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
  21 #include <arm_compute/core/CL/CLKernelLibrary.h>
  22 #include <arm_compute/runtime/CL/CLScheduler.h>
  23
  24 #include <boost/test/unit_test.hpp>
  25
  26 #include <iostream>
  27 #include <string>
  28
  29 BOOST_FIXTURE_TEST_SUITE(Compute_ArmComputeCl, ClContextControlFixture)
  30 using FactoryType = armnn::ClWorkloadFactory;
  31
  32 // ============================================================================
  33 // UNIT tests
  34
  35 // Activation
  36 ARMNN_AUTO_TEST_CASE(ConstantLinearActivation, ConstantLinearActivationTest)
  37
  38 ARMNN_AUTO_TEST_CASE(ReLu1Uint8, BoundedReLuUint8UpperAndLowerBoundTest)
  39 ARMNN_AUTO_TEST_CASE(ReLu6Uint8, BoundedReLuUint8UpperBoundOnlyTest)
  40
  41 ARMNN_AUTO_TEST_CASE(Logistic, SimpleSigmoidTest)
  42 ARMNN_AUTO_TEST_CASE(LogisticUint8, SimpleSigmoidUint8Test)
  43
  44 // Batch To Space
  45 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcFloat321, BatchToSpaceNdNhwcTest1<armnn::DataType::Float32>)
  46 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcFloat322, BatchToSpaceNdNhwcTest2<armnn::DataType::Float32>)
  47 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcFloat323, BatchToSpaceNdNhwcTest3<armnn::DataType::Float32>)
  48
  49 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwFloat321, BatchToSpaceNdNchwTest1<armnn::DataType::Float32>)
  50 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwFloat322, BatchToSpaceNdNchwTest2<armnn::DataType::Float32>)
  51 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwFloat323, BatchToSpaceNdNchwTest3<armnn::DataType::Float32>)
  52
  53 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcUint1, BatchToSpaceNdNhwcTest1<armnn::DataType::QuantisedAsymm8>)
  54 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcUint2, BatchToSpaceNdNhwcTest2<armnn::DataType::QuantisedAsymm8>)
  55 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcUint3, BatchToSpaceNdNhwcTest3<armnn::DataType::QuantisedAsymm8>)
  56
  57 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwUint1, BatchToSpaceNdNchwTest1<armnn::DataType::QuantisedAsymm8>)
  58 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwUint2, BatchToSpaceNdNchwTest2<armnn::DataType::QuantisedAsymm8>)
  59 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwUint3, BatchToSpaceNdNchwTest3<armnn::DataType::QuantisedAsymm8>)
  60
  61 // Fully Connected
  62 ARMNN_AUTO_TEST_CASE(SimpleFullyConnected, FullyConnectedFloat32Test, false, false)
  63 ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithBias, FullyConnectedFloat32Test, true, false)
  64 ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithTranspose, FullyConnectedFloat32Test, false, true)
  65 ARMNN_AUTO_TEST_CASE(FullyConnectedUint8, FullyConnectedTest<armnn::DataType::QuantisedAsymm8>, false)
  66 ARMNN_AUTO_TEST_CASE(FullyConnectedBiasedUint8, FullyConnectedTest<armnn::DataType::QuantisedAsymm8>, true)
  67
  68 ARMNN_AUTO_TEST_CASE(FullyConnectedLarge, FullyConnectedLargeTest, false)
  69 ARMNN_AUTO_TEST_CASE(FullyConnectedLargeTransposed, FullyConnectedLargeTest, true)
  70
  71 // Convolution
  72 ARMNN_AUTO_TEST_CASE(SimpleConvolution1d, Convolution1dTest, true)
  73
  74 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d, SimpleConvolution2d3x5Test, true, armnn::DataLayout::NCHW)
  75 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dNhwc, SimpleConvolution2d3x5Test, true, armnn::DataLayout::NHWC)
  76 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8, SimpleConvolution2d3x3Uint8Test, true, armnn::DataLayout::NCHW)
  77 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8Nhwc, SimpleConvolution2d3x3Uint8Test, true, armnn::DataLayout::NHWC)
  78 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2d, SimpleConvolution2d3x5Test, false, armnn::DataLayout::NCHW)
  79 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dNhwc, SimpleConvolution2d3x5Test, false, armnn::DataLayout::NHWC)
  80 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dStride2x2Nhwc,
  81                      SimpleConvolution2d3x3Stride2x2Test, false, armnn::DataLayout::NHWC)
  82
  83 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquare, SimpleConvolution2d3x3Test, false, armnn::DataLayout::NCHW)
  84 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPadding, Convolution2dAsymmetricPaddingTest, armnn::DataLayout::NCHW)
  85
  86 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquareNhwc, SimpleConvolution2d3x3Test, false, armnn::DataLayout::NHWC)
  87 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPaddingNhwc,
  88                      Convolution2dAsymmetricPaddingTest,
  89                      armnn::DataLayout::NHWC)
  90
