLayout); |
| 684 | |
| 685 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 686 | ResizeBilinearMinTest<armnn::DataType::Float32>( |
| 687 | armnn::IWorkloadFactory& workloadFactory, |
| 688 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 689 | const armnn::DataLayout dataLayout); |
| 690 | |
| 691 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 692 | ResizeBilinearMagTest<armnn::DataType::Float32>( |
| 693 | armnn::IWorkloadFactory& workloadFactory, |
| 694 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 695 | const armnn::DataLayout dataLayout); |
| 696 | |
| 697 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 698 | ResizeNearestNeighborNopTest<armnn::DataType::Float32>( |
| 699 | armnn::IWorkloadFactory& workloadFactory, |
| 700 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 701 | const armnn::DataLayout dataLayout); |
| 702 | |
| 703 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 704 | SimpleResizeNearestNeighborTest<armnn::DataType::Float32>( |
| 705 | armnn::IWorkloadFactory& workloadFactory, |
| 706 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 707 | const armnn::DataLayout dataLayout); |
| 708 | |
| 709 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 710 | ResizeNearestNeighborSqMinTest<armnn::DataType::Float32>( |
| 711 | armnn::IWorkloadFactory& workloadFactory, |
| 712 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 713 | const armnn::DataLayout dataLayout); |
| 714 | |
| 715 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 716 | ResizeNearestNeighborMinTest<armnn::DataType::Float32>( |
| 717 | armnn::IWorkloadFactory& workloadFactory, |
| 718 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 719 | const armnn::DataLayout dataLayout); |
| 720 | |
| 721 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 722 | ResizeNearestNeighborMagTest<armnn::DataType::Float32>( |
| 723 | armnn::IWorkloadFactory& workloadFactory, |
| 724 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 725 | const armnn::DataLayout dataLayout, |
| 726 | float inQuantScale, |
| 727 | int32_t inQuantOffset, |
| 728 | float outQuantScale, |
| 729 | int32_t outQuantOffset); |
| 730 | |
David Monahan | ab21975 | 2020-06-19 16:43:48 +0100 | [diff] [blame] | 731 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 732 | HalfPixelCentersResizeBilinearTest<armnn::DataType::Float32>( |
| 733 | armnn::IWorkloadFactory& workloadFactory, |
| 734 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 735 | const armnn::DataLayout dataLayout); |
| 736 | |
| 737 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 738 | AlignCornersResizeBilinearTest<armnn::DataType::Float32>( |
| 739 | armnn::IWorkloadFactory& workloadFactory, |
| 740 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 741 | const armnn::DataLayout dataLayout); |
| 742 | |
| 743 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 744 | HalfPixelCentersResizeNearestNeighbourTest<armnn::DataType::Float32>( |
| 745 | armnn::IWorkloadFactory& workloadFactory, |
| 746 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 747 | const armnn::DataLayout dataLayout); |
| 748 | |
| 749 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 750 | AlignCornersResizeNearestNeighbourTest<armnn::DataType::Float32>( |
| 751 | armnn::IWorkloadFactory& workloadFactory, |
| 752 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 753 | const armnn::DataLayout dataLayout); |
| 754 | |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 755 | // Float16 |
| 756 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 757 | ResizeBilinearNopTest<armnn::DataType::Float16>( |
| 758 | armnn::IWorkloadFactory& workloadFactory, |
| 759 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 760 | const armnn::DataLayout dataLayout); |
| 761 | |
| 762 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 763 | SimpleResizeBilinearTest<armnn::DataType::Float16>( |
| 764 | armnn::IWorkloadFactory& workloadFactory, |
| 765 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 766 | const armnn::DataLayout dataLayout); |
| 767 | |
| 768 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 769 | ResizeBilinearSqMinTest<armnn::DataType::Float16>( |
| 770 | armnn::IWorkloadFactory& workloadFactory, |
| 771 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 772 | const armnn::DataLayout dataLayout); |
| 773 | |
| 774 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 775 | ResizeBilinearMinTest<armnn::DataType::Float16>( |
| 776 | armnn::IWorkloadFactory& workloadFactory, |
| 777 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 778 | const armnn::DataLayout dataLayout); |
| 779 | |
| 780 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 781 | ResizeBilinearMagTest<armnn::DataType::Float16>( |
| 782 | armnn::IWorkloadFactory& workloadFactory, |
| 783 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 784 | const armnn::DataLayout dataLayout); |
| 785 | |
| 786 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 787 | ResizeNearestNeighborNopTest<armnn::DataType::Float16>( |
| 788 | armnn::IWorkloadFactory& workloadFactory, |
| 789 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 790 | const armnn::DataLayout dataLayout); |
| 791 | |
| 792 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 793 | SimpleResizeNearestNeighborTest<armnn::DataType::Float16>( |
| 794 | armnn::IWorkloadFactory& workloadFactory, |
| 795 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 796 | const armnn::DataLayout dataLayout); |
| 797 | |
| 798 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 799 | ResizeNearestNeighborSqMinTest<armnn::DataType::Float16>( |
