src/backends/backendsCommon/test/LayerTests.hpp

   1 //
   2 // Copyright © 2017 Arm Ltd. All rights reserved.
   3 // SPDX-License-Identifier: MIT
   4 //
   5 #pragma once
   6
   7 #include <armnn/ArmNN.hpp>
   8 #include <armnn/Tensor.hpp>
   9
  10 #include <Half.hpp>
  11
  12 #include <boost/multi_array.hpp>
  13 #include <boost/assert.hpp>
  14
  15 #include <array>
  16
  17 // Layer callables.
  18
  19 namespace armnn
  20 {
  21 class IWorkloadFactory;
  22 }
  23
  24 template <std::size_t n>
  25 boost::array<unsigned int, n> GetTensorShapeAsArray(const armnn::TensorInfo& tensorInfo)
  26 {
  27     BOOST_ASSERT_MSG(n == tensorInfo.GetNumDimensions(),
  28         "Attempting to construct a shape array of mismatching size");
  29
  30     boost::array<unsigned int, n> shape;
  31     for (unsigned int i = 0; i < n; i++)
  32     {
  33         shape[i] = tensorInfo.GetShape()[i];
  34     }
  35     return shape;
  36 }
  37
  38 template <typename T, std::size_t n>
  39 struct LayerTestResult
  40 {
  41     LayerTestResult(const armnn::TensorInfo& outputInfo)
  42     {
  43         auto shape( GetTensorShapeAsArray<n>(outputInfo) );
  44         output.resize(shape);
  45         outputExpected.resize(shape);
  46         supported = true;
  47     }
  48
  49     boost::multi_array<T, n> output;
  50     boost::multi_array<T, n> outputExpected;
  51     bool supported;
  52 };
  53
  54 LayerTestResult<float, 4> SimpleConvolution2d3x5Test(armnn::IWorkloadFactory& workloadFactory,
  55                                                      bool biasEnabled,
  56                                                      const armnn::DataLayoutIndexed& layout);
  57
  58 LayerTestResult<float, 4> SimpleConvolution2d3x3Test(armnn::IWorkloadFactory& workloadFactory,
  59                                                      bool biasEnabled,
  60                                                      const armnn::DataLayoutIndexed& layout);
  61
  62 LayerTestResult<float, 4> SimpleConvolution2d3x3NhwcTest(armnn::IWorkloadFactory& workloadFactory,
  63                                                          bool biasEnabled);
  64
  65 LayerTestResult<float, 4>
  66 Convolution2dAsymmetricPaddingLargerThanHalfKernelSizeTest(armnn::IWorkloadFactory& workloadFactory,
  67                                                            const armnn::DataLayoutIndexed& layout);
  68 LayerTestResult<float, 4> Convolution2dAsymmetricPaddingTest(armnn::IWorkloadFactory& workloadFactory,
  69                                                              const armnn::DataLayoutIndexed& layout);
  70
  71
  72 LayerTestResult<float,   4> Convolution1dTest(armnn::IWorkloadFactory& workloadFactory,
  73                                               bool biasEnabled);
  74 LayerTestResult<uint8_t, 4> Convolution1dUint8Test(armnn::IWorkloadFactory& workloadFactory,
  75                                                    bool biasEnabled);
  76
  77 LayerTestResult<float, 4> DepthwiseConvolution2dTest(armnn::IWorkloadFactory& workloadFactory,
  78                                                      bool biasEnabled,
  79                                                      const armnn::DataLayoutIndexed& layout);
  80
  81 LayerTestResult<float, 4> DepthwiseConvolution2dDepthNhwcTest(armnn::IWorkloadFactory& workloadFactory,
  82                                                               bool biasEnabled);
  83
  84 LayerTestResult<float, 4> DepthwiseConvolution2dDepthMul1Test(armnn::IWorkloadFactory& workloadFactory,
  85                                                               bool biasEnabled,
  86                                                               const armnn::DataLayoutIndexed& layout);
