src/backends/cl/test/ClLayerTests.cpp

   1 //
   2 // Copyright © 2017 Arm Ltd. All rights reserved.
   3 // SPDX-License-Identifier: MIT
   4 //
   5
   6 #include "ClContextControlFixture.hpp"
   7 #include "ClWorkloadFactoryHelper.hpp"
   8
   9 #include "test/TensorHelpers.hpp"
  10 #include "test/UnitTests.hpp"
  11
  12 #include <backendsCommon/CpuTensorHandle.hpp>
  13 #include <cl/ClLayerSupport.hpp>
  14 #include <cl/ClWorkloadFactory.hpp>
  15 #include <cl/workloads/ClWorkloadUtils.hpp>
  16 #include <reference/RefWorkloadFactory.hpp>
  17 #include <backendsCommon/test/ActivationFixture.hpp>
  18 #include <backendsCommon/test/LayerTests.hpp>
  19 #include <backendsCommon/test/PermuteTestImpl.hpp>
  20 #include <backendsCommon/test/TransposeConvolution2dTestImpl.hpp>
  21
  22 #include <arm_compute/core/CL/CLKernelLibrary.h>
  23 #include <arm_compute/runtime/CL/CLScheduler.h>
  24
  25 #include <boost/test/unit_test.hpp>
  26
  27 #include <iostream>
  28 #include <string>
  29
  30 BOOST_FIXTURE_TEST_SUITE(Compute_ArmComputeCl, ClContextControlFixture)
  31
  32 using namespace armnn;
  33
  34 using FactoryType = ClWorkloadFactory;
  35
  36 // ============================================================================
  37 // UNIT tests
  38
  39 // Activation
  40 ARMNN_AUTO_TEST_CASE(ConstantLinearActivation, ConstantLinearActivationTest)
  41
  42 ARMNN_AUTO_TEST_CASE(ReLu1Uint8, BoundedReLuUint8UpperAndLowerBoundTest)
  43 ARMNN_AUTO_TEST_CASE(ReLu6Uint8, BoundedReLuUint8UpperBoundOnlyTest)
  44
  45 ARMNN_AUTO_TEST_CASE(Logistic, SimpleSigmoidTest)
  46 ARMNN_AUTO_TEST_CASE(LogisticUint8, SimpleSigmoidUint8Test)
  47
  48 // Batch To Space
  49 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcFloat321, BatchToSpaceNdNhwcTest1<DataType::Float32>)
  50 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcFloat322, BatchToSpaceNdNhwcTest2<DataType::Float32>)
  51 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcFloat323, BatchToSpaceNdNhwcTest3<DataType::Float32>)
  52
  53 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwFloat321, BatchToSpaceNdNchwTest1<DataType::Float32>)
  54 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwFloat322, BatchToSpaceNdNchwTest2<DataType::Float32>)
  55 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwFloat323, BatchToSpaceNdNchwTest3<DataType::Float32>)
  56
  57 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcUint1, BatchToSpaceNdNhwcTest1<DataType::QuantisedAsymm8>)
  58 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcUint2, BatchToSpaceNdNhwcTest2<DataType::QuantisedAsymm8>)
  59 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcUint3, BatchToSpaceNdNhwcTest3<DataType::QuantisedAsymm8>)
  60
  61 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwUint1, BatchToSpaceNdNchwTest1<DataType::QuantisedAsymm8>)
  62 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwUint2, BatchToSpaceNdNchwTest2<DataType::QuantisedAsymm8>)
  63 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwUint3, BatchToSpaceNdNchwTest3<DataType::QuantisedAsymm8>)
  64
  65 // Fully Connected
  66 ARMNN_AUTO_TEST_CASE(SimpleFullyConnected, FullyConnectedFloat32Test, false, false)
  67 ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithBias, FullyConnectedFloat32Test, true, false)
  68 ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithTranspose, FullyConnectedFloat32Test, false, true)
  69 ARMNN_AUTO_TEST_CASE(FullyConnectedUint8, FullyConnectedTest<DataType::QuantisedAsymm8>, false)
  70 ARMNN_AUTO_TEST_CASE(FullyConnectedBiasedUint8, FullyConnectedTest<DataType::QuantisedAsymm8>, true)
  71
  72 ARMNN_AUTO_TEST_CASE(FullyConnectedLarge, FullyConnectedLargeTest, false)
  73 ARMNN_AUTO_TEST_CASE(FullyConnectedLargeTransposed, FullyConnectedLargeTest, true)
  74
  75 // Convolution
  76 ARMNN_AUTO_TEST_CASE(SimpleConvolution1d, Convolution1dTest, true)
  77
  78 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d, SimpleConvolution2d3x5Test, true, DataLayout::NCHW)
  79 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dNhwc, SimpleConvolution2d3x5Test, true, DataLayout::NHWC)
  80 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8, SimpleConvolution2d3x3Uint8Test, true, DataLayout::NCHW)
  81 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8Nhwc, SimpleConvolution2d3x3Uint8Test, true, DataLayout::NHWC)
  82 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2d, SimpleConvolution2d3x5Test, false, DataLayout::NCHW)
  83 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dNhwc, SimpleConvolution2d3x5Test, false, DataLayout::NHWC)
  84 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dStride2x2Nhwc,
  85                      SimpleConvolution2d3x3Stride2x2Test, false, DataLayout::NHWC)
  86
  87 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquare, SimpleConvolution2d3x3Test, false, DataLayout::NCHW)
  88 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPadding, Convolution2dAsymmetricPaddingTest, DataLayout::NCHW)
  89
  90 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquareNhwc, SimpleConvolution2d3x3Test, false, DataLayout::NHWC)
  91 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPaddingNhwc,
  92                      Convolution2dAsymmetricPaddingTest,
  93                      DataLayout::NHWC)
  94
  95 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dSquareNhwc, SimpleConvolution2d3x3NhwcTest, false)
  96
  97 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3,
  98                      Convolution2d3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
  99                      false,
 100                      DataLayout::NCHW)
 101 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3Nhwc,
 102                      Convolution2d3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
 103                      false,
 104                      DataLayout::NHWC)
 105 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3Uint8,
 106                      Convolution2d3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
 107                      false,
 108                      DataLayout::NCHW)
 109 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3NhwcUint8,
 110                      Convolution2d3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
 111                      false,
 112                      DataLayout::NHWC)
 113 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3,
 114                      Convolution2d2x3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
