src/backends/neon/test/NeonLayerTests.cpp

   1 //
   2 // Copyright © 2017 Arm Ltd. All rights reserved.
   3 // SPDX-License-Identifier: MIT
   4 //
   5
   6 #include "NeonWorkloadFactoryHelper.hpp"
   7
   8 #include <test/TensorHelpers.hpp>
   9 #include <test/UnitTests.hpp>
  10
  11 #include <backendsCommon/CpuTensorHandle.hpp>
  12 #include <neon/NeonLayerSupport.hpp>
  13 #include <neon/NeonWorkloadFactory.hpp>
  14 #include <reference/RefWorkloadFactory.hpp>
  15 #include <backendsCommon/test/ActivationFixture.hpp>
  16 #include <backendsCommon/test/LayerTests.hpp>
  17 #include <backendsCommon/test/PermuteTestImpl.hpp>
  18 #include <backendsCommon/test/TensorCopyUtils.hpp>
  19 #include <backendsCommon/test/TransposeConvolution2dTestImpl.hpp>
  20 #include <backendsCommon/test/WorkloadTestUtils.hpp>
  21
  22 #include <boost/test/unit_test.hpp>
  23
  24 BOOST_AUTO_TEST_SUITE(Compute_ArmComputeNeon)
  25
  26 using namespace armnn;
  27
  28 using FactoryType = NeonWorkloadFactory;
  29
  30 // ============================================================================
  31 // UNIT tests
  32
  33 // Convolution
  34 ARMNN_AUTO_TEST_CASE(SimpleConvolution1d, Convolution1dTest, true)
  35
  36 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d, SimpleConvolution2d3x5Test, true, DataLayout::NCHW)
  37 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dNhwc, SimpleConvolution2d3x5Test, true, DataLayout::NHWC)
  38 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8, SimpleConvolution2d3x3Uint8Test, true, DataLayout::NCHW)
  39 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8Nhwc, SimpleConvolution2d3x3Uint8Test, true, DataLayout::NHWC)
  40 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2d, SimpleConvolution2d3x5Test, false, DataLayout::NCHW)
  41 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dNhwc, SimpleConvolution2d3x5Test, false, DataLayout::NHWC)
  42 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dStride2x2Nhwc,
  43                      SimpleConvolution2d3x3Stride2x2Test, false, DataLayout::NHWC)
  44
  45 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquare, SimpleConvolution2d3x3Test, false, DataLayout::NCHW)
  46 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPadding, Convolution2dAsymmetricPaddingTest, DataLayout::NCHW)
  47
  48 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquareNhwc, SimpleConvolution2d3x3Test, false, DataLayout::NHWC)
  49 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPaddingNhwc,
  50                      Convolution2dAsymmetricPaddingTest,
  51                      DataLayout::NHWC)
  52
  53 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dSquareNhwc, SimpleConvolution2d3x3NhwcTest, false)
  54
  55 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3,
  56                      Convolution2d3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
  57                      false,
  58                      DataLayout::NCHW)
  59 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3Nhwc,
  60                      Convolution2d3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
  61                      false,
  62                      DataLayout::NHWC)
  63 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3Uint8,
  64                      Convolution2d3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
  65                      false,
  66                      DataLayout::NCHW)
  67 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3NhwcUint8,
  68                      Convolution2d3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
  69                      false,
  70                      DataLayout::NHWC)
  71 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3,
  72                      Convolution2d2x3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
  73                      false,
  74                      DataLayout::NCHW)
  75 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3Nhwc,
  76                      Convolution2d2x3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
  77                      false,
  78                      DataLayout::NHWC)
  79 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3Uint8,
  80                      Convolution2d2x3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
  81                      false,
  82                      DataLayout::NCHW)
  83 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3NhwcUint8,
  84                      Convolution2d2x3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
  85                      false,
  86                      DataLayout::NHWC)
  87 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3,
  88                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test
  89                              <DataType::Float32, DataType::Float32>,
  90                      false,
  91                      DataLayout::NCHW)
  92 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3Nhwc,
  93                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test
  94                              <DataType::Float32, DataType::Float32>,
  95                      false,
  96                      DataLayout::NHWC)
  97 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3Uint8,
  98                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test
  99                              <DataType::QuantisedAsymm8, DataType::Signed32>,
 100                      false,
 101                      DataLayout::NCHW)
 102 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3NhwcUint8,
 103                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test
 104                              <DataType::QuantisedAsymm8, DataType::Signed32>,
 105                      false,
 106                      DataLayout::NHWC)
 107
 108 // Depthwise Convolution
 109 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1,
 110                      DepthwiseConvolution2dDepthMul1Test, true, DataLayout::NCHW)
 111 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1,
 112                      DepthwiseConvolution2dDepthMul1Test, false, DataLayout::NCHW)
 113 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8,
 114                      DepthwiseConvolution2dDepthMul1Uint8Test, true, DataLayout::NCHW)
 115 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8,
 116                      DepthwiseConvolution2dDepthMul1Uint8Test, false, DataLayout::NCHW)
 117
 118 // NHWC Depthwise Convolution
 119 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1NHhwc,
 120                      DepthwiseConvolution2dDepthMul1Test, true, DataLayout::NHWC)
 121 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Nhwc,
 122                      DepthwiseConvolution2dDepthMul1Test, false, DataLayout::NHWC)
 123 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8Nhwc,
 124                      DepthwiseConvolution2dDepthMul1Uint8Test, true, DataLayout::NHWC)
 125 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8Nhwc,
 126                      DepthwiseConvolution2dDepthMul1Uint8Test, false, DataLayout::NHWC)
 127