  87
  88 LayerTestResult<float, 4> DepthwiseConvolution2dAsymmetricTest(armnn::IWorkloadFactory& workloadFactory,
  89                                                                bool biasEnabled,
  90                                                                const armnn::DataLayoutIndexed& layout);
  91
  92 LayerTestResult<float,   4> SimpleMaxPooling2dSize2x2Stride2x2Test(armnn::IWorkloadFactory& workloadFactory,
  93                                                                    bool forceNoPadding);
  94 LayerTestResult<uint8_t, 4> SimpleMaxPooling2dSize2x2Stride2x2Uint8Test(armnn::IWorkloadFactory& workloadFactory,
  95                                                                         bool forceNoPadding);
  96 LayerTestResult<float,   4> SimpleMaxPooling2dSize3x3Stride2x4Test(armnn::IWorkloadFactory& workloadFactory,
  97                                                                    bool forceNoPadding);
  98 LayerTestResult<uint8_t, 4> SimpleMaxPooling2dSize3x3Stride2x4Uint8Test(armnn::IWorkloadFactory& workloadFactory,
  99                                                                         bool forceNoPadding );
 100 LayerTestResult<float,   4> IgnorePaddingSimpleMaxPooling2dTest(armnn::IWorkloadFactory& workloadFactory);
 101 LayerTestResult<uint8_t, 4> IgnorePaddingSimpleMaxPooling2dUint8Test(armnn::IWorkloadFactory& workloadFactory);
 102 LayerTestResult<float,   4> IgnorePaddingMaxPooling2dSize3Test(armnn::IWorkloadFactory& workloadFactory);
 103 LayerTestResult<uint8_t, 4> IgnorePaddingMaxPooling2dSize3Uint8Test(armnn::IWorkloadFactory& workloadFactory);
 104
 105 LayerTestResult<float,   4> SimpleMaxPooling2dTest(armnn::IWorkloadFactory& workloadFactory,
 106                                                    const armnn::DataLayoutIndexed& dataLayout);
 107 LayerTestResult<uint8_t, 4> SimpleMaxPooling2dUint8Test(armnn::IWorkloadFactory& workloadFactory,
 108                                                         const armnn::DataLayoutIndexed& dataLayout);
 109
 110 LayerTestResult<float,   4> SimpleAveragePooling2dTest(armnn::IWorkloadFactory& workloadFactory,
 111                                                        const armnn::DataLayoutIndexed& dataLayout);
 112 LayerTestResult<uint8_t, 4> SimpleAveragePooling2dUint8Test(armnn::IWorkloadFactory& workloadFactory,
 113                                                             const armnn::DataLayoutIndexed& dataLayout);
 114
 115 LayerTestResult<float,   4> IgnorePaddingAveragePooling2dSize3x2Stride2x2Test(armnn::IWorkloadFactory& workloadFactory,
 116                                                                               bool forceNoPadding);
 117 LayerTestResult<float,   4> IgnorePaddingSimpleAveragePooling2dTest(armnn::IWorkloadFactory& workloadFactory);
 118 LayerTestResult<uint8_t, 4> IgnorePaddingSimpleAveragePooling2dUint8Test(armnn::IWorkloadFactory& workloadFactory);
 119 LayerTestResult<float, 4>   IgnorePaddingSimpleAveragePooling2dNoPaddingTest(armnn::IWorkloadFactory& workloadFactory);
 120 LayerTestResult<uint8_t, 4> IgnorePaddingSimpleAveragePooling2dNoPaddingUint8Test(
 121     armnn::IWorkloadFactory& workloadFactory);
 122 LayerTestResult<float,   4> IgnorePaddingAveragePooling2dSize3Test(armnn::IWorkloadFactory& workloadFactory);
 123 LayerTestResult<uint8_t, 4> IgnorePaddingAveragePooling2dSize3Uint8Test(armnn::IWorkloadFactory& workloadFactory);
 124
 125 LayerTestResult<float,   4> SimpleL2Pooling2dTest(armnn::IWorkloadFactory& workloadFactory,
 126                                                   const armnn::DataLayoutIndexed& dataLayout);
 127 LayerTestResult<uint8_t, 4> SimpleL2Pooling2dUint8Test(armnn::IWorkloadFactory& workloadFactory,