| 800 | armnn::IWorkloadFactory& workloadFactory, |
| 801 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 802 | const armnn::DataLayout dataLayout); |
| 803 | |
| 804 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 805 | ResizeNearestNeighborMinTest<armnn::DataType::Float16>( |
| 806 | armnn::IWorkloadFactory& workloadFactory, |
| 807 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 808 | const armnn::DataLayout dataLayout); |
| 809 | |
| 810 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 811 | ResizeNearestNeighborMagTest<armnn::DataType::Float16>( |
| 812 | armnn::IWorkloadFactory& workloadFactory, |
| 813 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 814 | const armnn::DataLayout dataLayout, |
| 815 | float inQuantScale, |
| 816 | int32_t inQuantOffset, |
| 817 | float outQuantScale, |
| 818 | int32_t outQuantOffset); |
| 819 | |
Teresa Charlin | 686f45c | 2020-07-23 17:59:00 +0100 | [diff] [blame] | 820 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 821 | HalfPixelCentersResizeBilinearTest<armnn::DataType::Float16>( |
| 822 | armnn::IWorkloadFactory& workloadFactory, |
| 823 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 824 | const armnn::DataLayout dataLayout); |
| 825 | |
| 826 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 827 | AlignCornersResizeBilinearTest<armnn::DataType::Float16>( |
| 828 | armnn::IWorkloadFactory& workloadFactory, |
| 829 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 830 | const armnn::DataLayout dataLayout); |
| 831 | |
| 832 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 833 | HalfPixelCentersResizeNearestNeighbourTest<armnn::DataType::Float16>( |
| 834 | armnn::IWorkloadFactory& workloadFactory, |
| 835 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 836 | const armnn::DataLayout dataLayout); |
| 837 | |
| 838 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> |
| 839 | AlignCornersResizeNearestNeighbourTest<armnn::DataType::Float16>( |
| 840 | armnn::IWorkloadFactory& workloadFactory, |
| 841 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 842 | const armnn::DataLayout dataLayout); |
| 843 | |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 844 | // QAsymm8 |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 845 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 846 | ResizeBilinearNopTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 847 | armnn::IWorkloadFactory& workloadFactory, |
| 848 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 849 | const armnn::DataLayout dataLayout); |
| 850 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 851 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 852 | SimpleResizeBilinearTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 853 | armnn::IWorkloadFactory& workloadFactory, |
| 854 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 855 | const armnn::DataLayout dataLayout); |
| 856 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 857 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 858 | ResizeBilinearSqMinTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 859 | armnn::IWorkloadFactory& workloadFactory, |
| 860 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 861 | const armnn::DataLayout dataLayout); |
| 862 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 863 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 864 | ResizeBilinearMinTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 865 | armnn::IWorkloadFactory& workloadFactory, |
| 866 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 867 | const armnn::DataLayout dataLayout); |
| 868 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 869 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 870 | ResizeBilinearMagTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 871 | armnn::IWorkloadFactory& workloadFactory, |
| 872 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 873 | const armnn::DataLayout dataLayout); |
| 874 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 875 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 876 | ResizeNearestNeighborNopTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 877 | armnn::IWorkloadFactory& workloadFactory, |
| 878 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 879 | const armnn::DataLayout dataLayout); |
| 880 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 881 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 882 | SimpleResizeNearestNeighborTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 883 | armnn::IWorkloadFactory& workloadFactory, |
| 884 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 885 | const armnn::DataLayout dataLayout); |
| 886 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 887 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 888 | ResizeNearestNeighborSqMinTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 889 | armnn::IWorkloadFactory& workloadFactory, |
| 890 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 891 | const armnn::DataLayout dataLayout); |
| 892 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 893 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 894 | ResizeNearestNeighborMinTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 895 | armnn::IWorkloadFactory& workloadFactory, |
| 896 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 897 | const armnn::DataLayout dataLayout); |