 115                      false,
 116                      DataLayout::NCHW)
 117 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3Nhwc,
 118                      Convolution2d2x3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
 119                      false,
 120                      DataLayout::NHWC)
 121 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3Uint8,
 122                      Convolution2d2x3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
 123                      false,
 124                      DataLayout::NCHW)
 125 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3NhwcUint8,
 126                      Convolution2d2x3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
 127                      false,
 128                      DataLayout::NHWC)
 129 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3,
 130                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test<DataType::Float32, DataType::Float32>,
 131                      false,
 132                      DataLayout::NCHW)
 133 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3Nhwc,
 134                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test<DataType::Float32, DataType::Float32>,
 135                      false,
 136                      DataLayout::NHWC)
 137 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3Uint8,
 138                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
 139                      false,
 140                      DataLayout::NCHW)
 141 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3NhwcUint8,
 142                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
 143                      false,
 144                      DataLayout::NHWC)
 145
 146 // Depthwise Convolution
 147 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1,
 148                      DepthwiseConvolution2dDepthMul1Test, true, DataLayout::NCHW)
 149 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1,
 150                      DepthwiseConvolution2dDepthMul1Test, false, DataLayout::NCHW)
 151 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8,
 152                      DepthwiseConvolution2dDepthMul1Uint8Test, true, DataLayout::NCHW)
 153 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8,
 154                      DepthwiseConvolution2dDepthMul1Uint8Test, false, DataLayout::NCHW)
 155
 156 // NHWC Depthwise Convolution
 157 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Nhwc,
 158                      DepthwiseConvolution2dDepthMul1Test, true, DataLayout::NHWC)
 159 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Nhwc,
 160                      DepthwiseConvolution2dDepthMul1Test, false, DataLayout::NHWC)
 161 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8Nhwc,
 162                      DepthwiseConvolution2dDepthMul1Uint8Test, true, DataLayout::NHWC)
 163 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8Nhwc,
 164                      DepthwiseConvolution2dDepthMul1Uint8Test, false, DataLayout::NHWC)
 165 ARMNN_AUTO_TEST_CASE(SimpleDepthwiseConvolution2d3x3Dilation3x3Nhwc,
 166                      SimpleDepthwiseConvolution2d3x3Dilation3x3NhwcTest)
 167
 168
 169 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthNhwc, DepthwiseConvolution2dDepthNhwcTest, false)
 170
 171 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetric,
 172                      DepthwiseConvolution2dAsymmetricTest, true, DataLayout::NCHW)
 173 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetric,
 174                      DepthwiseConvolution2dAsymmetricTest, false, DataLayout::NCHW)
 175 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetricNhwc,
 176                      DepthwiseConvolution2dAsymmetricTest, true, DataLayout::NHWC)
 177 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetricNhwc,
 178                      DepthwiseConvolution2dAsymmetricTest, false, DataLayout::NHWC)
 179
 180 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul64, DepthwiseConvolution2dDepthMul64Test);
 181
 182 // Splitter
 183 ARMNN_AUTO_TEST_CASE(SimpleSplitter, SplitterTest)
 184 ARMNN_AUTO_TEST_CASE(SimpleSplitterUint8, SplitterUint8Test)
 185
 186 ARMNN_AUTO_TEST_CASE(CopyViaSplitter, CopyViaSplitterTest)
 187 ARMNN_AUTO_TEST_CASE(CopyViaSplitterUint8, CopyViaSplitterUint8Test)
 188
 189 // Concat
 190 ARMNN_AUTO_TEST_CASE(SimpleConcat, ConcatTest)
 191 ARMNN_AUTO_TEST_CASE(ConcatUint8, ConcatUint8Test)
 192 ARMNN_AUTO_TEST_CASE(ConcatUint8DifferentInputOutputQParam,
 193                      ConcatDifferentInputOutputQParamTest<DataType::QuantisedAsymm8>, false)
 194
 195 // Normalization
 196 ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcross, SimpleNormalizationAcrossTest)
 197 ARMNN_AUTO_TEST_CASE(SimpleNormalizationWithin, SimpleNormalizationWithinTest)
 198 ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcrossNhwc, SimpleNormalizationAcrossNhwcTest)
 199
 200 // Pooling
 201 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4, SimpleMaxPooling2dSize3x3Stride2x4Test, true)
 202 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4Uint8, SimpleMaxPooling2dSize3x3Stride2x4Uint8Test, true)
 203
 204 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2d, IgnorePaddingSimpleMaxPooling2dTest)
 205 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2dUint8, IgnorePaddingSimpleMaxPooling2dUint8Test)
 206 ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3, IgnorePaddingMaxPooling2dSize3Test)
 207 ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3Uint8, IgnorePaddingMaxPooling2dSize3Uint8Test)
 208
 209 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2d, IgnorePaddingSimpleAveragePooling2dTest)
 210 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dUint8, IgnorePaddingSimpleAveragePooling2dUint8Test)
 211 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPadding, IgnorePaddingSimpleAveragePooling2dNoPaddingTest)
 212 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPaddingUint8,
 213                      IgnorePaddingSimpleAveragePooling2dNoPaddingUint8Test)
 214 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3, IgnorePaddingAveragePooling2dSize3Test)
 215 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3Uint8, IgnorePaddingAveragePooling2dSize3Uint8Test)
 216
 217 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleL2Pooling2d, IgnorePaddingSimpleL2Pooling2dTest)
 218 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingSimpleL2Pooling2dUint8, IgnorePaddingSimpleL2Pooling2dUint8Test)