 128                                                        const armnn::DataLayoutIndexed& dataLayout);
 129
 130 LayerTestResult<float,   4> L2Pooling2dSize3Stride1Test(armnn::IWorkloadFactory& workloadFactory);
 131 LayerTestResult<uint8_t, 4> L2Pooling2dSize3Stride1Uint8Test(armnn::IWorkloadFactory& workloadFactory);
 132 LayerTestResult<float,   4> L2Pooling2dSize3Stride3Test(armnn::IWorkloadFactory& workloadFactory);
 133 LayerTestResult<uint8_t, 4> L2Pooling2dSize3Stride3Uint8Test(armnn::IWorkloadFactory& workloadFactory);
 134 LayerTestResult<float,   4> L2Pooling2dSize3Stride4Test(armnn::IWorkloadFactory& workloadFactory);
 135 LayerTestResult<uint8_t, 4> L2Pooling2dSize3Stride4Uint8Test(armnn::IWorkloadFactory& workloadFactory);
 136 LayerTestResult<float,   4> L2Pooling2dSize7Test(armnn::IWorkloadFactory& workloadFactory);
 137 LayerTestResult<uint8_t, 4> L2Pooling2dSize7Uint8Test(armnn::IWorkloadFactory& workloadFactory);
 138 LayerTestResult<float,   4> L2Pooling2dSize9Test(armnn::IWorkloadFactory& workloadFactory);
 139 LayerTestResult<uint8_t, 4> L2Pooling2dSize9Uint8Test(armnn::IWorkloadFactory& workloadFactory);
 140 LayerTestResult<float,   4> LargeTensorsAveragePooling2dTest(armnn::IWorkloadFactory& workloadFactory);
 141 LayerTestResult<uint8_t, 4> LargeTensorsAveragePooling2dUint8Test(armnn::IWorkloadFactory& workloadFactory);
 142
 143 LayerTestResult<float,   4> IgnorePaddingSimpleL2Pooling2dTest(armnn::IWorkloadFactory& workloadFactory);
 144 LayerTestResult<uint8_t, 4> IgnorePaddingSimpleL2Pooling2dUint8Test(armnn::IWorkloadFactory& workloadFactory);
 145 LayerTestResult<float,   4> IgnorePaddingL2Pooling2dSize3Test(armnn::IWorkloadFactory& workloadFactory);
 146 LayerTestResult<uint8_t, 4> IgnorePaddingL2Pooling2dSize3Uint8Test(armnn::IWorkloadFactory& workloadFactory);
 147
 148 LayerTestResult<float,   4> AsymmetricNonSquarePooling2dTest(armnn::IWorkloadFactory& workloadFactory);
 149 LayerTestResult<uint8_t, 4> AsymmetricNonSquarePooling2dUint8Test(armnn::IWorkloadFactory& workloadFactory);
 150
 151 LayerTestResult<float, 4> ComparePooling2dTest(armnn::IWorkloadFactory& workloadFactory,
 152                                                armnn::IWorkloadFactory& refWorkloadFactory,
 153                                                armnn::PoolingAlgorithm  poolingType);
 154 LayerTestResult<uint8_t, 4> ComparePooling2dUint8Test(armnn::IWorkloadFactory& workloadFactory,
 155                                                       armnn::IWorkloadFactory& refWorkloadFactory,
 156                                                       armnn::PoolingAlgorithm  poolingType);
 157
 158 LayerTestResult<float, 4> ConstantLinearActivationTest(armnn::IWorkloadFactory& workloadFactory);
 159
 160 LayerTestResult<float, 4> SimpleNormalizationAcrossTest(armnn::IWorkloadFactory& workloadFactory);
 161 LayerTestResult<float, 4> SimpleNormalizationWithinTest(armnn::IWorkloadFactory& workloadFactory);
 162 LayerTestResult<float,4> SimpleNormalizationAcrossNhwcTest(armnn::IWorkloadFactory& workloadFactory);
 163
 164 LayerTestResult<float, 2> SimpleSoftmaxTest(armnn::IWorkloadFactory& workloadFactory, float beta);
 165 LayerTestResult<uint8_t, 2> SimpleSoftmaxUint8Test(armnn::IWorkloadFactory& workloadFactory, float beta);
 166
 167 LayerTestResult<float, 4> SimpleSigmoidTest(armnn::IWorkloadFactory& workloadFactory);
 168
 169 LayerTestResult<float, 4> SimpleReshapeFloat32Test(armnn::IWorkloadFactory& workloadFactory);
 170 LayerTestResult<uint8_t, 4> SimpleReshapeUint8Test(armnn::IWorkloadFactory& workloadFactory);
 171
 172 LayerTestResult<float, 4> SimpleFloorTest(armnn::IWorkloadFactory& workloadFactory);
 173