| 898 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 899 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 900 | ResizeNearestNeighborMagTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 901 | armnn::IWorkloadFactory& workloadFactory, |
| 902 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 903 | const armnn::DataLayout dataLayout, |
| 904 | float inQuantScale, |
| 905 | int32_t inQuantOffset, |
| 906 | float outQuantScale, |
| 907 | int32_t outQuantOffset); |
| 908 | |
Teresa Charlin | 686f45c | 2020-07-23 17:59:00 +0100 | [diff] [blame] | 909 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 910 | HalfPixelCentersResizeBilinearTest<armnn::DataType::QAsymmS8>( |
| 911 | armnn::IWorkloadFactory& workloadFactory, |
| 912 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 913 | const armnn::DataLayout dataLayout); |
| 914 | |
| 915 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 916 | AlignCornersResizeBilinearTest<armnn::DataType::QAsymmS8>( |
| 917 | armnn::IWorkloadFactory& workloadFactory, |
| 918 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 919 | const armnn::DataLayout dataLayout); |
| 920 | |
| 921 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 922 | HalfPixelCentersResizeNearestNeighbourTest<armnn::DataType::QAsymmS8>( |
| 923 | armnn::IWorkloadFactory& workloadFactory, |
| 924 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 925 | const armnn::DataLayout dataLayout); |
| 926 | |
| 927 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 928 | AlignCornersResizeNearestNeighbourTest<armnn::DataType::QAsymmS8>( |
| 929 | armnn::IWorkloadFactory& workloadFactory, |
| 930 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 931 | const armnn::DataLayout dataLayout); |
| 932 | |
Sadik Armagan | 303980c | 2020-04-17 12:45:14 +0100 | [diff] [blame] | 933 | // QAsymmS8 |
| 934 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 935 | ResizeBilinearNopTest<armnn::DataType::QAsymmS8>( |
| 936 | armnn::IWorkloadFactory& workloadFactory, |
| 937 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 938 | const armnn::DataLayout dataLayout); |
| 939 | |
| 940 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 941 | SimpleResizeBilinearTest<armnn::DataType::QAsymmS8>( |
| 942 | armnn::IWorkloadFactory& workloadFactory, |
| 943 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 944 | const armnn::DataLayout dataLayout); |
| 945 | |
| 946 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 947 | ResizeBilinearSqMinTest<armnn::DataType::QAsymmS8>( |
| 948 | armnn::IWorkloadFactory& workloadFactory, |
| 949 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 950 | const armnn::DataLayout dataLayout); |
| 951 | |
| 952 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 953 | ResizeBilinearMinTest<armnn::DataType::QAsymmS8>( |
| 954 | armnn::IWorkloadFactory& workloadFactory, |
| 955 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 956 | const armnn::DataLayout dataLayout); |
| 957 | |
| 958 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 959 | ResizeBilinearMagTest<armnn::DataType::QAsymmS8>( |
| 960 | armnn::IWorkloadFactory& workloadFactory, |
| 961 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 962 | const armnn::DataLayout dataLayout); |
| 963 | |
| 964 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 965 | ResizeNearestNeighborNopTest<armnn::DataType::QAsymmS8>( |
| 966 | armnn::IWorkloadFactory& workloadFactory, |
| 967 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 968 | const armnn::DataLayout dataLayout); |
| 969 | |
| 970 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 971 | SimpleResizeNearestNeighborTest<armnn::DataType::QAsymmS8>( |
| 972 | armnn::IWorkloadFactory& workloadFactory, |
| 973 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 974 | const armnn::DataLayout dataLayout); |
| 975 | |
| 976 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 977 | ResizeNearestNeighborSqMinTest<armnn::DataType::QAsymmS8>( |
| 978 | armnn::IWorkloadFactory& workloadFactory, |
| 979 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 980 | const armnn::DataLayout dataLayout); |
| 981 | |
| 982 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 983 | ResizeNearestNeighborMinTest<armnn::DataType::QAsymmS8>( |
| 984 | armnn::IWorkloadFactory& workloadFactory, |
| 985 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 986 | const armnn::DataLayout dataLayout); |
| 987 | |
| 988 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 989 | ResizeNearestNeighborMagTest<armnn::DataType::QAsymmS8>( |
| 990 | armnn::IWorkloadFactory& workloadFactory, |
| 991 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 992 | const armnn::DataLayout dataLayout, |
| 993 | float inQuantScale, |
| 994 | int32_t inQuantOffset, |
| 995 | float outQuantScale, |
| 996 | int32_t outQuantOffset); |
| 997 | |
Teresa Charlin | 686f45c | 2020-07-23 17:59:00 +0100 | [diff] [blame] | 998 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 999 | HalfPixelCentersResizeBilinearTest<armnn::DataType::QAsymmU8>( |
| 1000 | armnn::IWorkloadFactory& workloadFactory, |
| 1001 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1002 | const armnn::DataLayout dataLayout); |
| 1003 | |
| 1004 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 1005 | AlignCornersResizeBilinearTest<armnn::DataType::QAsymmU8>( |
| 1006 | armnn::IWorkloadFactory& workloadFactory, |
| 1007 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1008 | const armnn::DataLayout dataLayout); |
| 1009 | |
| 1010 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 1011 | HalfPixelCentersResizeNearestNeighbourTest<armnn::DataType::QAsymmU8>( |