 219 ARMNN_AUTO_TEST_CASE(IgnorePaddingL2Pooling2dSize3, IgnorePaddingL2Pooling2dSize3Test)
 220 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingL2Pooling2dSize3Uint8, IgnorePaddingL2Pooling2dSize3Uint8Test)
 221
 222 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2d, SimpleMaxPooling2dTest, DataLayout::NCHW)
 223 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dNhwc, SimpleMaxPooling2dTest, DataLayout::NHWC)
 224 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8, SimpleMaxPooling2dUint8Test, DataLayout::NCHW)
 225 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8Nhwc, SimpleMaxPooling2dUint8Test, DataLayout::NHWC)
 226
 227 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2d, SimpleAveragePooling2dTest, DataLayout::NCHW)
 228 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dNhwc, SimpleAveragePooling2dTest, DataLayout::NHWC)
 229 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8, SimpleAveragePooling2dUint8Test, DataLayout::NCHW)
 230 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8Nhwc, SimpleAveragePooling2dUint8Test, DataLayout::NHWC)
 231
 232 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2,
 233                      IgnorePaddingAveragePooling2dSize3x2Stride2x2Test,
 234                      false)
 235 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2NoPadding,
 236                      IgnorePaddingAveragePooling2dSize3x2Stride2x2Test,
 237                      true)
 238 ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2d, LargeTensorsAveragePooling2dTest)
 239 ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2dUint8, LargeTensorsAveragePooling2dUint8Test)
 240
 241 ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2d, SimpleL2Pooling2dTest, DataLayout::NCHW)
 242 ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2dNhwc, SimpleL2Pooling2dTest, DataLayout::NHWC)
 243 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_SimpleL2Pooling2dUint8, SimpleL2Pooling2dUint8Test, DataLayout::NCHW)
 244
 245 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride1, L2Pooling2dSize3Stride1Test)
 246 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride1Uint8, L2Pooling2dSize3Stride1Uint8Test)
 247 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride3, L2Pooling2dSize3Stride3Test)
 248 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride3Uint8, L2Pooling2dSize3Stride3Uint8Test)
 249 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride4, L2Pooling2dSize3Stride4Test)
 250 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride4Uint8, L2Pooling2dSize3Stride4Uint8Test)
 251 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize7, L2Pooling2dSize7Test)
 252 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize7Uint8, L2Pooling2dSize7Uint8Test)
 253 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize9, L2Pooling2dSize9Test)
 254 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize9Uint8, L2Pooling2dSize9Uint8Test)
 255
 256 // Add
 257 ARMNN_AUTO_TEST_CASE(SimpleAdd, AdditionTest)
 258 ARMNN_AUTO_TEST_CASE(AddBroadcast1Element, AdditionBroadcast1ElementTest)
 259 ARMNN_AUTO_TEST_CASE(AddBroadcast, AdditionBroadcastTest)
 260
 261 ARMNN_AUTO_TEST_CASE(AdditionUint8, AdditionUint8Test)
 262 ARMNN_AUTO_TEST_CASE(AddBroadcastUint8, AdditionBroadcastUint8Test)
 263 ARMNN_AUTO_TEST_CASE(AddBroadcast1ElementUint8, AdditionBroadcast1ElementUint8Test)
 264
 265 // Sub
 266 ARMNN_AUTO_TEST_CASE(SimpleSub, SubtractionTest)
 267 ARMNN_AUTO_TEST_CASE(SubBroadcast1Element, SubtractionBroadcast1ElementTest)
 268 ARMNN_AUTO_TEST_CASE(SubBroadcast, SubtractionBroadcastTest)
 269
 270 ARMNN_AUTO_TEST_CASE(SubtractionUint8, SubtractionUint8Test)
 271 ARMNN_AUTO_TEST_CASE(SubBroadcastUint8, SubtractionBroadcastUint8Test)
 272 ARMNN_AUTO_TEST_CASE(SubBroadcast1ElementUint8, SubtractionBroadcast1ElementUint8Test)
 273
 274 // Div
 275 ARMNN_AUTO_TEST_CASE(SimpleDivision, DivisionTest)
 276 ARMNN_AUTO_TEST_CASE(DivisionByZero, DivisionByZeroTest)
 277 ARMNN_AUTO_TEST_CASE(DivisionBroadcast1Element, DivisionBroadcast1ElementTest)
 278 ARMNN_AUTO_TEST_CASE(DivisionBroadcast1DVector, DivisionBroadcast1DVectorTest)
 279 // NOTE: quantized division is not supported by CL and not required by the
 280 //       android NN api
 281
 282 // Mul
 283 ARMNN_AUTO_TEST_CASE(SimpleMultiplication, MultiplicationTest)
 284 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1Element, MultiplicationBroadcast1ElementTest)
 285 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1DVector, MultiplicationBroadcast1DVectorTest)
 286 ARMNN_AUTO_TEST_CASE(MultiplicationUint8, MultiplicationUint8Test)
 287 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1ElementUint8, MultiplicationBroadcast1ElementUint8Test)
 288 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1DVectorUint8, MultiplicationBroadcast1DVectorUint8Test)
 289
 290 // Batch Norm
 291 ARMNN_AUTO_TEST_CASE(BatchNorm, BatchNormTest)
 292 ARMNN_AUTO_TEST_CASE(BatchNormNhwc, BatchNormNhwcTest)
 293
 294 // L2 Normalization
 295 ARMNN_AUTO_TEST_CASE(L2Normalization1d, L2Normalization1dTest, DataLayout::NCHW)
 296 ARMNN_AUTO_TEST_CASE(L2Normalization2d, L2Normalization2dTest, DataLayout::NCHW)
 297 ARMNN_AUTO_TEST_CASE(L2Normalization3d, L2Normalization3dTest, DataLayout::NCHW)
 298 ARMNN_AUTO_TEST_CASE(L2Normalization4d, L2Normalization4dTest, DataLayout::NCHW)
 299
 300 ARMNN_AUTO_TEST_CASE(L2Normalization1dNhwc, L2Normalization1dTest, DataLayout::NHWC)
 301 ARMNN_AUTO_TEST_CASE(L2Normalization2dNhwc, L2Normalization2dTest, DataLayout::NHWC)
 302 ARMNN_AUTO_TEST_CASE(L2Normalization3dNhwc, L2Normalization3dTest, DataLayout::NHWC)
 303 ARMNN_AUTO_TEST_CASE(L2Normalization4dNhwc, L2Normalization4dTest, DataLayout::NHWC)
 304
 305 ARMNN_AUTO_TEST_CASE(L2Normalization2dShape, L2Normalization2dShapeTest);
 306
 307 ARMNN_AUTO_TEST_CASE(L2NormalizationDefaultEpsilon, L2NormalizationDefaultEpsilonTest, DataLayout::NCHW)
 308 ARMNN_AUTO_TEST_CASE(L2NormalizationNonDefaultEpsilon, L2NormalizationNonDefaultEpsilonTest, DataLayout::NCHW)
 309
 310 // Constant
 311 ARMNN_AUTO_TEST_CASE(Constant, ConstantTest)
 312 ARMNN_AUTO_TEST_CASE(ConstantUint8, ConstantUint8SimpleQuantizationScaleNoOffsetTest)
 313
 314 // Concat
 315 ARMNN_AUTO_TEST_CASE(Concatenation1d, Concatenation1dTest)
 316 ARMNN_AUTO_TEST_CASE(Concatenation1dUint8, Concatenation1dUint8Test)
 317
 318 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0, Concatenation2dDim0Test)
 319 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0Uint8, Concatenation2dDim0Uint8Test)