 174 LayerTestResult<float, 1> Concatenation1dTest(armnn::IWorkloadFactory& workloadFactory);
 175 LayerTestResult<float, 2> Concatenation2dDim0Test(armnn::IWorkloadFactory& workloadFactory);
 176 LayerTestResult<float, 2> Concatenation2dDim1Test(armnn::IWorkloadFactory& workloadFactory);
 177 LayerTestResult<float, 2> Concatenation2dDim0DiffInputDimsTest(armnn::IWorkloadFactory& workloadFactory);
 178 LayerTestResult<float, 2> Concatenation2dDim1DiffInputDimsTest(armnn::IWorkloadFactory& workloadFactory);
 179 LayerTestResult<float, 3> Concatenation3dDim0Test(armnn::IWorkloadFactory& workloadFactory);
 180 LayerTestResult<float, 3> Concatenation3dDim1Test(armnn::IWorkloadFactory& workloadFactory);
 181 LayerTestResult<float, 3> Concatenation3dDim2Test(armnn::IWorkloadFactory& workloadFactory);
 182 LayerTestResult<float, 3> Concatenation3dDim0DiffInputDimsTest(armnn::IWorkloadFactory& workloadFactory);
 183 LayerTestResult<float, 3> Concatenation3dDim1DiffInputDimsTest(armnn::IWorkloadFactory& workloadFactory);
 184 LayerTestResult<float, 3> Concatenation3dDim2DiffInputDimsTest(armnn::IWorkloadFactory& workloadFactory);
 185
 186 LayerTestResult<uint8_t, 4> SimpleSigmoidUint8Test(armnn::IWorkloadFactory& workloadFactory);
 187
 188 LayerTestResult<float, 4> CompareConvolution2dTest(armnn::IWorkloadFactory& workloadFactory,
 189     armnn::IWorkloadFactory& refWorkloadFactory);
 190
 191 template<typename T>
 192 LayerTestResult<T, 4> CompareDepthwiseConvolution2dTest(armnn::IWorkloadFactory& workloadFactory,
 193                                                         armnn::IWorkloadFactory& refWorkloadFactory,
 194                                                         const armnn::DataLayoutIndexed& layout);
 195
 196 LayerTestResult<float, 4> CompareNormalizationTest(armnn::IWorkloadFactory& workloadFactory,
 197                                                    armnn::IWorkloadFactory& refWorkloadFactory,
 198                                                    armnn::NormalizationAlgorithmChannel normChannel,
 199                                                    armnn::NormalizationAlgorithmMethod normMethod);
 200
 201 LayerTestResult<float, 2> CompareSoftmaxTest(armnn::IWorkloadFactory& workloadFactory,
 202     armnn::IWorkloadFactory& refWorkloadFactory, float beta);
 203
 204 LayerTestResult<float, 2> FullyConnectedFloat32Test(armnn::IWorkloadFactory& workloadFactory,
 205                                              bool                     biasEnabled,
 206                                              bool                     transposeWeights);
 207
 208 std::vector<LayerTestResult<float, 3>> SplitterTest(armnn::IWorkloadFactory& workloadFactory);
 209 LayerTestResult<float, 3> CopyViaSplitterTest(armnn::IWorkloadFactory& workloadFactory);
 210
 211 LayerTestResult<float, 3> MergerTest(armnn::IWorkloadFactory& workloadFactory);
 212
 213 LayerTestResult<float, 4> AdditionTest(armnn::IWorkloadFactory& workloadFactory);
 214 LayerTestResult<float, 4> AdditionBroadcast1ElementTest(armnn::IWorkloadFactory& workloadFactory);
 215 LayerTestResult<float, 4> AdditionBroadcastTest(armnn::IWorkloadFactory& workloadFactory);
 216
 217 LayerTestResult<float, 4> CompareAdditionTest(armnn::IWorkloadFactory& workloadFactory,
 218                                               armnn::IWorkloadFactory& refWorkloadFactory);
 219
 220 LayerTestResult<float, 4> SubtractionTest(armnn::IWorkloadFactory& workloadFactory);
 221 LayerTestResult<float, 4> SubtractionBroadcast1ElementTest(armnn::IWorkloadFactory& workloadFactory);
 222 LayerTestResult<float, 4> SubtractionBroadcastTest(armnn::IWorkloadFactory& workloadFactory);
 223
 224 LayerTestResult<float, 4> CompareActivationTest(armnn::IWorkloadFactory&  workloadFactory,