  91 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dSquareNhwc, SimpleConvolution2d3x3NhwcTest, false)
  92
  93 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3,
  94                      Convolution2d3x3Dilation3x3Test<armnn::DataType::Float32, armnn::DataType::Float32>,
  95                      false,
  96                      armnn::DataLayout::NCHW)
  97 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3Nhwc,
  98                      Convolution2d3x3Dilation3x3Test<armnn::DataType::Float32, armnn::DataType::Float32>,
  99                      false,
 100                      armnn::DataLayout::NHWC)
 101 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3Uint8,
 102                      Convolution2d3x3Dilation3x3Test<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>,
 103                      false,
 104                      armnn::DataLayout::NCHW)
 105 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3NhwcUint8,
 106                      Convolution2d3x3Dilation3x3Test<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>,
 107                      false,
 108                      armnn::DataLayout::NHWC)
 109
 110 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3,
 111                      Convolution2d2x3x3Dilation3x3Test<armnn::DataType::Float32, armnn::DataType::Float32>,
 112                      false,
 113                      armnn::DataLayout::NCHW)
 114 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3Nhwc,
 115                      Convolution2d2x3x3Dilation3x3Test<armnn::DataType::Float32, armnn::DataType::Float32>,
 116                      false,
 117                      armnn::DataLayout::NHWC)
 118 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3Uint8,
 119                      Convolution2d2x3x3Dilation3x3Test<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>,
 120                      false,
 121                      armnn::DataLayout::NCHW)
 122 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3NhwcUint8,
 123                      Convolution2d2x3x3Dilation3x3Test<armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>,
 124                      false,
 125                      armnn::DataLayout::NHWC)
 126
 127 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding1x1,
 128                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test
 129                              <armnn::DataType::Float32, armnn::DataType::Float32>,
 130                      false,
 131                      armnn::DataLayout::NCHW)
 132 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding1x1TestNhwc,
 133                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test
 134                              <armnn::DataType::Float32, armnn::DataType::Float32>,
 135                      false,
 136                      armnn::DataLayout::NHWC)
 137 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding1x1TestUint8,
 138                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test
 139                              <armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>,
 140                      false,
 141                      armnn::DataLayout::NCHW)
 142 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding1x1TestNhwcUint8,
 143                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test
 144                              <armnn::DataType::QuantisedAsymm8, armnn::DataType::Signed32>,
 145                      false,
 146                      armnn::DataLayout::NHWC)
 147
 148 // Depthwise Convolution
 149 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1,
 150                      DepthwiseConvolution2dDepthMul1Test, true, armnn::DataLayout::NCHW)
 151 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1,
 152                      DepthwiseConvolution2dDepthMul1Test, false, armnn::DataLayout::NCHW)
 153 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8,
 154                      DepthwiseConvolution2dDepthMul1Uint8Test, true, armnn::DataLayout::NCHW)
 155 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8,
 156                      DepthwiseConvolution2dDepthMul1Uint8Test, false, armnn::DataLayout::NCHW)
 157
 158 // NHWC Depthwise Convolution
 159 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Nhwc,
 160                      DepthwiseConvolution2dDepthMul1Test, true, armnn::DataLayout::NHWC)
 161 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Nhwc,
 162                      DepthwiseConvolution2dDepthMul1Test, false, armnn::DataLayout::NHWC)
 163 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8Nhwc,
 164                      DepthwiseConvolution2dDepthMul1Uint8Test, true, armnn::DataLayout::NHWC)
 165 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8Nhwc,