 320 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1, Concatenation2dDim1Test)
 321 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1Uint8, Concatenation2dDim1Uint8Test)
 322
 323 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDims, Concatenation2dDim0DiffInputDimsTest)
 324 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDimsUint8, Concatenation2dDim0DiffInputDimsUint8Test)
 325 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDims, Concatenation2dDim1DiffInputDimsTest)
 326 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDimsUint8, Concatenation2dDim1DiffInputDimsUint8Test)
 327
 328 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0, Concatenation3dDim0Test)
 329 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0Uint8, Concatenation3dDim0Uint8Test)
 330 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1, Concatenation3dDim1Test)
 331 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1Uint8, Concatenation3dDim1Uint8Test)
 332 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2, Concatenation3dDim2Test, false)
 333 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2Uint8, Concatenation3dDim2Uint8Test, false)
 334
 335 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDims, Concatenation3dDim0DiffInputDimsTest)
 336 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDimsUint8, Concatenation3dDim0DiffInputDimsUint8Test)
 337 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDims, Concatenation3dDim1DiffInputDimsTest)
 338 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDimsUint8, Concatenation3dDim1DiffInputDimsUint8Test)
 339 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDims, Concatenation3dDim2DiffInputDimsTest, false)
 340 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDimsUint8, Concatenation3dDim2DiffInputDimsUint8Test, false)
 341
 342 ARMNN_AUTO_TEST_CASE(Concatenation4dDim0, Concatenation4dDim0Test)
 343 ARMNN_AUTO_TEST_CASE(Concatenation4dDim1, Concatenation4dDim1Test)
 344 ARMNN_AUTO_TEST_CASE(Concatenation4dDim3, Concatenation4dDim3Test, false)
 345 ARMNN_AUTO_TEST_CASE(Concatenation4dDim0Uint8, Concatenation4dDim0Uint8Test)
 346 ARMNN_AUTO_TEST_CASE(Concatenation4dDim1Uint8, Concatenation4dDim1Uint8Test)
 347 ARMNN_AUTO_TEST_CASE(Concatenation4dDim3Uint8, Concatenation4dDim3Uint8Test, false)
 348
 349 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim0, Concatenation4dDiffShapeDim0Test)
 350 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim1, Concatenation4dDiffShapeDim1Test)
 351 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim3, Concatenation4dDiffShapeDim3Test, false)
 352 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim0Uint8, Concatenation4dDiffShapeDim0Uint8Test)
 353 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim1Uint8, Concatenation4dDiffShapeDim1Uint8Test)
 354 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim3Uint8, Concatenation4dDiffShapeDim3Uint8Test, false)
 355
 356 // Floor
 357 ARMNN_AUTO_TEST_CASE(SimpleFloor, SimpleFloorTest<DataType::Float32>)
 358
 359 // Reshape
 360 ARMNN_AUTO_TEST_CASE(SimpleReshapeFloat32, SimpleReshapeTest<DataType::Float32>)
 361 ARMNN_AUTO_TEST_CASE(SimpleReshapeUint8, SimpleReshapeTest<DataType::QuantisedAsymm8>)
 362
 363 // Pad
 364 ARMNN_AUTO_TEST_CASE(PadFloat322d, PadFloat322dTest)
 365 ARMNN_AUTO_TEST_CASE(PadFloat322dCustomPadding, PadFloat322dCustomPaddingTest)
 366 ARMNN_AUTO_TEST_CASE(PadFloat323d, PadFloat323dTest)
 367 ARMNN_AUTO_TEST_CASE(PadFloat324d, PadFloat324dTest)
 368
 369 ARMNN_AUTO_TEST_CASE(PadUint82d, PadUint82dTest)
 370 ARMNN_AUTO_TEST_CASE(PadUint82dCustomPadding, PadUint82dCustomPaddingTest)
 371 ARMNN_AUTO_TEST_CASE(PadUint83d, PadUint83dTest)
 372 ARMNN_AUTO_TEST_CASE(PadUint84d, PadUint84dTest)
 373
 374 ARMNN_AUTO_TEST_CASE(Pad2dQSymm16, Pad2dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0, 0.0f)
 375 ARMNN_AUTO_TEST_CASE(Pad2dQSymm16CustomPadding, Pad2dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0, 1.0f)
 376 ARMNN_AUTO_TEST_CASE(Pad3dQSymm16, Pad3dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0)
 377 ARMNN_AUTO_TEST_CASE(Pad4dQSymm16, Pad4dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0)
 378
 379 // PReLU
 380 ARMNN_AUTO_TEST_CASE(PreluFloat32, PreluTest<DataType::Float32>)
 381 ARMNN_AUTO_TEST_CASE(PreluUint8,   PreluTest<DataType::QuantisedAsymm8>)
 382
 383 // Permute
 384 ARMNN_AUTO_TEST_CASE(SimplePermuteFloat32, SimplePermuteTest<DataType::Float32>)
 385 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet1Test, PermuteValueSet1Test<DataType::Float32>)
 386 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet2Test, PermuteValueSet2Test<DataType::Float32>)
 387 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet3Test, PermuteValueSet3Test<DataType::Float32>)
 388 ARMNN_AUTO_TEST_CASE(SimplePermuteQASymm8, SimplePermuteTest<DataType::QuantisedAsymm8>)
 389 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet1Test, PermuteValueSet1Test<DataType::QuantisedAsymm8>)
 390 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet2Test, PermuteValueSet2Test<DataType::QuantisedAsymm8>)
 391 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet3Test, PermuteValueSet3Test<DataType::QuantisedAsymm8>)
 392
 393 // Lstm
 394 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32WithCifgWithPeepholeNoProjection,
 395                      LstmLayerFloat32WithCifgWithPeepholeNoProjectionTest)
 396 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgNoPeepholeNoProjection,
 397                      LstmLayerFloat32NoCifgNoPeepholeNoProjectionTest)
 398 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjection,
 399                      LstmLayerFloat32NoCifgWithPeepholeWithProjectionTest)
 400
 401 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjectionWithLayerNorm,
 402                      LstmLayerFloat32NoCifgWithPeepholeWithProjectionWithLayerNormTest)
 403
 404 ARMNN_AUTO_TEST_CASE(QuantizedLstm, QuantizedLstmTest)
 405
 406 // Convert from Float16 to Float32
 407 ARMNN_AUTO_TEST_CASE(SimpleConvertFp16ToFp32, SimpleConvertFp16ToFp32Test)
 408 // Convert from Float32 to Float16
 409 ARMNN_AUTO_TEST_CASE(SimpleConvertFp32ToFp16, SimpleConvertFp32ToFp16Test)
 410
 411 ARMNN_AUTO_TEST_CASE(AdditionAfterMaxPool, AdditionAfterMaxPoolTest)
 412
 413 //Max
 414 ARMNN_AUTO_TEST_CASE(MaximumSimple, MaximumSimpleTest)
 415 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1Element, MaximumBroadcast1ElementTest)
 416 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1DVector, MaximumBroadcast1DVectorTest)