 128 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthNhwc, DepthwiseConvolution2dDepthNhwcTest, false)
 129 ARMNN_AUTO_TEST_CASE(SimpleDepthwiseConvolution2d3x3Dilation3x3Nhwc,
 130                      SimpleDepthwiseConvolution2d3x3Dilation3x3NhwcTest)
 131
 132
 133 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetric,
 134                      DepthwiseConvolution2dAsymmetricTest, true, DataLayout::NCHW)
 135 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetric,
 136                      DepthwiseConvolution2dAsymmetricTest, false, DataLayout::NCHW)
 137 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetricNhwc,
 138                      DepthwiseConvolution2dAsymmetricTest, true, DataLayout::NHWC)
 139 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetricNhwc,
 140                      DepthwiseConvolution2dAsymmetricTest, false, DataLayout::NHWC)
 141
 142 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul64, DepthwiseConvolution2dDepthMul64Test);
 143
 144 namespace
 145 {
 146
 147 DepthwiseConvolution2dDescriptor MakeDepthwiseConv2dDesc(uint32_t strideX, uint32_t strideY,
 148     uint32_t depthMultiplier = 1, uint32_t padLeft = 0, uint32_t padRight = 0,
 149     uint32_t padTop = 0, uint32_t padBottom = 0)
 150 {
 151     boost::ignore_unused(depthMultiplier);
 152
 153     DepthwiseConvolution2dDescriptor desc;
 154
 155     desc.m_PadLeft = padLeft;
 156     desc.m_PadRight = padRight;
 157
 158     desc.m_PadTop = padTop;
 159     desc.m_PadBottom = padBottom;
 160     desc.m_StrideX = strideX;
 161     desc.m_StrideY = strideY;
 162     desc.m_BiasEnabled = false;
 163
 164     return desc;
 165 }
 166
 167 TensorInfo CreateOutputTensorInfo(const TensorInfo& inputInfo,
 168                                          const TensorInfo& weightsInfo,
 169                                          const DepthwiseConvolution2dDescriptor& descriptor,
 170                                          DataType dataType)
 171 {
 172     const TensorShape& inputShape  = inputInfo.GetShape();
 173     const TensorShape& filterShape = weightsInfo.GetShape();
 174
 175     unsigned int inWidth = inputShape[3];
 176     unsigned int inHeight = inputShape[2];
 177     unsigned int inBatchSize = inputShape[0];
 178
 179     unsigned int filterWidth = filterShape[3];
 180     unsigned int readWidth = (inWidth + descriptor.m_PadLeft + descriptor.m_PadRight) - (filterWidth);
 181     unsigned int outWidth =  1u + (readWidth / descriptor.m_StrideX);
 182
 183     unsigned int filterHeight = filterShape[2];
 184     unsigned int readHeight = (inHeight + descriptor.m_PadTop + descriptor.m_PadBottom) - (filterHeight);
 185     unsigned int outHeight = 1u + (readHeight / descriptor.m_StrideY);
 186     unsigned int depthMultiplier = filterShape[0];
 187
 188     unsigned int outChannels = filterShape[1] * depthMultiplier;
 189     unsigned int outBatchSize = inBatchSize;
 190
 191     TensorShape outputShape({outBatchSize, outChannels, outHeight, outWidth});
 192     return TensorInfo(outputShape, dataType);
 193 }
 194 }
 195
 196 BOOST_AUTO_TEST_CASE(DepthwiseConv2dUtils)
 197 {
 198     const DataType dataType = DataType::Float32;
 199
 200     TensorInfo inputInfo({1, 1, 10, 10 }, dataType);
 201     TensorInfo outputInfo;
 202     TensorInfo weightsInfo3x3({ 1, 1, 3, 3 }, dataType);
 203     TensorInfo biasesInfo;
 204
 205     DepthwiseConvolution2dDescriptor descriptor;
 206     NeonLayerSupport layerSupport;
 207
 208     // Strides supported: 1,2,3
 209     descriptor = MakeDepthwiseConv2dDesc(1, 1);
 210     outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType);
 211     BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor,
 212                                                             weightsInfo3x3, biasesInfo));
 213
 214     descriptor = MakeDepthwiseConv2dDesc(1, 2);
 215     outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType);
 216     BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor,
 217                                                             weightsInfo3x3, biasesInfo));
 218
 219     descriptor = MakeDepthwiseConv2dDesc(1, 3);
 220     outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType);
 221     BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor,
 222                                                             weightsInfo3x3, biasesInfo));
 223
 224     descriptor = MakeDepthwiseConv2dDesc(2, 1);
 225     outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType);
 226     BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor,
 227                                                             weightsInfo3x3, biasesInfo));
 228
 229     descriptor = MakeDepthwiseConv2dDesc(2, 2);
 230     outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType);
 231     BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor,
 232                                                             weightsInfo3x3, biasesInfo));
 233
 234     descriptor = MakeDepthwiseConv2dDesc(2, 3);
 235     outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType);
 236     BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor,
 237                                                             weightsInfo3x3, biasesInfo));
 238
 239     descriptor = MakeDepthwiseConv2dDesc(3, 1);
 240     outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType);
 241     BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor,
 242                                                             weightsInfo3x3, biasesInfo));
 243
 244     descriptor = MakeDepthwiseConv2dDesc(3, 2);
 245     outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType);
 246     BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor,
 247                                                             weightsInfo3x3, biasesInfo));
 248
 249     descriptor = MakeDepthwiseConv2dDesc(3, 3);
 250     outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType);
 251     BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor,
 252                                                             weightsInfo3x3, biasesInfo));
 253
 254     // Supported stride 4
 255     descriptor = MakeDepthwiseConv2dDesc(4, 1);
 256     outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType);
 257     BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor,
 258                                                             weightsInfo3x3, biasesInfo));
 259
 260     // Supported weights shape 1x1
 261     TensorInfo weightsInfo1x1({ 1, 1, 1, 1 }, DataType::Float32);
 262     descriptor = MakeDepthwiseConv2dDesc(1, 1);
 263     outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo1x1, descriptor, dataType);
 264     BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor,
 265                                                             weightsInfo1x1, biasesInfo));
 266
 267     // Supported shape 2x2
 268     TensorInfo weightsInfo2x2({ 1, 1, 2, 2 }, DataType::Float32);
 269     descriptor = MakeDepthwiseConv2dDesc(1, 1);
 270     outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo2x2, descriptor, dataType);