 166                      DepthwiseConvolution2dDepthMul1Uint8Test, false, armnn::DataLayout::NHWC)
 167 ARMNN_AUTO_TEST_CASE(SimpleDepthwiseConvolution2d3x3Dilation3x3Nhwc,
 168                      SimpleDepthwiseConvolution2d3x3Dilation3x3NhwcTest)
 169
 170
 171 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthNhwc, DepthwiseConvolution2dDepthNhwcTest, false)
 172
 173 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetric,
 174                      DepthwiseConvolution2dAsymmetricTest, true, armnn::DataLayout::NCHW)
 175 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetric,
 176                      DepthwiseConvolution2dAsymmetricTest, false, armnn::DataLayout::NCHW)
 177 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetricNhwc,
 178                      DepthwiseConvolution2dAsymmetricTest, true, armnn::DataLayout::NHWC)
 179 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetricNhwc,
 180                      DepthwiseConvolution2dAsymmetricTest, false, armnn::DataLayout::NHWC)
 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<armnn::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, armnn::DataLayout::NCHW)
 223 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dNhwc, SimpleMaxPooling2dTest, armnn::DataLayout::NHWC)
 224 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8, SimpleMaxPooling2dUint8Test, armnn::DataLayout::NCHW)
 225 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8Nhwc, SimpleMaxPooling2dUint8Test, armnn::DataLayout::NHWC)
 226
 227 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2d, SimpleAveragePooling2dTest, armnn::DataLayout::NCHW)
 228 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dNhwc, SimpleAveragePooling2dTest, armnn::DataLayout::NHWC)
 229 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8, SimpleAveragePooling2dUint8Test, armnn::DataLayout::NCHW)
 230 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8Nhwc, SimpleAveragePooling2dUint8Test, armnn::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, armnn::DataLayout::NCHW)
 242 ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2dNhwc, SimpleL2Pooling2dTest, armnn::DataLayout::NHWC)
 243 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_SimpleL2Pooling2dUint8, SimpleL2Pooling2dUint8Test, armnn::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, armnn::DataLayout::NCHW)
 296 ARMNN_AUTO_TEST_CASE(L2Normalization2d, L2Normalization2dTest, armnn::DataLayout::NCHW)
 297 ARMNN_AUTO_TEST_CASE(L2Normalization3d, L2Normalization3dTest, armnn::DataLayout::NCHW)
 298 ARMNN_AUTO_TEST_CASE(L2Normalization4d, L2Normalization4dTest, armnn::DataLayout::NCHW)
 299
 300 ARMNN_AUTO_TEST_CASE(L2Normalization1dNhwc, L2Normalization1dTest, armnn::DataLayout::NHWC)
 301 ARMNN_AUTO_TEST_CASE(L2Normalization2dNhwc, L2Normalization2dTest, armnn::DataLayout::NHWC)
 302 ARMNN_AUTO_TEST_CASE(L2Normalization3dNhwc, L2Normalization3dTest, armnn::DataLayout::NHWC)
 303 ARMNN_AUTO_TEST_CASE(L2Normalization4dNhwc, L2Normalization4dTest, armnn::DataLayout::NHWC)
 304
 305 ARMNN_AUTO_TEST_CASE(L2NormalizationDefaultEpsilon, L2NormalizationDefaultEpsilonTest, armnn::DataLayout::NCHW)
 306 ARMNN_AUTO_TEST_CASE(L2NormalizationNonDefaultEpsilon, L2NormalizationNonDefaultEpsilonTest, armnn::DataLayout::NCHW)
 307
 308 // Resize Bilinear - NCHW data layout
 309 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinear, SimpleResizeBilinearTest<armnn::DataType::Float32>, armnn::DataLayout::NCHW)
 310 ARMNN_AUTO_TEST_CASE(ResizeBilinearNop, ResizeBilinearNopTest<armnn::DataType::Float32>, armnn::DataLayout::NCHW)
 311 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMin, ResizeBilinearSqMinTest<armnn::DataType::Float32>, armnn::DataLayout::NCHW)
 312 ARMNN_AUTO_TEST_CASE(ResizeBilinearMin, ResizeBilinearMinTest<armnn::DataType::Float32>, armnn::DataLayout::NCHW)
 313 ARMNN_AUTO_TEST_CASE(ResizeBilinearMag, ResizeBilinearMagTest<armnn::DataType::Float32>, armnn::DataLayout::NCHW)
 314
 315 // Resize Bilinear - NHWC data layout
 316 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopNhwc,
 317                      ResizeBilinearNopTest<armnn::DataType::Float32>,
 318                      armnn::DataLayout::NHWC)
 319 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearNhwc,
 320                      SimpleResizeBilinearTest<armnn::DataType::Float32>,
 321                      armnn::DataLayout::NHWC)
 322 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinNhwc,
 323                      ResizeBilinearSqMinTest<armnn::DataType::Float32>,
 324                      armnn::DataLayout::NHWC)
 325 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinNhwc,
 326                      ResizeBilinearMinTest<armnn::DataType::Float32>,