 417 ARMNN_AUTO_TEST_CASE(MaximumUint8, MaximumUint8Test)
 418 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1ElementUint8, MaximumBroadcast1ElementUint8Test)
 419 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1DVectorUint8, MaximumBroadcast1DVectorUint8Test)
 420
 421 // Mean
 422 ARMNN_AUTO_TEST_CASE(MeanSimpleFloat32, MeanSimpleTest<DataType::Float32>)
 423 ARMNN_AUTO_TEST_CASE(MeanSimpleAxisFloat32, MeanSimpleAxisTest<DataType::Float32>)
 424 ARMNN_AUTO_TEST_CASE(MeanKeepDimsFloat32, MeanKeepDimsTest<DataType::Float32>)
 425 ARMNN_AUTO_TEST_CASE(MeanMultipleDimsFloat32, MeanMultipleDimsTest<DataType::Float32>)
 426 ARMNN_AUTO_TEST_CASE(MeanVts1Float32, MeanVts1Test<DataType::Float32>)
 427 ARMNN_AUTO_TEST_CASE(MeanVts2Float32, MeanVts2Test<DataType::Float32>)
 428 ARMNN_AUTO_TEST_CASE(MeanVts3Float32, MeanVts3Test<DataType::Float32>)
 429
 430 ARMNN_AUTO_TEST_CASE(MeanSimpleQuantisedAsymm8, MeanSimpleTest<DataType::QuantisedAsymm8>)
 431 ARMNN_AUTO_TEST_CASE(MeanSimpleAxisQuantisedAsymm8, MeanSimpleAxisTest<DataType::QuantisedAsymm8>)
 432 ARMNN_AUTO_TEST_CASE(MeanKeepDimsQuantisedAsymm8, MeanKeepDimsTest<DataType::QuantisedAsymm8>)
 433 ARMNN_AUTO_TEST_CASE(MeanMultipleDimsQuantisedAsymm8, MeanMultipleDimsTest<DataType::QuantisedAsymm8>)
 434 ARMNN_AUTO_TEST_CASE(MeanVts1QuantisedAsymm8, MeanVts1Test<DataType::QuantisedAsymm8>)
 435 ARMNN_AUTO_TEST_CASE(MeanVts2QuantisedAsymm8, MeanVts2Test<DataType::QuantisedAsymm8>)
 436 ARMNN_AUTO_TEST_CASE(MeanVts3QuantisedAsymm8, MeanVts3Test<DataType::QuantisedAsymm8>)
 437
 438 // Minimum
 439 ARMNN_AUTO_TEST_CASE(MinimumBroadcast1Element1, MinimumBroadcast1ElementTest1)
 440 ARMNN_AUTO_TEST_CASE(MinimumBroadcast1Element2, MinimumBroadcast1ElementTest2)
 441 ARMNN_AUTO_TEST_CASE(MinimumBroadcast1DVectorUint8, MinimumBroadcast1DVectorUint8Test)
 442
 443 // Greater
 444 ARMNN_AUTO_TEST_CASE(SimpleGreater, GreaterSimpleTest)
 445 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1Element, GreaterBroadcast1ElementTest)
 446 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1DVector, GreaterBroadcast1DVectorTest)
 447 ARMNN_AUTO_TEST_CASE(GreaterUint8, GreaterUint8Test)
 448 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1ElementUint8, GreaterBroadcast1ElementUint8Test)
 449 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1DVectorUint8, GreaterBroadcast1DVectorUint8Test)
 450
 451 // Softmax
 452 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1, SimpleSoftmaxTest, 1.0f)
 453 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2, SimpleSoftmaxTest, 2.0f)
 454 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1Uint8, SimpleSoftmaxUint8Test, 1.0f)
 455 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2Uint8, SimpleSoftmaxUint8Test, 2.0f)
 456
 457 ARMNN_AUTO_TEST_CASE(Simple3dSoftmax, Simple3dSoftmaxTest, 1.0f)
 458 ARMNN_AUTO_TEST_CASE(Simple3dSoftmaxUint8, Simple3dSoftmaxUint8Test, 1.0f)
 459
 460 ARMNN_AUTO_TEST_CASE(Simple4dSoftmax, Simple4dSoftmaxTest, 1.0f)
 461 ARMNN_AUTO_TEST_CASE(Simple4dSoftmaxUint8, Simple4dSoftmaxUint8Test, 1.0f)
 462
 463 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta1WithReference, CompareSoftmaxTest, 1.0f)
 464 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta2WithReference, CompareSoftmaxTest, 2.0f)
 465 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxUint8, CompareSoftmaxUint8Test, 1.0f)
 466
 467 // Space To Batch Nd
 468 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleFloat32, SpaceToBatchNdSimpleFloat32Test)
 469 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsFloat32, SpaceToBatchNdMultiChannelsFloat32Test)
 470 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockFloat32, SpaceToBatchNdMultiBlockFloat32Test)
 471 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingFloat32, SpaceToBatchNdPaddingFloat32Test)
 472
 473 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleUint8, SpaceToBatchNdSimpleUint8Test)
 474 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsUint8, SpaceToBatchNdMultiChannelsUint8Test)
 475 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockUint8, SpaceToBatchNdMultiBlockUint8Test)
 476 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingUint8, SpaceToBatchNdPaddingUint8Test)
 477
 478 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleNHWCFloat32, SpaceToBatchNdSimpleNHWCFloat32Test)
 479 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsNHWCFloat32, SpaceToBatchNdMultiChannelsNHWCFloat32Test)
 480 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockNHWCFloat32, SpaceToBatchNdMultiBlockNHWCFloat32Test)
 481 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingNHWCFloat32, SpaceToBatchNdPaddingNHWCFloat32Test)
 482
 483 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleNHWCUint8, SpaceToBatchNdSimpleNHWCUint8Test)
 484 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsNHWCUint8, SpaceToBatchNdMultiChannelsNHWCUint8Test)
 485 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockNHWCUint8, SpaceToBatchNdMultiBlockNHWCUint8Test)
 486 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingNHWCUint8, SpaceToBatchNdPaddingNHWCUint8Test)
 487
 488 // Space To Depth
 489 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHWAsymmQ8, SpaceToDepthNCHWAsymmQ8Test)
 490 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWCAsymmQ8, SpaceToDepthNHWCAsymmQ8Test)
 491
 492 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWC1Float32, SpaceToDepthNHWCFloat32Test1)
 493 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHW1Float32, SpaceToDepthNCHWFloat32Test1)
 494
 495 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWC2Float32, SpaceToDepthNHWCFloat32Test2)
 496 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHW2Float32, SpaceToDepthNCHWFloat32Test2)
 497
 498 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWCQSymm16, SpaceToDepthNHWCQSymm16Test)
 499 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHWQSymm16, SpaceToDepthNCHWQSymm16Test)
 500
 501 // Stack
 502 ARMNN_AUTO_TEST_CASE(Stack0Axis,               Stack0AxisTest<DataType::Float32>)
 503 ARMNN_AUTO_TEST_CASE(Stack4dOutput1Axis,       Stack4dOutput1AxisTest<DataType::Float32>)
 504 ARMNN_AUTO_TEST_CASE(Stack4dOutput2Axis,       Stack4dOutput2AxisTest<DataType::Float32>)
 505 ARMNN_AUTO_TEST_CASE(Stack4dOutput3Axis,       Stack4dOutput3AxisTest<DataType::Float32>)
 506 ARMNN_AUTO_TEST_CASE(Stack3dOutput1Axis3Input, Stack3dOutput1Axis3InputTest<DataType::Float32>)
 507
 508 // Strided Slice
 509 ARMNN_AUTO_TEST_CASE(StridedSlice4DFloat32, StridedSlice4DFloat32Test)