 271     BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor,
 272                                                             weightsInfo2x2, biasesInfo));
 273
 274     // Asymmetric padding
 275     descriptor = MakeDepthwiseConv2dDesc(1, 1, 1, 1, 2, 1, 2);
 276     outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType);
 277     BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor,
 278                                                             weightsInfo3x3, biasesInfo));
 279 }
 280
 281 // Dequantize
 282 ARMNN_AUTO_TEST_CASE(DequantizeSimpleUint8, DequantizeSimpleUint8Test)
 283 ARMNN_AUTO_TEST_CASE(DequantizeOffsetUint8, DequantizeOffsetUint8Test)
 284
 285 // Pooling
 286 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4, SimpleMaxPooling2dSize3x3Stride2x4Test, true)
 287 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4Uint8, SimpleMaxPooling2dSize3x3Stride2x4Uint8Test, true)
 288
 289 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2d, SimpleMaxPooling2dTest, DataLayout::NCHW)
 290 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dNhwc, SimpleMaxPooling2dTest, DataLayout::NHWC)
 291 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8, SimpleMaxPooling2dUint8Test, DataLayout::NCHW)
 292 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8Nhwc, SimpleMaxPooling2dUint8Test, DataLayout::NHWC)
 293
 294 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2d, SimpleAveragePooling2dTest, DataLayout::NCHW)
 295 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dNhwc, SimpleAveragePooling2dTest, DataLayout::NCHW)
 296 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8, SimpleAveragePooling2dUint8Test, DataLayout::NCHW)
 297 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8Nhwc, SimpleAveragePooling2dUint8Test, DataLayout::NHWC)
 298
 299 ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2d, LargeTensorsAveragePooling2dTest)
 300 ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2dUint8, LargeTensorsAveragePooling2dUint8Test)
 301
 302 ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2d, SimpleL2Pooling2dTest, DataLayout::NCHW)
 303 ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2dNeon, SimpleL2Pooling2dTest, DataLayout::NHWC)
 304 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_SimpleL2Pooling2dUint8, SimpleL2Pooling2dUint8Test, DataLayout::NCHW)
 305
 306 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride1, L2Pooling2dSize3Stride1Test)
 307 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride1Uint8, L2Pooling2dSize3Stride1Uint8Test)
 308 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride3, L2Pooling2dSize3Stride3Test)
 309 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride3Uint8, L2Pooling2dSize3Stride3Uint8Test)
 310 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride4, L2Pooling2dSize3Stride4Test)
 311 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride4Uint8, L2Pooling2dSize3Stride4Uint8Test)
 312 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize7, L2Pooling2dSize7Test)
 313 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize7Uint8, L2Pooling2dSize7Uint8Test)
 314 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize9, L2Pooling2dSize9Test)
 315 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize9Uint8, L2Pooling2dSize9Uint8Test)
 316
 317 // Ignore padding values for pooling but count padding fields into the divisor
 318 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2d, IgnorePaddingSimpleMaxPooling2dTest)
 319 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2dUint8, IgnorePaddingSimpleMaxPooling2dUint8Test)
 320 ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3, IgnorePaddingMaxPooling2dSize3Test)
 321 ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3Uint8, IgnorePaddingMaxPooling2dSize3Uint8Test)
 322
 323 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2d, IgnorePaddingSimpleAveragePooling2dTest)
 324 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dUint8, IgnorePaddingSimpleAveragePooling2dUint8Test)
 325 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPadding, IgnorePaddingSimpleAveragePooling2dNoPaddingTest)
 326 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPaddingUint8,
 327     IgnorePaddingSimpleAveragePooling2dNoPaddingUint8Test)
 328 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3, IgnorePaddingAveragePooling2dSize3Test)
 329 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3Uint8, IgnorePaddingAveragePooling2dSize3Uint8Test)
 330 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2,
 331                              IgnorePaddingAveragePooling2dSize3x2Stride2x2Test, false)
 332 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2NoPadding,
 333                              IgnorePaddingAveragePooling2dSize3x2Stride2x2Test,
 334                                           true)
 335
 336 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleL2Pooling2d, IgnorePaddingSimpleL2Pooling2dTest)
 337 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingSimpleL2Pooling2dUint8, IgnorePaddingSimpleL2Pooling2dUint8Test)
 338 ARMNN_AUTO_TEST_CASE(IgnorePaddingL2Pooling2dSize3, IgnorePaddingL2Pooling2dSize3Test)
 339 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingL2Pooling2dSize3Uint8, IgnorePaddingL2Pooling2dSize3Uint8Test)
 340
 341 // Activation
 342 ARMNN_AUTO_TEST_CASE(ConstantLinearActivation, ConstantLinearActivationTest)
 343
 344 // ReLu
 345 ARMNN_AUTO_TEST_CASE(ReLu1Uint8, BoundedReLuUint8UpperAndLowerBoundTest)
 346 ARMNN_AUTO_TEST_CASE(ReLu6Uint8, BoundedReLuUint8UpperBoundOnlyTest)
 347
 348 // Sigmoid
 349 ARMNN_AUTO_TEST_CASE(SimpleSigmoid, SimpleSigmoidTest)
 350 ARMNN_AUTO_TEST_CASE(SimpleSigmoidUint8, SimpleSigmoidUint8Test)
 351
 352 // Softmax
 353 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1, SimpleSoftmaxTest, 1.0f)
 354 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2, SimpleSoftmaxTest, 2.0f)
 355 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1Uint8, SimpleSoftmaxUint8Test, 1.0f)
 356 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2Uint8, SimpleSoftmaxUint8Test, 2.0f)
 357
 358 ARMNN_AUTO_TEST_CASE(Simple3dSoftmaxBeta1, Simple3dSoftmaxTest, 1.0f)
 359 ARMNN_AUTO_TEST_CASE(Simple3dSoftmaxBeta1Uint8, Simple3dSoftmaxUint8Test, 1.0f)
 360
 361 ARMNN_AUTO_TEST_CASE(Simple4dSoftmaxBeta1, Simple4dSoftmaxTest, 1.0f)
 362 ARMNN_AUTO_TEST_CASE(Simple4dSoftmaxBeta1Uint8, Simple4dSoftmaxUint8Test, 1.0f)
 363
 364 // SpaceToDepth
 365 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHWAsymmQ8, SpaceToDepthNCHWAsymmQ8Test)
 366 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWCAsymmQ8, SpaceToDepthNHWCAsymmQ8Test)
 367
 368 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWC1Float32, SpaceToDepthNHWCFloat32Test1)
 369 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHW1Float32, SpaceToDepthNCHWFloat32Test1)
 370
 371 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWC2Float32, SpaceToDepthNHWCFloat32Test2)
 372 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHW2Float32, SpaceToDepthNCHWFloat32Test2)
 373
 374 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWCQSymm16, SpaceToDepthNHWCQSymm16Test)