 327                      armnn::DataLayout::NHWC)
 328 ARMNN_AUTO_TEST_CASE(ResizeBilinearMagNhwc,
 329                      ResizeBilinearMagTest<armnn::DataType::Float32>,
 330                      armnn::DataLayout::NHWC)
 331
 332 // Constant
 333 ARMNN_AUTO_TEST_CASE(Constant, ConstantTest)
 334 ARMNN_AUTO_TEST_CASE(ConstantUint8, ConstantUint8SimpleQuantizationScaleNoOffsetTest)
 335
 336 // Concat
 337 ARMNN_AUTO_TEST_CASE(Concatenation1d, Concatenation1dTest)
 338 ARMNN_AUTO_TEST_CASE(Concatenation1dUint8, Concatenation1dUint8Test)
 339
 340 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0, Concatenation2dDim0Test)
 341 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0Uint8, Concatenation2dDim0Uint8Test)
 342 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1, Concatenation2dDim1Test)
 343 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1Uint8, Concatenation2dDim1Uint8Test)
 344
 345 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDims, Concatenation2dDim0DiffInputDimsTest)
 346 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDimsUint8, Concatenation2dDim0DiffInputDimsUint8Test)
 347 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDims, Concatenation2dDim1DiffInputDimsTest)
 348 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDimsUint8, Concatenation2dDim1DiffInputDimsUint8Test)
 349
 350 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0, Concatenation3dDim0Test)
 351 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0Uint8, Concatenation3dDim0Uint8Test)
 352 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1, Concatenation3dDim1Test)
 353 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1Uint8, Concatenation3dDim1Uint8Test)
 354 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2, Concatenation3dDim2Test, false)
 355 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2Uint8, Concatenation3dDim2Uint8Test, false)
 356
 357 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDims, Concatenation3dDim0DiffInputDimsTest)
 358 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDimsUint8, Concatenation3dDim0DiffInputDimsUint8Test)
 359 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDims, Concatenation3dDim1DiffInputDimsTest)
 360 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDimsUint8, Concatenation3dDim1DiffInputDimsUint8Test)
 361 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDims, Concatenation3dDim2DiffInputDimsTest, false)
 362 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDimsUint8, Concatenation3dDim2DiffInputDimsUint8Test, false)
 363
 364 ARMNN_AUTO_TEST_CASE(Concatenation4dDim0, Concatenation4dDim0Test)
 365 ARMNN_AUTO_TEST_CASE(Concatenation4dDim1, Concatenation4dDim1Test)
 366 ARMNN_AUTO_TEST_CASE(Concatenation4dDim3, Concatenation4dDim3Test, false)
 367 ARMNN_AUTO_TEST_CASE(Concatenation4dDim0Uint8, Concatenation4dDim0Uint8Test)
 368 ARMNN_AUTO_TEST_CASE(Concatenation4dDim1Uint8, Concatenation4dDim1Uint8Test)
 369 ARMNN_AUTO_TEST_CASE(Concatenation4dDim3Uint8, Concatenation4dDim3Uint8Test, false)
 370
 371 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim0, Concatenation4dDiffShapeDim0Test)
 372 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim1, Concatenation4dDiffShapeDim1Test)
 373 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim3, Concatenation4dDiffShapeDim3Test, false)
 374 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim0Uint8, Concatenation4dDiffShapeDim0Uint8Test)
 375 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim1Uint8, Concatenation4dDiffShapeDim1Uint8Test)
 376 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim3Uint8, Concatenation4dDiffShapeDim3Uint8Test, false)
 377
 378 // Floor
 379 ARMNN_AUTO_TEST_CASE(SimpleFloor, SimpleFloorTest<armnn::DataType::Float32>)
 380
 381 // Reshape
 382 ARMNN_AUTO_TEST_CASE(SimpleReshapeFloat32, SimpleReshapeTest<armnn::DataType::Float32>)
 383 ARMNN_AUTO_TEST_CASE(SimpleReshapeUint8, SimpleReshapeTest<armnn::DataType::QuantisedAsymm8>)
 384
 385 // Pad
 386 ARMNN_AUTO_TEST_CASE(PadFloat322d, PadFloat322dTest)
 387 ARMNN_AUTO_TEST_CASE(PadFloat322dCustomPadding, PadFloat322dCustomPaddingTest)
 388 ARMNN_AUTO_TEST_CASE(PadFloat323d, PadFloat323dTest)
 389 ARMNN_AUTO_TEST_CASE(PadFloat324d, PadFloat324dTest)
 390
 391 ARMNN_AUTO_TEST_CASE(PadUint82d, PadUint82dTest)
 392 ARMNN_AUTO_TEST_CASE(PadUint82dCustomPadding, PadUint82dCustomPaddingTest)
 393 ARMNN_AUTO_TEST_CASE(PadUint83d, PadUint83dTest)
 394 ARMNN_AUTO_TEST_CASE(PadUint84d, PadUint84dTest)
 395
 396 ARMNN_AUTO_TEST_CASE(Pad2dQSymm16, Pad2dTestCommon<armnn::DataType::QuantisedSymm16>, 2.0f, 0, 0.0f)
 397 ARMNN_AUTO_TEST_CASE(Pad2dQSymm16CustomPadding, Pad2dTestCommon<armnn::DataType::QuantisedSymm16>, 2.0f, 0, 1.0f)