 510 ARMNN_AUTO_TEST_CASE(StridedSlice4DReverseFloat32, StridedSlice4DReverseFloat32Test)
 511 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleStrideFloat32, StridedSliceSimpleStrideFloat32Test)
 512 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleRangeMaskFloat32, StridedSliceSimpleRangeMaskFloat32Test)
 513 ARMNN_AUTO_TEST_CASE(StridedSliceShrinkAxisMaskFloat32, StridedSliceShrinkAxisMaskFloat32Test)
 514 ARMNN_AUTO_TEST_CASE(StridedSlice3DFloat32, StridedSlice3DFloat32Test)
 515 ARMNN_AUTO_TEST_CASE(StridedSlice3DReverseFloat32, StridedSlice3DReverseFloat32Test)
 516 ARMNN_AUTO_TEST_CASE(StridedSlice2DFloat32, StridedSlice2DFloat32Test)
 517 ARMNN_AUTO_TEST_CASE(StridedSlice2DReverseFloat32, StridedSlice2DReverseFloat32Test)
 518
 519 ARMNN_AUTO_TEST_CASE(StridedSlice4DUint8, StridedSlice4DUint8Test)
 520 ARMNN_AUTO_TEST_CASE(StridedSlice4DReverseUint8, StridedSlice4DReverseUint8Test)
 521 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleStrideUint8, StridedSliceSimpleStrideUint8Test)
 522 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleRangeMaskUint8, StridedSliceSimpleRangeMaskUint8Test)
 523 ARMNN_AUTO_TEST_CASE(StridedSliceShrinkAxisMaskUint8, StridedSliceShrinkAxisMaskUint8Test)
 524 ARMNN_AUTO_TEST_CASE(StridedSlice3DUint8, StridedSlice3DUint8Test)
 525 ARMNN_AUTO_TEST_CASE(StridedSlice3DReverseUint8, StridedSlice3DReverseUint8Test)
 526 ARMNN_AUTO_TEST_CASE(StridedSlice2DUint8, StridedSlice2DUint8Test)
 527 ARMNN_AUTO_TEST_CASE(StridedSlice2DReverseUint8, StridedSlice2DReverseUint8Test)
 528
 529 // Resize Bilinear - NCHW
 530 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinear,
 531                      SimpleResizeBilinearTest<DataType::Float32>,
 532                      DataLayout::NCHW)
 533 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearUint8,
 534                      SimpleResizeBilinearTest<DataType::QuantisedAsymm8>,
 535                      DataLayout::NCHW)
 536 ARMNN_AUTO_TEST_CASE(ResizeBilinearNop,
 537                      ResizeBilinearNopTest<DataType::Float32>,
 538                      DataLayout::NCHW)
 539 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopUint8,
 540                      ResizeBilinearNopTest<DataType::QuantisedAsymm8>,
 541                      DataLayout::NCHW)
 542 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMin,
 543                      ResizeBilinearSqMinTest<DataType::Float32>,
 544                      DataLayout::NCHW)
 545 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinUint8,
 546                      ResizeBilinearSqMinTest<DataType::QuantisedAsymm8>,
 547                      DataLayout::NCHW)
 548 ARMNN_AUTO_TEST_CASE(ResizeBilinearMin,
 549                      ResizeBilinearMinTest<DataType::Float32>,
 550                      DataLayout::NCHW)
 551 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinUint8,
 552                      ResizeBilinearMinTest<DataType::QuantisedAsymm8>,
 553                      DataLayout::NCHW)
 554
 555 // Resize Bilinear - NHWC
 556 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopNhwc,
 557                      ResizeBilinearNopTest<DataType::Float32>,
 558                      DataLayout::NHWC)
 559 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopUint8Nhwc,
 560                      ResizeBilinearNopTest<DataType::QuantisedAsymm8>,
 561                      DataLayout::NHWC)
 562 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearNhwc,
 563                      SimpleResizeBilinearTest<DataType::Float32>,
 564                      DataLayout::NHWC)
 565 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearUint8Nhwc,
 566                      SimpleResizeBilinearTest<DataType::QuantisedAsymm8>,
 567                      DataLayout::NHWC)
 568 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinNhwc,
 569                      ResizeBilinearSqMinTest<DataType::Float32>,
 570                      DataLayout::NHWC)
 571 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinUint8Nhwc,
 572                      ResizeBilinearSqMinTest<DataType::QuantisedAsymm8>,
 573                      DataLayout::NHWC)
 574 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinNhwc,
 575                      ResizeBilinearMinTest<DataType::Float32>,
 576                      DataLayout::NHWC)
 577 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinUint8Nhwc,
 578                      ResizeBilinearMinTest<DataType::QuantisedAsymm8>,
 579                      DataLayout::NHWC)
 580
 581 // Resize NearestNeighbor - NCHW
 582 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighbor,
 583                      SimpleResizeNearestNeighborTest<DataType::Float32>,
 584                      DataLayout::NCHW)
 585 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborUint8,
 586                      SimpleResizeNearestNeighborTest<DataType::QuantisedAsymm8>,
 587                      DataLayout::NCHW)
 588 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNop,
 589                      ResizeNearestNeighborNopTest<DataType::Float32>,
 590                      DataLayout::NCHW)
 591 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopUint8,
 592                      ResizeNearestNeighborNopTest<DataType::QuantisedAsymm8>,
 593                      DataLayout::NCHW)
 594 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMin,
 595                      ResizeNearestNeighborSqMinTest<DataType::Float32>,
 596                      DataLayout::NCHW)
 597 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinUint8,
 598                      ResizeNearestNeighborSqMinTest<DataType::QuantisedAsymm8>,
 599                      DataLayout::NCHW)
 600 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMin,
 601                      ResizeNearestNeighborMinTest<DataType::Float32>,
 602                      DataLayout::NCHW)
 603 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinUint8,
 604                      ResizeNearestNeighborMinTest<DataType::QuantisedAsymm8>,
 605                      DataLayout::NCHW)
 606 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMag,
 607                      ResizeNearestNeighborMagTest<DataType::Float32>,
 608                      DataLayout::NCHW, 0.1f, 50, 0.1f, 50)
 609 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagUint8,
 610                      ResizeNearestNeighborMagTest<DataType::QuantisedAsymm8>,
 611                      DataLayout::NCHW, 0.1f, 50, 0.1f, 50)
 612