| 1012 | armnn::IWorkloadFactory& workloadFactory, |
| 1013 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1014 | const armnn::DataLayout dataLayout); |
| 1015 | |
| 1016 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 1017 | AlignCornersResizeNearestNeighbourTest<armnn::DataType::QAsymmU8>( |
| 1018 | armnn::IWorkloadFactory& workloadFactory, |
| 1019 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1020 | const armnn::DataLayout dataLayout); |
| 1021 | |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 1022 | // QSymm16 |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1023 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 1024 | ResizeBilinearNopTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 1025 | armnn::IWorkloadFactory& workloadFactory, |
| 1026 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1027 | const armnn::DataLayout dataLayout); |
| 1028 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1029 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 1030 | SimpleResizeBilinearTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 1031 | armnn::IWorkloadFactory& workloadFactory, |
| 1032 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1033 | const armnn::DataLayout dataLayout); |
| 1034 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1035 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 1036 | ResizeBilinearSqMinTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 1037 | armnn::IWorkloadFactory& workloadFactory, |
| 1038 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1039 | const armnn::DataLayout dataLayout); |
| 1040 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1041 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 1042 | ResizeBilinearMinTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 1043 | armnn::IWorkloadFactory& workloadFactory, |
| 1044 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1045 | const armnn::DataLayout dataLayout); |
| 1046 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1047 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 1048 | ResizeBilinearMagTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 1049 | armnn::IWorkloadFactory& workloadFactory, |
| 1050 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1051 | const armnn::DataLayout dataLayout); |
| 1052 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1053 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 1054 | ResizeNearestNeighborNopTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 1055 | armnn::IWorkloadFactory& workloadFactory, |
| 1056 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1057 | const armnn::DataLayout dataLayout); |
| 1058 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1059 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 1060 | SimpleResizeNearestNeighborTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 1061 | armnn::IWorkloadFactory& workloadFactory, |
| 1062 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1063 | const armnn::DataLayout dataLayout); |
| 1064 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1065 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 1066 | ResizeNearestNeighborSqMinTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 1067 | armnn::IWorkloadFactory& workloadFactory, |
| 1068 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1069 | const armnn::DataLayout dataLayout); |
| 1070 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1071 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 1072 | ResizeNearestNeighborMinTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 1073 | armnn::IWorkloadFactory& workloadFactory, |
| 1074 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1075 | const armnn::DataLayout dataLayout); |
| 1076 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1077 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 1078 | ResizeNearestNeighborMagTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | b3670b1 | 2019-10-28 16:06:50 +0000 | [diff] [blame] | 1079 | armnn::IWorkloadFactory& workloadFactory, |
| 1080 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1081 | const armnn::DataLayout dataLayout, |
| 1082 | float inQuantScale, |
| 1083 | int32_t inQuantOffset, |
| 1084 | float outQuantScale, |
| 1085 | int32_t outQuantOffset); |
Teresa Charlin | 686f45c | 2020-07-23 17:59:00 +0100 | [diff] [blame] | 1086 | |
| 1087 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 1088 | HalfPixelCentersResizeBilinearTest<armnn::DataType::QSymmS16>( |
| 1089 | armnn::IWorkloadFactory& workloadFactory, |
| 1090 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1091 | const armnn::DataLayout dataLayout); |
| 1092 | |
| 1093 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 1094 | AlignCornersResizeBilinearTest<armnn::DataType::QSymmS16>( |
| 1095 | armnn::IWorkloadFactory& workloadFactory, |
| 1096 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1097 | const armnn::DataLayout dataLayout); |
| 1098 | |
| 1099 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 1100 | HalfPixelCentersResizeNearestNeighbourTest<armnn::DataType::QSymmS16>( |
| 1101 | armnn::IWorkloadFactory& workloadFactory, |
| 1102 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1103 | const armnn::DataLayout dataLayout); |
| 1104 | |
| 1105 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 1106 | AlignCornersResizeNearestNeighbourTest<armnn::DataType::QSymmS16>( |
| 1107 | armnn::IWorkloadFactory& workloadFactory, |
| 1108 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 1109 | const armnn::DataLayout dataLayout); |