 375 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHWQSymm16, SpaceToDepthNCHWQSymm16Test)
 376
 377 // Splitter
 378 ARMNN_AUTO_TEST_CASE(SimpleSplitter, SplitterTest)
 379 ARMNN_AUTO_TEST_CASE(SimpleSplitterUint8, SplitterUint8Test)
 380
 381 ARMNN_AUTO_TEST_CASE(CopyViaSplitter, CopyViaSplitterTest)
 382 ARMNN_AUTO_TEST_CASE(CopyViaSplitterUint8, CopyViaSplitterUint8Test)
 383
 384 // Concat
 385 ARMNN_AUTO_TEST_CASE(SimpleConcat, ConcatTest)
 386 ARMNN_AUTO_TEST_CASE(ConcatUint8, ConcatUint8Test)
 387 ARMNN_AUTO_TEST_CASE(ConcatUint8DifferentInputOutputQParam,
 388                      ConcatDifferentInputOutputQParamTest<DataType::QuantisedAsymm8>, false)
 389
 390 // Fully Connected
 391 ARMNN_AUTO_TEST_CASE(SimpleFullyConnected, FullyConnectedFloat32Test, false, false)
 392 ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithBias, FullyConnectedFloat32Test, true, false)
 393 ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithTranspose, FullyConnectedFloat32Test, false, true)
 394 ARMNN_AUTO_TEST_CASE(FullyConnectedLarge, FullyConnectedLargeTest, false)
 395 ARMNN_AUTO_TEST_CASE(FullyConnectedLargeTransposed, FullyConnectedLargeTest, true)
 396 ARMNN_AUTO_TEST_CASE(FullyConnectedUint8, FullyConnectedTest<DataType::QuantisedAsymm8>, false)
 397 ARMNN_AUTO_TEST_CASE(FullyConnectedBiasedUint8, FullyConnectedTest<DataType::QuantisedAsymm8>, true)
 398
 399 // Add
 400 ARMNN_AUTO_TEST_CASE(SimpleAdd, AdditionTest)
 401 ARMNN_AUTO_TEST_CASE(Add5d, Addition5dTest)
 402 ARMNN_AUTO_TEST_CASE(AddBroadcast, AdditionBroadcastTest)
 403 ARMNN_AUTO_TEST_CASE(AddBroadcast1Element, AdditionBroadcast1ElementTest)
 404
 405 // Sub
 406 ARMNN_AUTO_TEST_CASE(SimpleSub, SubtractionTest)
 407 ARMNN_AUTO_TEST_CASE(SubBroadcast1Element, SubtractionBroadcast1ElementTest)
 408 ARMNN_AUTO_TEST_CASE(SubBroadcast, SubtractionBroadcastTest)
 409 ARMNN_AUTO_TEST_CASE(SubtractionUint8, SubtractionUint8Test)
 410 ARMNN_AUTO_TEST_CASE(SubBroadcastUint8, SubtractionBroadcastUint8Test)
 411 ARMNN_AUTO_TEST_CASE(SubBroadcast1ElementUint8, SubtractionBroadcast1ElementUint8Test)
 412
 413 // Mul
 414 ARMNN_AUTO_TEST_CASE(SimpleMultiplication, MultiplicationTest)
 415 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1Element, MultiplicationBroadcast1ElementTest)
 416 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1DVector, MultiplicationBroadcast1DVectorTest)
 417 ARMNN_AUTO_TEST_CASE(MultiplicationUint8, MultiplicationUint8Test)
 418 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1ElementUint8, MultiplicationBroadcast1ElementUint8Test)
 419 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1DVectorUint8, MultiplicationBroadcast1DVectorUint8Test)
 420 ARMNN_AUTO_TEST_CASE(Multiplication5d, Multiplication5dTest)
 421
 422 // Batch Norm
 423 ARMNN_AUTO_TEST_CASE(BatchNorm, BatchNormTest)
 424 ARMNN_AUTO_TEST_CASE(BatchNormNhwc, BatchNormNhwcTest)
 425
 426 // Constant
 427 ARMNN_AUTO_TEST_CASE(Constant, ConstantTest)
 428 ARMNN_AUTO_TEST_CASE(ConstantUint8, ConstantUint8SimpleQuantizationScaleNoOffsetTest)
 429
 430 // Concatenation
 431 ARMNN_AUTO_TEST_CASE(Concatenation1d, Concatenation1dTest)
 432 ARMNN_AUTO_TEST_CASE(Concatenation1dUint8, Concatenation1dUint8Test)
 433
 434 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0, Concatenation2dDim0Test)
 435 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0Uint8, Concatenation2dDim0Uint8Test)
 436 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1, Concatenation2dDim1Test)
 437 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1Uint8, Concatenation2dDim1Uint8Test)
 438
 439 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDims, Concatenation2dDim0DiffInputDimsTest)
 440 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDimsUint8, Concatenation2dDim0DiffInputDimsUint8Test)
 441 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDims, Concatenation2dDim1DiffInputDimsTest)
 442 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDimsUint8, Concatenation2dDim1DiffInputDimsUint8Test)
 443
 444 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0, Concatenation3dDim0Test)
 445 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0Uint8, Concatenation3dDim0Uint8Test)
 446 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1, Concatenation3dDim1Test)
 447 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1Uint8, Concatenation3dDim1Uint8Test)
 448 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2, Concatenation3dDim2Test, false)
 449 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2Uint8, Concatenation3dDim2Uint8Test, false)
 450
 451 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDims, Concatenation3dDim0DiffInputDimsTest)
 452 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDimsUint8, Concatenation3dDim0DiffInputDimsUint8Test)
 453 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDims, Concatenation3dDim1DiffInputDimsTest)
 454 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDimsUint8, Concatenation3dDim1DiffInputDimsUint8Test)
 455 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDims, Concatenation3dDim2DiffInputDimsTest, false)
 456 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDimsUint8, Concatenation3dDim2DiffInputDimsUint8Test, false)
 457
 458 ARMNN_AUTO_TEST_CASE(Concatenation4dDim0, Concatenation4dDim0Test)
 459 ARMNN_AUTO_TEST_CASE(Concatenation4dDim1, Concatenation4dDim1Test)
 460 ARMNN_AUTO_TEST_CASE(Concatenation4dDim3, Concatenation4dDim3Test, false)
 461 ARMNN_AUTO_TEST_CASE(Concatenation4dDim0Uint8, Concatenation4dDim0Uint8Test)
 462 ARMNN_AUTO_TEST_CASE(Concatenation4dDim1Uint8, Concatenation4dDim1Uint8Test)
 463 ARMNN_AUTO_TEST_CASE(Concatenation4dDim3Uint8, Concatenation4dDim3Uint8Test, false)
 464
 465 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim0, Concatenation4dDiffShapeDim0Test)
 466 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim1, Concatenation4dDiffShapeDim1Test)
 467 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim3, Concatenation4dDiffShapeDim3Test, false)
 468 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim0Uint8, Concatenation4dDiffShapeDim0Uint8Test)
 469 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim1Uint8, Concatenation4dDiffShapeDim1Uint8Test)
 470 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim3Uint8, Concatenation4dDiffShapeDim3Uint8Test, false)
 471 // L2 Normalization
 472 ARMNN_AUTO_TEST_CASE(L2Normalization1d, L2Normalization1dTest, DataLayout::NCHW)
 473 ARMNN_AUTO_TEST_CASE(L2Normalization2d, L2Normalization2dTest, DataLayout::NCHW)
 474 ARMNN_AUTO_TEST_CASE(L2Normalization3d, L2Normalization3dTest, DataLayout::NCHW)
 475 ARMNN_AUTO_TEST_CASE(L2Normalization4d, L2Normalization4dTest, DataLayout::NCHW)
 476
 477 ARMNN_AUTO_TEST_CASE(L2Normalization1dNhwc, L2Normalization1dTest, DataLayout::NHWC)
 478 ARMNN_AUTO_TEST_CASE(L2Normalization2dNhwc, L2Normalization2dTest, DataLayout::NHWC)
 479 ARMNN_AUTO_TEST_CASE(L2Normalization3dNhwc, L2Normalization3dTest, DataLayout::NHWC)
 480 ARMNN_AUTO_TEST_CASE(L2Normalization4dNhwc, L2Normalization4dTest, DataLayout::NHWC)
 481