 613 // Resize NearestNeighbor - NHWC
 614 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopNhwc,
 615                      ResizeNearestNeighborNopTest<DataType::Float32>,
 616                      DataLayout::NHWC)
 617 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopUint8Nhwc,
 618                      ResizeNearestNeighborNopTest<DataType::QuantisedAsymm8>,
 619                      DataLayout::NHWC)
 620 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborNhwc,
 621                      SimpleResizeNearestNeighborTest<DataType::Float32>,
 622                      DataLayout::NHWC)
 623 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborUint8Nhwc,
 624                      SimpleResizeNearestNeighborTest<DataType::QuantisedAsymm8>,
 625                      DataLayout::NHWC)
 626 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinNhwc,
 627                      ResizeNearestNeighborSqMinTest<DataType::Float32>,
 628                      DataLayout::NHWC)
 629 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinUint8Nhwc,
 630                      ResizeNearestNeighborSqMinTest<DataType::QuantisedAsymm8>,
 631                      DataLayout::NHWC)
 632 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinNhwc,
 633                      ResizeNearestNeighborMinTest<DataType::Float32>,
 634                      DataLayout::NHWC)
 635 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinUint8Nhwc,
 636                      ResizeNearestNeighborMinTest<DataType::QuantisedAsymm8>,
 637                      DataLayout::NHWC)
 638 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagNhwc,
 639                      ResizeNearestNeighborMagTest<DataType::Float32>,
 640                      DataLayout::NHWC, 0.1f, 50, 0.1f, 50)
 641 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagUint8Nhwc,
 642                      ResizeNearestNeighborMagTest<DataType::QuantisedAsymm8>,
 643                      DataLayout::NHWC, 0.1f, 50, 0.1f, 50)
 644
 645 // Quantize
 646 ARMNN_AUTO_TEST_CASE(QuantizeSimpleUint8, QuantizeSimpleUint8Test)
 647 ARMNN_AUTO_TEST_CASE(QuantizeClampUint8, QuantizeClampUint8Test)
 648
 649 // Dequantize
 650 // NOTE: current clframework (46a49a0a8206f0efa7afd514940e180a88ffd732)
 651 //       CLDequantizationLayerKernel accepts DataType::QASYMM8 input
 652 //       and can output DataType::F16 or DataType::F32
 653 ARMNN_AUTO_TEST_CASE(DequantizeSimpleUint8, DequantizeSimpleUint8Test)
 654 ARMNN_AUTO_TEST_CASE(DequantizeOffsetUint8, DequantizeOffsetUint8Test)
 655
 656 // TransposeConvolution2d
 657 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dFloatNchw,
 658                      SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 659                      true,
 660                      DataLayout::NCHW)
 661 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dFloatNhwc,
 662                      SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 663                      true,
 664                      DataLayout::NHWC)
 665 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dUint8Nchw,
 666                      SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 667                      true,
 668                      DataLayout::NCHW)
 669 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dUint8Nhwc,
 670                      SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 671                      true,
 672                      DataLayout::NHWC)
 673
 674 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dFloatNchw,
 675                      SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 676                      false,
 677                      DataLayout::NCHW)
 678 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dFloatNhwc,
 679                      SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 680                      true,
 681                      DataLayout::NHWC)
 682 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dUint8Nchw,
 683                      SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 684                      true,
 685                      DataLayout::NCHW)
 686 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dUint8Nhwc,
 687                      SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 688                      true,
 689                      DataLayout::NHWC)
 690
 691 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dFloatNchw,
 692                      PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 693                      true,
 694                      DataLayout::NCHW)
 695 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dFloatNhwc,
 696                      PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 697                      true,
 698                      DataLayout::NHWC)
 699 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dUint8Nchw,
 700                      PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 701                      true,
 702                      DataLayout::NCHW)
 703 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dUint8Nhwc,
 704                      PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 705                      true,
 706                      DataLayout::NHWC)
 707
 708 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dFloatNchw,
 709                      PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 710                      false,
 711                      DataLayout::NCHW)
 712 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dFloatNhwc,
 713                      PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 714                      true,
 715                      DataLayout::NHWC)
 716 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dUint8Nchw,
 717                      PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 718                      true,
 719                      DataLayout::NCHW)
 720 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dUint8Nhwc,
 721                      PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 722                      true,
 723                      DataLayout::NHWC)
 724
 725 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dFloatNchw,
 726                      StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 727                      true,
 728                      DataLayout::NCHW)
 729 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dFloatNhwc,