 225                                                 armnn::IWorkloadFactory&  refWorkloadFactory,
 226                                                 armnn::ActivationFunction f,
 227                                                 unsigned int batchSize);
 228
 229 LayerTestResult<float, 4> DivisionTest(armnn::IWorkloadFactory& workloadFactory);
 230 LayerTestResult<float, 4> DivisionByZeroTest(armnn::IWorkloadFactory& workloadFactory);
 231 LayerTestResult<float, 4> DivisionBroadcast1ElementTest(armnn::IWorkloadFactory& workloadFactory);
 232 LayerTestResult<float, 4> DivisionBroadcast1DVectorTest(armnn::IWorkloadFactory& workloadFactory);
 233
 234 LayerTestResult<float, 4> MultiplicationTest(armnn::IWorkloadFactory& workloadFactory);
 235 LayerTestResult<float, 4> MultiplicationBroadcast1ElementTest(armnn::IWorkloadFactory& workloadFactory);
 236 LayerTestResult<float, 4> MultiplicationBroadcast1DVectorTest(armnn::IWorkloadFactory& workloadFactory);
 237
 238 LayerTestResult<float, 4> CompareMultiplicationTest(armnn::IWorkloadFactory& workloadFactory,
 239                                              armnn::IWorkloadFactory& refWorkloadFactory);
 240
 241 LayerTestResult<float, 4> BatchNormTest(armnn::IWorkloadFactory& workloadFactory);
 242 LayerTestResult<float, 4> BatchNormNhwcTest(armnn::IWorkloadFactory& workloadFactory);
 243
 244 LayerTestResult<float, 4> CompareBatchNormTest(armnn::IWorkloadFactory& workloadFactory,
 245                                         armnn::IWorkloadFactory& refWorkloadFactory);
 246
 247 LayerTestResult<float, 4> BoundedReLuUpperAndLowerBoundTest(armnn::IWorkloadFactory& workloadFactory);
 248 LayerTestResult<uint8_t, 4> BoundedReLuUint8UpperAndLowerBoundTest(armnn::IWorkloadFactory& workloadFactory);
 249 LayerTestResult<float, 4> BoundedReLuUpperBoundOnlyTest(armnn::IWorkloadFactory& workloadFactory);
 250 LayerTestResult<uint8_t, 4> BoundedReLuUint8UpperBoundOnlyTest(armnn::IWorkloadFactory& workloadFactory);
 251
 252 LayerTestResult<float, 4> CompareBoundedReLuTest(armnn::IWorkloadFactory& workloadFactory,
 253                                                  armnn::IWorkloadFactory& refWorkloadFactory,
 254                                                  float upperBound,
 255                                                  float lowerBound);
 256
 257 // Tests that the output should be identical to the input when the output dimensions match the input ones.
 258 LayerTestResult<float, 4> ResizeBilinearNopTest(armnn::IWorkloadFactory& workloadFactory,
 259                                                 const armnn::DataLayoutIndexed& dataLayout);
 260
 261 // Tests the behaviour of the resize bilinear operation when rescaling a 2x2 image into a 1x1 image.
 262 LayerTestResult<float, 4> SimpleResizeBilinearTest(armnn::IWorkloadFactory& workloadFactory,
 263                                                    const armnn::DataLayoutIndexed& dataLayout);
 264
 265 // Tests the resize bilinear for minification of a square input matrix (also: input dimensions are a
 266 // multiple of output dimensions).
 267 LayerTestResult<float, 4> ResizeBilinearSqMinTest(armnn::IWorkloadFactory& workloadFactory,
 268                                                   const armnn::DataLayoutIndexed& dataLayout);
 269
 270 // Tests the resize bilinear for minification (output dimensions smaller than input dimensions).
 271 LayerTestResult<float, 4> ResizeBilinearMinTest(armnn::IWorkloadFactory& workloadFactory,
 272                                                 const armnn::DataLayoutIndexed& dataLayout);
 273
 274 // Tests the resize bilinear for magnification (output dimensions bigger than input dimensions).