 398 ARMNN_AUTO_TEST_CASE(Pad3dQSymm16, Pad3dTestCommon<armnn::DataType::QuantisedSymm16>, 2.0f, 0)
 399 ARMNN_AUTO_TEST_CASE(Pad4dQSymm16, Pad4dTestCommon<armnn::DataType::QuantisedSymm16>, 2.0f, 0)
 400
 401 // PReLU
 402 ARMNN_AUTO_TEST_CASE(PreluFloat32, PreluTest<armnn::DataType::Float32>)
 403 ARMNN_AUTO_TEST_CASE(PreluUint8,   PreluTest<armnn::DataType::QuantisedAsymm8>)
 404
 405 // Permute
 406 ARMNN_AUTO_TEST_CASE(SimplePermuteFloat32, SimplePermuteTest<armnn::DataType::Float32>)
 407 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet1Test, PermuteValueSet1Test<armnn::DataType::Float32>)
 408 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet2Test, PermuteValueSet2Test<armnn::DataType::Float32>)
 409 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet3Test, PermuteValueSet3Test<armnn::DataType::Float32>)
 410 ARMNN_AUTO_TEST_CASE(SimplePermuteQASymm8, SimplePermuteTest<armnn::DataType::QuantisedAsymm8>)
 411 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet1Test, PermuteValueSet1Test<armnn::DataType::QuantisedAsymm8>)
 412 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet2Test, PermuteValueSet2Test<armnn::DataType::QuantisedAsymm8>)
 413 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet3Test, PermuteValueSet3Test<armnn::DataType::QuantisedAsymm8>)
 414
 415 // Lstm
 416 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32WithCifgWithPeepholeNoProjection,
 417                      LstmLayerFloat32WithCifgWithPeepholeNoProjectionTest)
 418 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgNoPeepholeNoProjection,
 419                      LstmLayerFloat32NoCifgNoPeepholeNoProjectionTest)
 420 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjection,
 421                      LstmLayerFloat32NoCifgWithPeepholeWithProjectionTest)
 422
 423 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjectionWithLayerNorm,
 424                      LstmLayerFloat32NoCifgWithPeepholeWithProjectionWithLayerNormTest)
 425
 426 // Convert from Float16 to Float32
 427 ARMNN_AUTO_TEST_CASE(SimpleConvertFp16ToFp32, SimpleConvertFp16ToFp32Test)
 428 // Convert from Float32 to Float16
 429 ARMNN_AUTO_TEST_CASE(SimpleConvertFp32ToFp16, SimpleConvertFp32ToFp16Test)
 430
 431 ARMNN_AUTO_TEST_CASE(AdditionAfterMaxPool, AdditionAfterMaxPoolTest)
 432
 433 //Max
 434 ARMNN_AUTO_TEST_CASE(MaximumSimple, MaximumSimpleTest)
 435 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1Element, MaximumBroadcast1ElementTest)
 436 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1DVector, MaximumBroadcast1DVectorTest)
 437 ARMNN_AUTO_TEST_CASE(MaximumUint8, MaximumUint8Test)
 438 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1ElementUint8, MaximumBroadcast1ElementUint8Test)
 439 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1DVectorUint8, MaximumBroadcast1DVectorUint8Test)
 440
 441 // Mean
 442 ARMNN_AUTO_TEST_CASE(MeanSimpleFloat32, MeanSimpleTest<armnn::DataType::Float32>)
 443 ARMNN_AUTO_TEST_CASE(MeanSimpleAxisFloat32, MeanSimpleAxisTest<armnn::DataType::Float32>)
 444 ARMNN_AUTO_TEST_CASE(MeanKeepDimsFloat32, MeanKeepDimsTest<armnn::DataType::Float32>)
 445 ARMNN_AUTO_TEST_CASE(MeanMultipleDimsFloat32, MeanMultipleDimsTest<armnn::DataType::Float32>)
 446 ARMNN_AUTO_TEST_CASE(MeanVts1Float32, MeanVts1Test<armnn::DataType::Float32>)
 447 ARMNN_AUTO_TEST_CASE(MeanVts2Float32, MeanVts2Test<armnn::DataType::Float32>)
 448 ARMNN_AUTO_TEST_CASE(MeanVts3Float32, MeanVts3Test<armnn::DataType::Float32>)
 449
 450 ARMNN_AUTO_TEST_CASE(MeanSimpleQuantisedAsymm8, MeanSimpleTest<armnn::DataType::QuantisedAsymm8>)
 451 ARMNN_AUTO_TEST_CASE(MeanSimpleAxisQuantisedAsymm8, MeanSimpleAxisTest<armnn::DataType::QuantisedAsymm8>)
 452 ARMNN_AUTO_TEST_CASE(MeanKeepDimsQuantisedAsymm8, MeanKeepDimsTest<armnn::DataType::QuantisedAsymm8>)
 453 ARMNN_AUTO_TEST_CASE(MeanMultipleDimsQuantisedAsymm8, MeanMultipleDimsTest<armnn::DataType::QuantisedAsymm8>)
 454 ARMNN_AUTO_TEST_CASE(MeanVts1QuantisedAsymm8, MeanVts1Test<armnn::DataType::QuantisedAsymm8>)
 455 ARMNN_AUTO_TEST_CASE(MeanVts2QuantisedAsymm8, MeanVts2Test<armnn::DataType::QuantisedAsymm8>)
 456 ARMNN_AUTO_TEST_CASE(MeanVts3QuantisedAsymm8, MeanVts3Test<armnn::DataType::QuantisedAsymm8>)
 457
 458 // Minimum
 459 ARMNN_AUTO_TEST_CASE(MinimumBroadcast1Element1, MinimumBroadcast1ElementTest1)
 460 ARMNN_AUTO_TEST_CASE(MinimumBroadcast1Element2, MinimumBroadcast1ElementTest2)
 461 ARMNN_AUTO_TEST_CASE(MinimumBroadcast1DVectorUint8, MinimumBroadcast1DVectorUint8Test)
 462
 463 // Greater
 464 ARMNN_AUTO_TEST_CASE(SimpleGreater, GreaterSimpleTest)
 465 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1Element, GreaterBroadcast1ElementTest)