 730                      StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 731                      true,
 732                      DataLayout::NHWC)
 733 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dUint8Nchw,
 734                      StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 735                      true,
 736                      DataLayout::NCHW)
 737 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dUint8Nhwc,
 738                      StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 739                      true,
 740                      DataLayout::NHWC)
 741
 742 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dFloatNchw,
 743                      StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 744                      false,
 745                      DataLayout::NCHW)
 746 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dFloatNhwc,
 747                      StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 748                      true,
 749                      DataLayout::NHWC)
 750 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dUint8Nchw,
 751                      StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 752                      true,
 753                      DataLayout::NCHW)
 754 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dUint8Nhwc,
 755                      StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 756                      true,
 757                      DataLayout::NHWC)
 758
 759 // ============================================================================
 760 // COMPARE tests
 761
 762 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareConv2dWithReference, CompareConvolution2dTest)
 763
 764 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32,
 765                                  CompareDepthwiseConvolution2dFloatTest,
 766                                  DataLayout::NCHW)
 767 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8,
 768                                  CompareDepthwiseConvolution2dUint8Test,
 769                                  DataLayout::NCHW)
 770
 771 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32Nhwc,
 772                                  CompareDepthwiseConvolution2dFloatTest,
 773                                  DataLayout::NHWC)
 774 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8Nhwc,
 775                                  CompareDepthwiseConvolution2dUint8Test,
 776                                  DataLayout::NHWC)
 777
 778 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationWithinWithReference, CompareNormalizationTest,
 779                                  NormalizationAlgorithmChannel::Within,
 780                                  NormalizationAlgorithmMethod::LocalBrightness)
 781 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationAcrossWithReference, CompareNormalizationTest,
 782                                  NormalizationAlgorithmChannel::Across,
 783                                  NormalizationAlgorithmMethod::LocalBrightness)
 784
 785 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMaxPooling2dWithRef, ComparePooling2dTest, PoolingAlgorithm::Max)
 786
 787 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithRef, ComparePooling2dTest, PoolingAlgorithm::Average)
 788 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithRefUint8, ComparePooling2dUint8Test,
 789                                  PoolingAlgorithm::Average)
 790
 791 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareL2Pooling2dWithRef, ComparePooling2dTest, PoolingAlgorithm::L2)
 792
 793 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAddition, CompareAdditionTest)
 794
 795 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMultiplicationWithRef, CompareMultiplicationTest)
 796
 797 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareBatchNorm, CompareBatchNormTest)
 798
 799 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareReLu1, CompareBoundedReLuTest, 1.0f, -1.0f)
 800 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareReLu6, CompareBoundedReLuTest, 6.0f, 0.0f)
 801
 802 // ============================================================================
 803 // FIXTURE tests
 804
 805 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSigmoidActivationWithReference, ActivationFixture,
 806                                     CompareActivationTest, ActivationFunction::Sigmoid, 5u)
 807
 808 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareTanhActivationWithReference, ActivationFixture,
 809                                     CompareActivationTest, ActivationFunction::TanH, 5u)
 810
 811 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLinearActivationWithReference, ActivationFixture,
 812                                     CompareActivationTest, ActivationFunction::Linear, 5u)
 813
 814 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareReLuActivationWithReference, ActivationFixture,
 815                                     CompareActivationTest, ActivationFunction::ReLu, 5u)
 816
 817 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReference, ActivationFixture,
 818                                     CompareActivationTest, ActivationFunction::BoundedReLu, 5u)
 819 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReferenceUint8, ActivationFixture,
 820                                     CompareActivationUint8Test, ActivationFunction::BoundedReLu)
 821
 822 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSoftReLuActivationWithReference, ActivationFixture,
 823                                     CompareActivationTest, ActivationFunction::SoftReLu, 5u)
 824
 825 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLeakyReLuActivationWithReference, ActivationFixture,
 826                                     CompareActivationTest, ActivationFunction::LeakyReLu, 5u)
 827
 828 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareAbsActivationWithReference, ActivationFixture,
 829                                     CompareActivationTest, ActivationFunction::Abs, 5u)
 830
 831 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSqrtActivationWithReference, PositiveActivationFixture,
 832                                     CompareActivationTest, ActivationFunction::Sqrt, 5u)
 833
 834 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSquareActivationWithReference, ActivationFixture,
 835                                     CompareActivationTest, ActivationFunction::Square, 5u)
 836
 837 BOOST_AUTO_TEST_SUITE_END()