 275 LayerTestResult<float, 4> ResizeBilinearMagTest(armnn::IWorkloadFactory& workloadFactory,
 276                                                 const armnn::DataLayoutIndexed& dataLayout);
 277
 278 LayerTestResult<float, 4> BatchNormTest(armnn::IWorkloadFactory& workloadFactory);
 279 LayerTestResult<float, 4> BatchNormNhwcTest(armnn::IWorkloadFactory& workloadFactory);
 280
 281 LayerTestResult<float, 2> FakeQuantizationTest(armnn::IWorkloadFactory& workloadFactory);
 282
 283 LayerTestResult<float, 4> L2Normalization1dTest(armnn::IWorkloadFactory& workloadFactory);
 284 LayerTestResult<float, 4> L2Normalization2dTest(armnn::IWorkloadFactory& workloadFactory);
 285 LayerTestResult<float, 4> L2Normalization3dTest(armnn::IWorkloadFactory& workloadFactory);
 286 LayerTestResult<float, 4> L2Normalization4dTest(armnn::IWorkloadFactory& workloadFactory);
 287
 288 LayerTestResult<float, 4> L2Normalization1dNhwcTest(armnn::IWorkloadFactory& workloadFactory);
 289 LayerTestResult<float, 4> L2Normalization2dNhwcTest(armnn::IWorkloadFactory& workloadFactory);
 290 LayerTestResult<float, 4> L2Normalization3dNhwcTest(armnn::IWorkloadFactory& workloadFactory);
 291 LayerTestResult<float, 4> L2Normalization4dNhwcTest(armnn::IWorkloadFactory& workloadFactory);
 292
 293 LayerTestResult<float, 4> ConstantTest(armnn::IWorkloadFactory& workloadFactory);
 294
 295 LayerTestResult<uint8_t, 4> ConstantTestUint8(armnn::IWorkloadFactory& workloadFactory);
 296
 297 LayerTestResult<uint8_t, 4> BoundedReLuUint8Test(armnn::IWorkloadFactory& workloadFactory, float upperBound);
 298 LayerTestResult<uint8_t, 4> BoundedReLuUint8Test(armnn::IWorkloadFactory& workloadFactory,
 299     float upperBound,
 300     float lowerBound);
 301
 302 LayerTestResult<uint8_t, 2> FullyConnectedUint8Test(armnn::IWorkloadFactory& workloadFactory, bool biasEnabled);
 303
 304 std::vector<LayerTestResult<uint8_t, 3>> SplitterUint8Test(armnn::IWorkloadFactory& workloadFactory);
 305 LayerTestResult<uint8_t, 3> CopyViaSplitterUint8Test(armnn::IWorkloadFactory& workloadFactory);
 306
 307 LayerTestResult<uint8_t, 3> MergerUint8Test(armnn::IWorkloadFactory& workloadFactory);
 308
 309 LayerTestResult<uint8_t, 4> AdditionUint8Test(armnn::IWorkloadFactory& workloadFactory);
 310 LayerTestResult<uint8_t, 4> AdditionBroadcast1ElementUint8Test(armnn::IWorkloadFactory& workloadFactory);
 311 LayerTestResult<uint8_t, 4> AdditionBroadcastUint8Test(armnn::IWorkloadFactory& workloadFactory);
 312
 313 LayerTestResult<uint8_t, 4> SubtractionUint8Test(armnn::IWorkloadFactory& workloadFactory);
 314 LayerTestResult<uint8_t, 4> SubtractionBroadcast1ElementUint8Test(armnn::IWorkloadFactory& workloadFactory);
 315 LayerTestResult<uint8_t, 4> SubtractionBroadcastUint8Test(armnn::IWorkloadFactory& workloadFactory);
 316
 317 LayerTestResult<uint8_t, 4> CompareActivationUint8Test(armnn::IWorkloadFactory&  workloadFactory,
 318                                                        armnn::IWorkloadFactory&  refWorkloadFactory,
 319                                                        armnn::ActivationFunction f);
 320
 321 LayerTestResult<uint8_t, 2> CompareSoftmaxUint8Test(armnn::IWorkloadFactory& workloadFactory,
 322     armnn::IWorkloadFactory& refWorkloadFactory,
 323     float beta);
 324
 325 LayerTestResult<uint8_t, 4> MultiplicationUint8Test(armnn::IWorkloadFactory& workloadFactory);
 326 LayerTestResult<uint8_t, 4> MultiplicationBroadcast1ElementUint8Test(armnn::IWorkloadFactory& workloadFactory);