 466 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1DVector, GreaterBroadcast1DVectorTest)
 467 ARMNN_AUTO_TEST_CASE(GreaterUint8, GreaterUint8Test)
 468 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1ElementUint8, GreaterBroadcast1ElementUint8Test)
 469 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1DVectorUint8, GreaterBroadcast1DVectorUint8Test)
 470
 471 // Softmax
 472 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1, SimpleSoftmaxTest, 1.0f)
 473 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2, SimpleSoftmaxTest, 2.0f)
 474 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1Uint8, SimpleSoftmaxUint8Test, 1.0f)
 475 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2Uint8, SimpleSoftmaxUint8Test, 2.0f)
 476
 477 ARMNN_AUTO_TEST_CASE(Simple3dSoftmax, Simple3dSoftmaxTest, 1.0f)
 478 ARMNN_AUTO_TEST_CASE(Simple3dSoftmaxUint8, Simple3dSoftmaxUint8Test, 1.0f)
 479
 480 ARMNN_AUTO_TEST_CASE(Simple4dSoftmax, Simple4dSoftmaxTest, 1.0f)
 481 ARMNN_AUTO_TEST_CASE(Simple4dSoftmaxUint8, Simple4dSoftmaxUint8Test, 1.0f)
 482
 483 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta1WithReference, CompareSoftmaxTest, 1.0f)
 484 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta2WithReference, CompareSoftmaxTest, 2.0f)
 485 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxUint8, CompareSoftmaxUint8Test, 1.0f)
 486
 487 // Space To Batch Nd
 488 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleFloat32, SpaceToBatchNdSimpleFloat32Test)
 489 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsFloat32, SpaceToBatchNdMultiChannelsFloat32Test)
 490 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockFloat32, SpaceToBatchNdMultiBlockFloat32Test)
 491 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingFloat32, SpaceToBatchNdPaddingFloat32Test)
 492
 493 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleUint8, SpaceToBatchNdSimpleUint8Test)
 494 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsUint8, SpaceToBatchNdMultiChannelsUint8Test)
 495 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockUint8, SpaceToBatchNdMultiBlockUint8Test)
 496 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingUint8, SpaceToBatchNdPaddingUint8Test)
 497
 498 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleNHWCFloat32, SpaceToBatchNdSimpleNHWCFloat32Test)
 499 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsNHWCFloat32, SpaceToBatchNdMultiChannelsNHWCFloat32Test)
 500 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockNHWCFloat32, SpaceToBatchNdMultiBlockNHWCFloat32Test)
 501 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingNHWCFloat32, SpaceToBatchNdPaddingNHWCFloat32Test)
 502
 503 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleNHWCUint8, SpaceToBatchNdSimpleNHWCUint8Test)
 504 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsNHWCUint8, SpaceToBatchNdMultiChannelsNHWCUint8Test)
 505 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockNHWCUint8, SpaceToBatchNdMultiBlockNHWCUint8Test)
 506 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingNHWCUint8, SpaceToBatchNdPaddingNHWCUint8Test)
 507
 508 // Space To Depth
 509 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHWAsymmQ8, SpaceToDepthNCHWAsymmQ8Test)
 510 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWCAsymmQ8, SpaceToDepthNHWCAsymmQ8Test)
 511
 512 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWC1Float32, SpaceToDepthNHWCFloat32Test1)
 513 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHW1Float32, SpaceToDepthNCHWFloat32Test1)
 514
 515 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWC2Float32, SpaceToDepthNHWCFloat32Test2)
 516 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHW2Float32, SpaceToDepthNCHWFloat32Test2)
 517
 518 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWCQSymm16, SpaceToDepthNHWCQSymm16Test)
 519 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHWQSymm16, SpaceToDepthNCHWQSymm16Test)
 520
 521 // Strided Slice
 522 ARMNN_AUTO_TEST_CASE(StridedSlice4DFloat32, StridedSlice4DFloat32Test)
 523 ARMNN_AUTO_TEST_CASE(StridedSlice4DReverseFloat32, StridedSlice4DReverseFloat32Test)
 524 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleStrideFloat32, StridedSliceSimpleStrideFloat32Test)
 525 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleRangeMaskFloat32, StridedSliceSimpleRangeMaskFloat32Test)
 526 ARMNN_AUTO_TEST_CASE(StridedSliceShrinkAxisMaskFloat32, StridedSliceShrinkAxisMaskFloat32Test)
 527 ARMNN_AUTO_TEST_CASE(StridedSlice3DFloat32, StridedSlice3DFloat32Test)
 528 ARMNN_AUTO_TEST_CASE(StridedSlice3DReverseFloat32, StridedSlice3DReverseFloat32Test)
 529 ARMNN_AUTO_TEST_CASE(StridedSlice2DFloat32, StridedSlice2DFloat32Test)