 482 ARMNN_AUTO_TEST_CASE(L2Normalization2dShape, L2Normalization2dShapeTest);
 483
 484 ARMNN_AUTO_TEST_CASE(L2NormalizationDefaultEpsilon, L2NormalizationDefaultEpsilonTest, DataLayout::NCHW)
 485 ARMNN_AUTO_TEST_CASE(L2NormalizationNonDefaultEpsilon, L2NormalizationNonDefaultEpsilonTest, DataLayout::NCHW)
 486
 487 // Floor
 488 ARMNN_AUTO_TEST_CASE(SimpleFloor, SimpleFloorTest<DataType::Float32>)
 489
 490 // Greater
 491 ARMNN_AUTO_TEST_CASE(SimpleGreater, GreaterSimpleTest)
 492 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1Element, GreaterBroadcast1ElementTest)
 493 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1DVector, GreaterBroadcast1DVectorTest)
 494 ARMNN_AUTO_TEST_CASE(GreaterUint8, GreaterUint8Test)
 495 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1ElementUint8, GreaterBroadcast1ElementUint8Test)
 496 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1DVectorUint8, GreaterBroadcast1DVectorUint8Test)
 497
 498 // Reshape
 499 ARMNN_AUTO_TEST_CASE(SimpleReshapeFloat32, SimpleReshapeTest<armnn::DataType::Float32>)
 500 ARMNN_AUTO_TEST_CASE(SimpleReshapeUint8, SimpleReshapeTest<armnn::DataType::QuantisedAsymm8>)
 501 ARMNN_AUTO_TEST_CASE(Reshape5d, Reshape5dTest<armnn::DataType::Float32>)
 502
 503 // Pad
 504 ARMNN_AUTO_TEST_CASE(PadFloat322d, PadFloat322dTest)
 505 ARMNN_AUTO_TEST_CASE(PadFloat322dCustomPadding, PadFloat322dCustomPaddingTest)
 506 ARMNN_AUTO_TEST_CASE(PadFloat323d, PadFloat323dTest)
 507 ARMNN_AUTO_TEST_CASE(PadFloat324d, PadFloat324dTest)
 508
 509 ARMNN_AUTO_TEST_CASE(PadUint82d, PadUint82dTest)
 510 ARMNN_AUTO_TEST_CASE(PadUint82dCustomPadding, PadUint82dCustomPaddingTest)
 511 ARMNN_AUTO_TEST_CASE(PadUint83d, PadUint83dTest)
 512 ARMNN_AUTO_TEST_CASE(PadUint84d, PadUint84dTest)
 513
 514 ARMNN_AUTO_TEST_CASE(Pad2dQSymm16, Pad2dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0, 0.0f)
 515 ARMNN_AUTO_TEST_CASE(Pad2dQSymm16CustomPadding, Pad2dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0, 1.0f)
 516 ARMNN_AUTO_TEST_CASE(Pad3dQSymm16, Pad3dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0)
 517 ARMNN_AUTO_TEST_CASE(Pad4dQSymm16, Pad4dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0)
 518
 519 // Permute
 520 ARMNN_AUTO_TEST_CASE(SimplePermuteFloat32, SimplePermuteTest<DataType::Float32>)
 521 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet1Test, PermuteValueSet1Test<DataType::Float32>)
 522 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet2Test, PermuteValueSet2Test<DataType::Float32>)
 523 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet3Test, PermuteValueSet3Test<DataType::Float32>)
 524 ARMNN_AUTO_TEST_CASE(SimplePermuteQASymm8, SimplePermuteTest<DataType::QuantisedAsymm8>)
 525 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet1Test, PermuteValueSet1Test<DataType::QuantisedAsymm8>)
 526 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet2Test, PermuteValueSet2Test<DataType::QuantisedAsymm8>)
 527 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet3Test, PermuteValueSet3Test<DataType::QuantisedAsymm8>)
 528
 529 // Lstm
 530 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32WithCifgWithPeepholeNoProjection,
 531                      LstmLayerFloat32WithCifgWithPeepholeNoProjectionTest)
 532 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgNoPeepholeNoProjection,
 533                      LstmLayerFloat32NoCifgNoPeepholeNoProjectionTest)
 534 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjection,
 535                      LstmLayerFloat32NoCifgWithPeepholeWithProjectionTest)
 536 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjectionWithLayerNorm,
 537                      LstmLayerFloat32NoCifgWithPeepholeWithProjectionWithLayerNormTest)
 538
 539 ARMNN_AUTO_TEST_CASE(QuantizedLstm, QuantizedLstmTest)
 540
 541 // Mean
 542 ARMNN_AUTO_TEST_CASE(MeanSimpleFloat32, MeanSimpleTest<DataType::Float32>)
 543 ARMNN_AUTO_TEST_CASE(MeanSimpleAxisFloat32, MeanSimpleAxisTest<DataType::Float32>)
 544 ARMNN_AUTO_TEST_CASE(MeanKeepDimsFloat32, MeanKeepDimsTest<DataType::Float32>)
 545 ARMNN_AUTO_TEST_CASE(MeanMultipleDimsFloat32, MeanMultipleDimsTest<DataType::Float32>)
 546 ARMNN_AUTO_TEST_CASE(MeanVts1Float32, MeanVts1Test<DataType::Float32>)
 547 ARMNN_AUTO_TEST_CASE(MeanVts2Float32, MeanVts2Test<DataType::Float32>)
 548 ARMNN_AUTO_TEST_CASE(MeanVts3Float32, MeanVts3Test<DataType::Float32>)
 549
 550 ARMNN_AUTO_TEST_CASE(MeanSimpleQuantisedAsymm8, MeanSimpleTest<DataType::QuantisedAsymm8>)
 551 ARMNN_AUTO_TEST_CASE(MeanSimpleAxisQuantisedAsymm8, MeanSimpleAxisTest<DataType::QuantisedAsymm8>)
 552 ARMNN_AUTO_TEST_CASE(MeanKeepDimsQuantisedAsymm8, MeanKeepDimsTest<DataType::QuantisedAsymm8>)
 553 ARMNN_AUTO_TEST_CASE(MeanMultipleDimsQuantisedAsymm8, MeanMultipleDimsTest<DataType::QuantisedAsymm8>)
 554 ARMNN_AUTO_TEST_CASE(MeanVts1QuantisedAsymm8, MeanVts1Test<DataType::QuantisedAsymm8>)
 555 ARMNN_AUTO_TEST_CASE(MeanVts2QuantisedAsymm8, MeanVts2Test<DataType::QuantisedAsymm8>)
 556 ARMNN_AUTO_TEST_CASE(MeanVts3QuantisedAsymm8, MeanVts3Test<DataType::QuantisedAsymm8>)
 557
 558 // Max
 559 ARMNN_AUTO_TEST_CASE(SimpleMaximum, MaximumSimpleTest)
 560 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1Element, MaximumBroadcast1ElementTest)
 561 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1DVector, MaximumBroadcast1DVectorTest)
 562 ARMNN_AUTO_TEST_CASE(MaximumUint8, MaximumUint8Test)
 563 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1ElementUint8, MaximumBroadcast1ElementUint8Test)
 564 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1DVectorUint8, MaximumBroadcast1DVectorUint8Test)
 565
 566 // Min
 567 ARMNN_AUTO_TEST_CASE(SimpleMinimum1, MinimumBroadcast1ElementTest1)
 568 ARMNN_AUTO_TEST_CASE(SimpleMinimum2, MinimumBroadcast1ElementTest2)
 569 ARMNN_AUTO_TEST_CASE(Minimum1DVectorUint8, MinimumBroadcast1DVectorUint8Test)
 570
 571 // Normalization
 572 ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcross, SimpleNormalizationAcrossTest)
 573 ARMNN_AUTO_TEST_CASE(SimpleNormalizationWithin, SimpleNormalizationWithinTest)
 574 ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcrossNhwc, SimpleNormalizationAcrossNhwcTest)
 575
 576 // Resize Bilinear - NCHW data layout
 577 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinear, SimpleResizeBilinearTest<DataType::Float32>, DataLayout::NCHW)
 578 ARMNN_AUTO_TEST_CASE(ResizeBilinearNop, ResizeBilinearNopTest<DataType::Float32>, DataLayout::NCHW)
 579 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMin, ResizeBilinearSqMinTest<DataType::Float32>, DataLayout::NCHW)
 580 ARMNN_AUTO_TEST_CASE(ResizeBilinearMin, ResizeBilinearMinTest<DataType::Float32>, DataLayout::NCHW)
 581 ARMNN_AUTO_TEST_CASE(ResizeBilinearMag, ResizeBilinearMagTest<DataType::Float32>, DataLayout::NCHW)
 582
 583 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearUint8,
 584                      SimpleResizeBilinearTest<DataType::QuantisedAsymm8>,
 585                      DataLayout::NCHW)
 586 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopUint8,
 587                      ResizeBilinearNopTest<DataType::QuantisedAsymm8>,