 327 LayerTestResult<uint8_t, 4> MultiplicationBroadcast1DVectorUint8Test(armnn::IWorkloadFactory& workloadFactory);
 328
 329 LayerTestResult<uint8_t, 4> DivisionUint8Test(armnn::IWorkloadFactory& workloadFactory);
 330 LayerTestResult<uint8_t, 4> DivisionBroadcast1ElementUint8Test(armnn::IWorkloadFactory& workloadFactory);
 331 LayerTestResult<uint8_t, 4> DivisionBroadcast1DVectorUint8Test(armnn::IWorkloadFactory& workloadFactory);
 332
 333 LayerTestResult<uint8_t, 4> SimpleConvolution2d3x5Uint8Test(armnn::IWorkloadFactory& workloadFactory,
 334                                                             bool                     biasEnabled,
 335                                                             const armnn::DataLayoutIndexed& layout);
 336
 337 LayerTestResult<uint8_t, 4> SimpleConvolution2d3x3Uint8Test(armnn::IWorkloadFactory& workloadFactory,
 338                                                             bool                     biasEnabled,
 339                                                             const armnn::DataLayoutIndexed& layout);
 340
 341 LayerTestResult<uint8_t, 4> DepthwiseConvolution2dUint8Test(armnn::IWorkloadFactory& workloadFactory,
 342                                                             bool                     biasEnabled,
 343                                                             const armnn::DataLayoutIndexed& layout);
 344
 345 LayerTestResult<uint8_t, 4> DepthwiseConvolution2dDepthMul1Uint8Test(armnn::IWorkloadFactory& workloadFactory,
 346                                                                      bool biasEnabled,
 347                                                                      const armnn::DataLayoutIndexed& layout);
 348
 349 LayerTestResult<uint8_t, 4> ConstantLinearActivationUint8Test(armnn::IWorkloadFactory& workloadFactory);
 350
 351 LayerTestResult<uint8_t, 4> ResizeBilinearNopUint8Test(armnn::IWorkloadFactory& workloadFactory);
 352 LayerTestResult<uint8_t, 4> SimpleResizeBilinearUint8Test(armnn::IWorkloadFactory& workloadFactory);
 353 LayerTestResult<uint8_t, 4> ResizeBilinearSqMinUint8Test(armnn::IWorkloadFactory& workloadFactory);
 354 LayerTestResult<uint8_t, 4> ResizeBilinearMinUint8Test(armnn::IWorkloadFactory& workloadFactory);
 355 LayerTestResult<uint8_t, 4> ResizeBilinearMagUint8Test(armnn::IWorkloadFactory& workloadFactory);
 356
 357 LayerTestResult<uint8_t, 4> BatchNormUint8Test(armnn::IWorkloadFactory& workloadFactory);
 358 LayerTestResult<uint8_t, 4> BatchNormUint8NhwcTest(armnn::IWorkloadFactory& workloadFactory);
 359
 360 LayerTestResult<uint8_t, 4> ConstantUint8Test(armnn::IWorkloadFactory& workloadFactory);
 361
 362 LayerTestResult<uint8_t, 1> Concatenation1dUint8Test(armnn::IWorkloadFactory& workloadFactory);
 363 LayerTestResult<uint8_t, 2> Concatenation2dDim0Uint8Test(armnn::IWorkloadFactory& workloadFactory);
 364 LayerTestResult<uint8_t, 2> Concatenation2dDim1Uint8Test(armnn::IWorkloadFactory& workloadFactory);
 365 LayerTestResult<uint8_t, 2> Concatenation2dDim0DiffInputDimsUint8Test(armnn::IWorkloadFactory& workloadFactory);
 366 LayerTestResult<uint8_t, 2> Concatenation2dDim1DiffInputDimsUint8Test(armnn::IWorkloadFactory& workloadFactory);
 367 LayerTestResult<uint8_t, 3> Concatenation3dDim0Uint8Test(armnn::IWorkloadFactory& workloadFactory);
 368 LayerTestResult<uint8_t, 3> Concatenation3dDim1Uint8Test(armnn::IWorkloadFactory& workloadFactory);
 369 LayerTestResult<uint8_t, 3> Concatenation3dDim2Uint8Test(armnn::IWorkloadFactory& workloadFactory);