 530 ARMNN_AUTO_TEST_CASE(StridedSlice2DReverseFloat32, StridedSlice2DReverseFloat32Test)
 531
 532 ARMNN_AUTO_TEST_CASE(StridedSlice4DUint8, StridedSlice4DUint8Test)
 533 ARMNN_AUTO_TEST_CASE(StridedSlice4DReverseUint8, StridedSlice4DReverseUint8Test)
 534 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleStrideUint8, StridedSliceSimpleStrideUint8Test)
 535 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleRangeMaskUint8, StridedSliceSimpleRangeMaskUint8Test)
 536 ARMNN_AUTO_TEST_CASE(StridedSliceShrinkAxisMaskUint8, StridedSliceShrinkAxisMaskUint8Test)
 537 ARMNN_AUTO_TEST_CASE(StridedSlice3DUint8, StridedSlice3DUint8Test)
 538 ARMNN_AUTO_TEST_CASE(StridedSlice3DReverseUint8, StridedSlice3DReverseUint8Test)
 539 ARMNN_AUTO_TEST_CASE(StridedSlice2DUint8, StridedSlice2DUint8Test)
 540 ARMNN_AUTO_TEST_CASE(StridedSlice2DReverseUint8, StridedSlice2DReverseUint8Test)
 541
 542 // Quantize
 543 ARMNN_AUTO_TEST_CASE(QuantizeSimpleUint8, QuantizeSimpleUint8Test)
 544 ARMNN_AUTO_TEST_CASE(QuantizeClampUint8, QuantizeClampUint8Test)
 545
 546 // Dequantize
 547 // NOTE: current clframework (46a49a0a8206f0efa7afd514940e180a88ffd732)
 548 //       CLDequantizationLayerKernel accepts DataType::QASYMM8 input
 549 //       and can output DataType::F16 or DataType::F32
 550 ARMNN_AUTO_TEST_CASE(DequantizeSimpleUint8, DequantizeSimpleUint8Test)
 551 ARMNN_AUTO_TEST_CASE(DequantizeOffsetUint8, DequantizeOffsetUint8Test)
 552
 553 // TransposeConvolution2d
 554 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dFloatNchw, SimpleTransposeConvolution2dFloatNchwTest)
 555 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dFloatNhwc, SimpleTransposeConvolution2dFloatNhwcTest)
 556 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dUint8Nchw, SimpleTransposeConvolution2dUint8NchwTest)
 557 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dUint8Nhwc, SimpleTransposeConvolution2dUint8NhwcTest)
 558
 559 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dFloatNchw, UnbiasedSimpleTransposeConvolution2dFloatNchwTest)
 560 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dFloatNhwc, UnbiasedSimpleTransposeConvolution2dFloatNhwcTest)
 561 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dUint8Nchw, UnbiasedSimpleTransposeConvolution2dUint8NchwTest)
 562 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dUint8Nhwc, UnbiasedSimpleTransposeConvolution2dUint8NhwcTest)
 563
 564 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dFloatNchw, PaddedTransposeConvolution2dFloatNchwTest)
 565 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dFloatNhwc, PaddedTransposeConvolution2dFloatNhwcTest)
 566 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dUint8Nchw, PaddedTransposeConvolution2dUint8NchwTest)
 567 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dUint8Nhwc, PaddedTransposeConvolution2dUint8NhwcTest)
 568
 569 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dFloatNchw, UnbiasedPaddedTransposeConvolution2dFloatNchwTest)
 570 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dFloatNhwc, UnbiasedPaddedTransposeConvolution2dFloatNhwcTest)
 571 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dUint8Nchw, UnbiasedPaddedTransposeConvolution2dUint8NchwTest)
 572 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dUint8Nhwc, UnbiasedPaddedTransposeConvolution2dUint8NhwcTest)
 573
 574 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dFloatNhwc, StridedTransposeConvolution2dFloatNhwcTest)
 575 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dFloatNchw, StridedTransposeConvolution2dFloatNchwTest)
 576 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dUint8Nhwc, StridedTransposeConvolution2dUint8NhwcTest)
 577 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dUint8Nchw, StridedTransposeConvolution2dUint8NchwTest)
 578
 579 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dFloatNhwc, UnbiasedStridedTransposeConvolution2dFloatNhwcTest)
 580 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dFloatNchw, UnbiasedStridedTransposeConvolution2dFloatNchwTest)
 581 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dUint8Nhwc, UnbiasedStridedTransposeConvolution2dUint8NhwcTest)
 582 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dUint8Nchw, UnbiasedStridedTransposeConvolution2dUint8NchwTest)
 583
 584 // ============================================================================
 585 // COMPARE tests
 586
 587 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareConv2dWithReference, CompareConvolution2dTest)
 588
 589 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32,
 590                                  CompareDepthwiseConvolution2dFloatTest,
 591                                  armnn::DataLayout::NCHW)
 592 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8,