 588                      DataLayout::NCHW)
 589 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinUint8,
 590                      ResizeBilinearSqMinTest<DataType::QuantisedAsymm8>,
 591                      DataLayout::NCHW)
 592 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinUint8,
 593                      ResizeBilinearMinTest<DataType::QuantisedAsymm8>,
 594                      DataLayout::NCHW)
 595 ARMNN_AUTO_TEST_CASE(ResizeBilinearMagUint8,
 596                      ResizeBilinearMagTest<DataType::QuantisedAsymm8>,
 597                      DataLayout::NCHW)
 598
 599 // Resize Bilinear - NHWC data layout
 600 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopNhwc,
 601                      ResizeBilinearNopTest<DataType::Float32>,
 602                      DataLayout::NHWC)
 603 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearNhwc,
 604                      SimpleResizeBilinearTest<DataType::Float32>,
 605                      DataLayout::NHWC)
 606 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinNhwc,
 607                      ResizeBilinearSqMinTest<DataType::Float32>,
 608                      DataLayout::NHWC)
 609 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinNhwc,
 610                      ResizeBilinearMinTest<DataType::Float32>,
 611                      DataLayout::NHWC)
 612 ARMNN_AUTO_TEST_CASE(ResizeBilinearMagNhwc,
 613                      ResizeBilinearMagTest<DataType::Float32>,
 614                      DataLayout::NHWC)
 615
 616 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopUint8Nhwc,
 617                      ResizeBilinearNopTest<DataType::QuantisedAsymm8>,
 618                      DataLayout::NHWC)
 619 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearUint8Nhwc,
 620                      SimpleResizeBilinearTest<DataType::QuantisedAsymm8>,
 621                      DataLayout::NHWC)
 622 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinUint8Nhwc,
 623                      ResizeBilinearSqMinTest<DataType::QuantisedAsymm8>,
 624                      DataLayout::NHWC)
 625 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinUint8Nhwc,
 626                      ResizeBilinearMinTest<DataType::QuantisedAsymm8>,
 627                      DataLayout::NHWC)
 628 ARMNN_AUTO_TEST_CASE(ResizeBilinearMagUint8Nhwc,
 629                      ResizeBilinearMagTest<DataType::QuantisedAsymm8>,
 630                      DataLayout::NHWC)
 631
 632 // Resize NearestNeighbor - NCHW
 633 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighbor,
 634                      SimpleResizeNearestNeighborTest<DataType::Float32>,
 635                      DataLayout::NCHW)
 636 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNop,
 637                      ResizeNearestNeighborNopTest<DataType::Float32>,
 638                      DataLayout::NCHW)
 639 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMin,
 640                      ResizeNearestNeighborSqMinTest<DataType::Float32>,
 641                      DataLayout::NCHW)
 642 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMin,
 643                      ResizeNearestNeighborMinTest<DataType::Float32>,
 644                      DataLayout::NCHW)
 645 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMag,
 646                      ResizeNearestNeighborMagTest<DataType::Float32>,
 647                      DataLayout::NCHW, 0.1f, 50, 0.1f, 50)
 648
 649 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborUint8,
 650                      SimpleResizeNearestNeighborTest<DataType::QuantisedAsymm8>,
 651                      DataLayout::NCHW)
 652 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopUint8,
 653                      ResizeNearestNeighborNopTest<DataType::QuantisedAsymm8>,
 654                      DataLayout::NCHW)
 655 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinUint8,
 656                      ResizeNearestNeighborSqMinTest<DataType::QuantisedAsymm8>,
 657                      DataLayout::NCHW)
 658 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinUint8,
 659                      ResizeNearestNeighborMinTest<DataType::QuantisedAsymm8>,
 660                      DataLayout::NCHW)
 661 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagUint8,
 662                      ResizeNearestNeighborMagTest<DataType::QuantisedAsymm8>,
 663                      DataLayout::NCHW, 0.1f, 50, 0.1f, 50)
 664
 665 // Resize NearestNeighbor - NHWC
 666 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopNhwc,
 667                      ResizeNearestNeighborNopTest<DataType::Float32>,
 668                      DataLayout::NHWC)
 669 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborNhwc,
 670                      SimpleResizeNearestNeighborTest<DataType::Float32>,
 671                      DataLayout::NHWC)
 672 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinNhwc,
 673                      ResizeNearestNeighborSqMinTest<DataType::Float32>,
 674                      DataLayout::NHWC)
 675 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinNhwc,
 676                      ResizeNearestNeighborMinTest<DataType::Float32>,
 677                      DataLayout::NHWC)
 678 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagNhwc,
 679                      ResizeNearestNeighborMagTest<DataType::Float32>,
 680                      DataLayout::NHWC, 0.1f, 50, 0.1f, 50)
 681
 682 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopUint8Nhwc,
 683                      ResizeNearestNeighborNopTest<DataType::QuantisedAsymm8>,
 684                      DataLayout::NHWC)
 685 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborUint8Nhwc,
 686                      SimpleResizeNearestNeighborTest<DataType::QuantisedAsymm8>,
 687                      DataLayout::NHWC)
 688 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinUint8Nhwc,
 689                      ResizeNearestNeighborSqMinTest<DataType::QuantisedAsymm8>,
 690                      DataLayout::NHWC)
 691 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinUint8Nhwc,
 692                      ResizeNearestNeighborMinTest<DataType::QuantisedAsymm8>,
 693                      DataLayout::NHWC)
 694 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagUint8Nhwc,
 695                      ResizeNearestNeighborMagTest<DataType::QuantisedAsymm8>,
 696                      DataLayout::NHWC, 0.1f, 50, 0.1f, 50)
 697
 698 // Strided Slice
 699 ARMNN_AUTO_TEST_CASE(StridedSlice4DFloat32, StridedSlice4DFloat32Test)
 700 ARMNN_AUTO_TEST_CASE(StridedSlice4DReverseFloat32, StridedSlice4DReverseFloat32Test)
 701 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleStrideFloat32, StridedSliceSimpleStrideFloat32Test)
 702 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleRangeMaskFloat32, StridedSliceSimpleRangeMaskFloat32Test)
 703 ARMNN_AUTO_TEST_CASE(StridedSliceShrinkAxisMaskFloat32, StridedSliceShrinkAxisMaskFloat32Test)
 704 ARMNN_AUTO_TEST_CASE(StridedSlice3DFloat32, StridedSlice3DFloat32Test)
 705 ARMNN_AUTO_TEST_CASE(StridedSlice3DReverseFloat32, StridedSlice3DReverseFloat32Test)
