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