 593                                  CompareDepthwiseConvolution2dUint8Test,
 594                                  armnn::DataLayout::NCHW)
 595
 596 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32Nhwc,
 597                                  CompareDepthwiseConvolution2dFloatTest,
 598                                  armnn::DataLayout::NHWC)
 599 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8Nhwc,
 600                                  CompareDepthwiseConvolution2dUint8Test,
 601                                  armnn::DataLayout::NHWC)
 602
 603 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationWithinWithReference, CompareNormalizationTest,
 604                                  armnn::NormalizationAlgorithmChannel::Within,
 605                                  armnn::NormalizationAlgorithmMethod::LocalBrightness)
 606 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationAcrossWithReference, CompareNormalizationTest,
 607                                  armnn::NormalizationAlgorithmChannel::Across,
 608                                  armnn::NormalizationAlgorithmMethod::LocalBrightness)
 609
 610 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMaxPooling2dWithRef, ComparePooling2dTest, armnn::PoolingAlgorithm::Max)
 611
 612 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithRef, ComparePooling2dTest, armnn::PoolingAlgorithm::Average)
 613 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithRefUint8, ComparePooling2dUint8Test,
 614                                  armnn::PoolingAlgorithm::Average)
 615
 616 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareL2Pooling2dWithRef, ComparePooling2dTest, armnn::PoolingAlgorithm::L2)
 617
 618 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAddition, CompareAdditionTest)
 619
 620 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMultiplicationWithRef, CompareMultiplicationTest)
 621
 622 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareBatchNorm, CompareBatchNormTest)
 623
 624 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareReLu1, CompareBoundedReLuTest, 1.0f, -1.0f)
 625 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareReLu6, CompareBoundedReLuTest, 6.0f, 0.0f)
 626
 627 // ============================================================================
 628 // FIXTURE tests
 629
 630 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSigmoidActivationWithReference, ActivationFixture,
 631                                     CompareActivationTest, armnn::ActivationFunction::Sigmoid, 5u)
 632
 633 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareTanhActivationWithReference, ActivationFixture,
 634                                     CompareActivationTest, armnn::ActivationFunction::TanH, 5u)
 635
 636 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLinearActivationWithReference, ActivationFixture,
 637                                     CompareActivationTest, armnn::ActivationFunction::Linear, 5u)
 638
 639 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareReLuActivationWithReference, ActivationFixture,
 640                                     CompareActivationTest, armnn::ActivationFunction::ReLu, 5u)
 641
 642 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReference, ActivationFixture,
 643                                     CompareActivationTest, armnn::ActivationFunction::BoundedReLu, 5u)
 644 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReferenceUint8, ActivationFixture,
 645                                     CompareActivationUint8Test, armnn::ActivationFunction::BoundedReLu)
 646
 647 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSoftReLuActivationWithReference, ActivationFixture,
 648                                     CompareActivationTest, armnn::ActivationFunction::SoftReLu, 5u)
 649
 650 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLeakyReLuActivationWithReference, ActivationFixture,
 651                                     CompareActivationTest, armnn::ActivationFunction::LeakyReLu, 5u)
 652
 653 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareAbsActivationWithReference, ActivationFixture,
 654                                     CompareActivationTest, armnn::ActivationFunction::Abs, 5u)
 655
 656 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSqrtActivationWithReference, PositiveActivationFixture,
 657                                     CompareActivationTest, armnn::ActivationFunction::Sqrt, 5u)
 658
 659 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSquareActivationWithReference, ActivationFixture,
 660                                     CompareActivationTest, armnn::ActivationFunction::Square, 5u)
 661
 662 BOOST_AUTO_TEST_SUITE_END()