 706 ARMNN_AUTO_TEST_CASE(StridedSlice2DFloat32, StridedSlice2DFloat32Test)
 707 ARMNN_AUTO_TEST_CASE(StridedSlice2DReverseFloat32, StridedSlice2DReverseFloat32Test)
 708
 709 ARMNN_AUTO_TEST_CASE(StridedSlice4DUint8, StridedSlice4DUint8Test)
 710 ARMNN_AUTO_TEST_CASE(StridedSlice4DReverseUint8, StridedSlice4DReverseUint8Test)
 711 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleStrideUint8, StridedSliceSimpleStrideUint8Test)
 712 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleRangeMaskUint8, StridedSliceSimpleRangeMaskUint8Test)
 713 ARMNN_AUTO_TEST_CASE(StridedSliceShrinkAxisMaskUint8, StridedSliceShrinkAxisMaskUint8Test)
 714 ARMNN_AUTO_TEST_CASE(StridedSlice3DUint8, StridedSlice3DUint8Test)
 715 ARMNN_AUTO_TEST_CASE(StridedSlice3DReverseUint8, StridedSlice3DReverseUint8Test)
 716 ARMNN_AUTO_TEST_CASE(StridedSlice2DUint8, StridedSlice2DUint8Test)
 717 ARMNN_AUTO_TEST_CASE(StridedSlice2DReverseUint8, StridedSlice2DReverseUint8Test)
 718
 719 // Quantize
 720 ARMNN_AUTO_TEST_CASE(QuantizeSimpleUint8, QuantizeSimpleUint8Test)
 721 ARMNN_AUTO_TEST_CASE(QuantizeClampUint8, QuantizeClampUint8Test)
 722
 723 // PReLU
 724 ARMNN_AUTO_TEST_CASE(PreluFloat32, PreluTest<DataType::Float32>)
 725 ARMNN_AUTO_TEST_CASE(PreluUint8,   PreluTest<DataType::QuantisedAsymm8>)
 726
 727 // Stack
 728 ARMNN_AUTO_TEST_CASE(Stack0Axis,               Stack0AxisTest<armnn::DataType::Float32>)
 729 ARMNN_AUTO_TEST_CASE(Stack4dOutput1Axis,       Stack4dOutput1AxisTest<armnn::DataType::Float32>)
 730 ARMNN_AUTO_TEST_CASE(Stack4dOutput2Axis,       Stack4dOutput2AxisTest<armnn::DataType::Float32>)
 731 ARMNN_AUTO_TEST_CASE(Stack4dOutput3Axis,       Stack4dOutput3AxisTest<armnn::DataType::Float32>)
 732 ARMNN_AUTO_TEST_CASE(Stack3dOutput1Axis3Input, Stack3dOutput1Axis3InputTest<armnn::DataType::Float32>)
 733 ARMNN_AUTO_TEST_CASE(Stack5dOutput,            Stack5dOutputTest<armnn::DataType::Float32>)
 734
 735 // TransposeConvolution2d
 736 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dFloatNchw,
 737                      SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 738                      true,
 739                      DataLayout::NCHW)
 740 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dFloatNhwc,
 741                      SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 742                      true,
 743                      DataLayout::NHWC)
 744 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dUint8Nchw,
 745                      SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 746                      true,
 747                      DataLayout::NCHW)
 748 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dUint8Nhwc,
 749                      SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 750                      true,
 751                      DataLayout::NHWC)
 752
 753 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dFloatNchw,
 754                      SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 755                      false,
 756                      DataLayout::NCHW)
 757 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dFloatNhwc,
 758                      SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 759                      true,
 760                      DataLayout::NHWC)
 761 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dUint8Nchw,
 762                      SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 763                      true,
 764                      DataLayout::NCHW)
 765 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dUint8Nhwc,
 766                      SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 767                      true,
 768                      DataLayout::NHWC)
 769
 770 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dFloatNchw,
 771                      PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 772                      true,
 773                      DataLayout::NCHW)
 774 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dFloatNhwc,
 775                      PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 776                      true,
 777                      DataLayout::NHWC)
 778 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dUint8Nchw,
 779                      PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 780                      true,
 781                      DataLayout::NCHW)
 782 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dUint8Nhwc,
 783                      PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 784                      true,
 785                      DataLayout::NHWC)
 786
 787 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dFloatNchw,
 788                      PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 789                      false,
 790                      DataLayout::NCHW)
 791 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dFloatNhwc,
 792                      PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 793                      true,
 794                      DataLayout::NHWC)
 795 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dUint8Nchw,
 796                      PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 797                      true,
 798                      DataLayout::NCHW)
 799 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dUint8Nhwc,
 800                      PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 801                      true,
 802                      DataLayout::NHWC)
 803
 804 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dFloatNchw,
 805                      StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 806                      true,
 807                      DataLayout::NCHW)
 808 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dFloatNhwc,
 809                      StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 810                      true,
 811                      DataLayout::NHWC)
 812 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dUint8Nchw,
 813                      StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 814                      true,
 815                      DataLayout::NCHW)
 816 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dUint8Nhwc,
 817                      StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 818                      true,
 819                      DataLayout::NHWC)
 820
 821 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dFloatNchw,
 822                      StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 823                      false,
 824                      DataLayout::NCHW)
 825 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dFloatNhwc,
 826                      StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 827                      true,
 828                      DataLayout::NHWC)
 829 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dUint8Nchw,
 830                      StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 831                      true,
 832                      DataLayout::NCHW)