 370 LayerTestResult<uint8_t, 3> Concatenation3dDim0DiffInputDimsUint8Test(armnn::IWorkloadFactory& workloadFactory);
 371 LayerTestResult<uint8_t, 3> Concatenation3dDim1DiffInputDimsUint8Test(armnn::IWorkloadFactory& workloadFactory);
 372 LayerTestResult<uint8_t, 3> Concatenation3dDim2DiffInputDimsUint8Test(armnn::IWorkloadFactory& workloadFactory);
 373
 374
 375 LayerTestResult<float, 2> FullyConnectedLargeTest(armnn::IWorkloadFactory& workloadFactory,
 376                                                   bool transposeWeights);
 377 LayerTestResult<float, 4> SimplePermuteFloat32Test(armnn::IWorkloadFactory& workloadFactory);
 378 LayerTestResult<uint8_t, 4> SimplePermuteUint8Test(armnn::IWorkloadFactory& workloadFactory);
 379
 380 LayerTestResult<uint8_t, 2> PadUint82dTest(armnn::IWorkloadFactory& workloadFactory);
 381 LayerTestResult<uint8_t, 3> PadUint83dTest(armnn::IWorkloadFactory& workloadFactory);
 382 LayerTestResult<uint8_t, 4> PadUint84dTest(armnn::IWorkloadFactory& workloadFactory);
 383
 384 LayerTestResult<float, 2> PadFloat322dTest(armnn::IWorkloadFactory& workloadFactory);
 385 LayerTestResult<float, 3> PadFloat323dTest(armnn::IWorkloadFactory& workloadFactory);
 386 LayerTestResult<float, 4> PadFloat324dTest(armnn::IWorkloadFactory& workloadFactory);
 387
 388 LayerTestResult<float, 4> PermuteFloat32ValueSet1Test(armnn::IWorkloadFactory& workloadFactory);
 389 LayerTestResult<float, 4> PermuteFloat32ValueSet2Test(armnn::IWorkloadFactory& workloadFactory);
 390 LayerTestResult<float, 4> PermuteFloat32ValueSet3Test(armnn::IWorkloadFactory& workloadFactory);
 391
 392 LayerTestResult<float, 2> LstmLayerFloat32WithCifgWithPeepholeNoProjectionTest
 393         (armnn::IWorkloadFactory& workloadFactory);
 394 LayerTestResult<float, 2>
 395         LstmLayerFloat32NoCifgNoPeepholeNoProjectionTest(armnn::IWorkloadFactory& workloadFactory);
 396 LayerTestResult<float, 2>
 397 LstmLayerFloat32NoCifgWithPeepholeWithProjectionTest(armnn::IWorkloadFactory& workloadFactory);
 398
 399 LayerTestResult<float, 4> SimpleConvertFp16ToFp32Test(armnn::IWorkloadFactory& workloadFactory);
 400 LayerTestResult<armnn::Half, 4> SimpleConvertFp32ToFp16Test(armnn::IWorkloadFactory& workloadFactory);
 401
 402
 403 LayerTestResult<uint8_t, 1> MeanUint8SimpleTest(armnn::IWorkloadFactory& workloadFactory);
 404 LayerTestResult<uint8_t, 3> MeanUint8SimpleAxisTest(armnn::IWorkloadFactory& workloadFactory);
 405 LayerTestResult<uint8_t, 4> MeanUint8KeepDimsTest(armnn::IWorkloadFactory& workloadFactory);
 406 LayerTestResult<uint8_t, 4> MeanUint8MultipleDimsTest(armnn::IWorkloadFactory& workloadFactory);
 407 LayerTestResult<uint8_t, 1> MeanVtsUint8Test(armnn::IWorkloadFactory& workloadFactory);
 408 LayerTestResult<float, 1> MeanFloatSimpleTest(armnn::IWorkloadFactory& workloadFactory);
 409 LayerTestResult<float, 3> MeanFloatSimpleAxisTest(armnn::IWorkloadFactory& workloadFactory);
 410 LayerTestResult<float, 4> MeanFloatKeepDimsTest(armnn::IWorkloadFactory& workloadFactory);
 411 LayerTestResult<float, 4> MeanFloatMultipleDimsTest(armnn::IWorkloadFactory& workloadFactory);
 412 LayerTestResult<float, 1> MeanVtsFloat1Test(armnn::IWorkloadFactory& workloadFactory);
 413 LayerTestResult<float, 3> MeanVtsFloat2Test(armnn::IWorkloadFactory& workloadFactory);
 414 LayerTestResult<float, 3> MeanVtsFloat3Test(armnn::IWorkloadFactory& workloadFactory);
 415
 416 LayerTestResult<float, 4> AdditionAfterMaxPoolTest(armnn::IWorkloadFactory& workloadFactory);