 833 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dUint8Nhwc,
 834                      StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 835                      true,
 836                      DataLayout::NHWC)
 837
 838 ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dFloatNchw,
 839                      MultiChannelTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 840                      DataLayout::NCHW)
 841 ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dFloatNhwc,
 842                      MultiChannelTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 843                      DataLayout::NHWC)
 844 ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dUint8Nchw,
 845                      MultiChannelTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 846                      DataLayout::NCHW)
 847 ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dUint8Nhwc,
 848                      MultiChannelTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 849                      DataLayout::NHWC)
 850
 851 #if defined(ARMCOMPUTEREF_ENABLED)
 852
 853 // The ARMNN_COMPARE_REF_AUTO_TEST_CASE and the ARMNN_COMPARE_REF_FIXTURE_TEST_CASE test units are not available
 854 // if the reference backend is not built
 855
 856 // ============================================================================
 857 // COMPARE tests
 858
 859 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareConv2dWithReference, CompareConvolution2dTest)
 860
 861 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32,
 862                                  CompareDepthwiseConvolution2dFloatTest,
 863                                  DataLayout::NCHW)
 864 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8,
 865                                  CompareDepthwiseConvolution2dUint8Test,
 866                                  DataLayout::NCHW)
 867
 868 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32Nhwc,
 869                                  CompareDepthwiseConvolution2dFloatTest,
 870                                  DataLayout::NHWC)
 871 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8Nhwc,
 872                                  CompareDepthwiseConvolution2dUint8Test,
 873                                  DataLayout::NHWC)
 874
 875 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationWithinWithReference, CompareNormalizationTest,
 876                                  NormalizationAlgorithmChannel::Within,
 877                                  NormalizationAlgorithmMethod::LocalBrightness)
 878 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationAcrossWithReference, CompareNormalizationTest,
 879                                  NormalizationAlgorithmChannel::Across,
 880                                  NormalizationAlgorithmMethod::LocalBrightness)
 881
 882 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMaxPooling2dWithReference, ComparePooling2dTest, PoolingAlgorithm::Max)
 883 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMaxPooling2dWithReferenceUint8, ComparePooling2dUint8Test,
 884                                  PoolingAlgorithm::Max)
 885 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithReference, ComparePooling2dTest,
 886                                  PoolingAlgorithm::Average)
 887 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithReferenceUint8, ComparePooling2dUint8Test,
 888                                  PoolingAlgorithm::Average)
 889 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareL2Pooling2dWithReference, ComparePooling2dTest, PoolingAlgorithm::L2)
 890 ARMNN_COMPARE_REF_AUTO_TEST_CASE(UNSUPPORTED_CompareL2Pooling2dWithReferenceUint8, ComparePooling2dUint8Test,
 891                                  PoolingAlgorithm::L2)
 892
 893 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta1WithReference, CompareSoftmaxTest, 1.0f)
 894 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta2WithReference, CompareSoftmaxTest, 2.0f)
 895
 896 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxUint8Beta1WithReference, CompareSoftmaxUint8Test, 1.0f)
 897 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxUint8Beta2WithReference, CompareSoftmaxUint8Test, 2.0f)
 898
 899 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAddition, CompareAdditionTest)
 900
 901 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMultiplicationWithReference, CompareMultiplicationTest)
 902
 903 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareBatchNorm, CompareBatchNormTest)
 904
 905 ARMNN_COMPARE_REF_AUTO_TEST_CASE(ReLu1, CompareBoundedReLuTest, 1.0f, -1.0f)
 906 ARMNN_COMPARE_REF_AUTO_TEST_CASE(ReLu6, CompareBoundedReLuTest, 6.0f, 0.0f)
 907
 908 // ============================================================================
 909 // FIXTURE tests
 910
 911 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSigmoidActivationWithReference, ActivationFixture,
 912                                     CompareActivationTest, ActivationFunction::Sigmoid, 5u)
 913
 914 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareTanhActivationWithReference, ActivationFixture,
 915                                     CompareActivationTest, ActivationFunction::TanH, 5u)
 916
 917 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLinearActivationWithReference, ActivationFixture,
 918                                     CompareActivationTest, ActivationFunction::Linear, 5u)
 919
 920 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareReLuActivationWithReference, ActivationFixture,
 921                                     CompareActivationTest, ActivationFunction::ReLu, 5u)
 922
 923 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReference, ActivationFixture,
 924                                     CompareActivationTest, ActivationFunction::BoundedReLu, 5u)
 925 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReferenceUint8, ActivationFixture,
 926                                     CompareActivationUint8Test, ActivationFunction::BoundedReLu)
 927
 928 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSoftReLuActivationWithReference, ActivationFixture,
 929                                     CompareActivationTest, ActivationFunction::SoftReLu, 1u)
 930
 931 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLeakyReLuActivationWithReference, ActivationFixture,
 932                                     CompareActivationTest, ActivationFunction::LeakyReLu, 5u)
 933
 934 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareAbsActivationWithReference, ActivationFixture,
 935                                     CompareActivationTest, ActivationFunction::Abs, 5u)
 936
 937 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSqrtActivationWithReference, PositiveActivationFixture,
 938                                     CompareActivationTest, ActivationFunction::Sqrt, 5u)
 939
 940 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSquareActivationWithReference, ActivationFixture,
 941                                     CompareActivationTest, ActivationFunction::Square, 5u)
 942
 943 #endif
 944
 945 BOOST_AUTO_TEST_SUITE_END()