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 <backendsCommon/test/ActivationFixture.hpp>
  17 #include <backendsCommon/test/LayerTests.hpp>
  18 #include <backendsCommon/test/PermuteTestImpl.hpp>
  19 #include <backendsCommon/test/TransposeConvolution2dTestImpl.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
  31 using namespace armnn;
  32
  33 using FactoryType = ClWorkloadFactory;
  34
  35 // ============================================================================
  36 // UNIT tests
  37
  38 // Activation
  39 ARMNN_AUTO_TEST_CASE(ConstantLinearActivation, ConstantLinearActivationTest)
  40
  41 ARMNN_AUTO_TEST_CASE(ReLu1Uint8, BoundedReLuUint8UpperAndLowerBoundTest)
  42 ARMNN_AUTO_TEST_CASE(ReLu6Uint8, BoundedReLuUint8UpperBoundOnlyTest)
  43
  44 ARMNN_AUTO_TEST_CASE(Logistic, SimpleSigmoidTest)
  45 ARMNN_AUTO_TEST_CASE(LogisticUint8, SimpleSigmoidUint8Test)
  46
  47 // Batch To Space
  48 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcFloat321, BatchToSpaceNdNhwcTest1<DataType::Float32>)
  49 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcFloat322, BatchToSpaceNdNhwcTest2<DataType::Float32>)
  50 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcFloat323, BatchToSpaceNdNhwcTest3<DataType::Float32>)
  51
  52 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwFloat321, BatchToSpaceNdNchwTest1<DataType::Float32>)
  53 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwFloat322, BatchToSpaceNdNchwTest2<DataType::Float32>)
  54 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwFloat323, BatchToSpaceNdNchwTest3<DataType::Float32>)
  55
  56 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcUint1, BatchToSpaceNdNhwcTest1<DataType::QuantisedAsymm8>)
  57 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcUint2, BatchToSpaceNdNhwcTest2<DataType::QuantisedAsymm8>)
  58 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNhwcUint3, BatchToSpaceNdNhwcTest3<DataType::QuantisedAsymm8>)
  59
  60 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwUint1, BatchToSpaceNdNchwTest1<DataType::QuantisedAsymm8>)
  61 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwUint2, BatchToSpaceNdNchwTest2<DataType::QuantisedAsymm8>)
  62 ARMNN_AUTO_TEST_CASE(BatchToSpaceNdNchwUint3, BatchToSpaceNdNchwTest3<DataType::QuantisedAsymm8>)
  63
  64 // Fully Connected
  65 ARMNN_AUTO_TEST_CASE(SimpleFullyConnected, FullyConnectedFloat32Test, false, false)
  66 ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithBias, FullyConnectedFloat32Test, true, false)
  67 ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithTranspose, FullyConnectedFloat32Test, false, true)
  68 ARMNN_AUTO_TEST_CASE(FullyConnectedUint8, FullyConnectedTest<DataType::QuantisedAsymm8>, false)
  69 ARMNN_AUTO_TEST_CASE(FullyConnectedBiasedUint8, FullyConnectedTest<DataType::QuantisedAsymm8>, true)
  70
  71 ARMNN_AUTO_TEST_CASE(FullyConnectedLarge, FullyConnectedLargeTest, false)
  72 ARMNN_AUTO_TEST_CASE(FullyConnectedLargeTransposed, FullyConnectedLargeTest, true)
  73
  74 // Convolution
  75 ARMNN_AUTO_TEST_CASE(SimpleConvolution1d, Convolution1dTest, true)
  76
  77 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d, SimpleConvolution2d3x5Test, true, DataLayout::NCHW)
  78 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dNhwc, SimpleConvolution2d3x5Test, true, DataLayout::NHWC)
  79 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8, SimpleConvolution2d3x3Uint8Test, true, DataLayout::NCHW)
  80 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8Nhwc, SimpleConvolution2d3x3Uint8Test, true, DataLayout::NHWC)
  81 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2d, SimpleConvolution2d3x5Test, false, DataLayout::NCHW)
  82 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dNhwc, SimpleConvolution2d3x5Test, false, DataLayout::NHWC)
  83 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dStride2x2Nhwc,
  84                      SimpleConvolution2d3x3Stride2x2Test, false, DataLayout::NHWC)
  85
  86 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquare, SimpleConvolution2d3x3Test, false, DataLayout::NCHW)
  87 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPadding, Convolution2dAsymmetricPaddingTest, DataLayout::NCHW)
  88
  89 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquareNhwc, SimpleConvolution2d3x3Test, false, DataLayout::NHWC)
  90 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPaddingNhwc,
  91                      Convolution2dAsymmetricPaddingTest,
  92                      DataLayout::NHWC)
  93
  94 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dSquareNhwc, SimpleConvolution2d3x3NhwcTest, false)
  95
  96 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3,
  97                      Convolution2d3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
  98                      false,
  99                      DataLayout::NCHW)
 100 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3Nhwc,
 101                      Convolution2d3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
 102                      false,
 103                      DataLayout::NHWC)
 104 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3Uint8,
 105                      Convolution2d3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
 106                      false,
 107                      DataLayout::NCHW)
 108 ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3NhwcUint8,
 109                      Convolution2d3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
 110                      false,
 111                      DataLayout::NHWC)
 112 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3,
 113                      Convolution2d2x3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
 114                      false,
 115                      DataLayout::NCHW)
 116 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3Nhwc,
 117                      Convolution2d2x3x3Dilation3x3Test<DataType::Float32, DataType::Float32>,
 118                      false,
 119                      DataLayout::NHWC)
 120 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3Uint8,
 121                      Convolution2d2x3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
 122                      false,
 123                      DataLayout::NCHW)
 124 ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3NhwcUint8,
 125                      Convolution2d2x3x3Dilation3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
 126                      false,
 127                      DataLayout::NHWC)
 128 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3,
 129                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test<DataType::Float32, DataType::Float32>,
 130                      false,
 131                      DataLayout::NCHW)
 132 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3Nhwc,
 133                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test<DataType::Float32, DataType::Float32>,
 134                      false,
 135                      DataLayout::NHWC)
 136 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3Uint8,
 137                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
 138                      false,
 139                      DataLayout::NCHW)
 140 ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3NhwcUint8,
 141                      Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test<DataType::QuantisedAsymm8, DataType::Signed32>,
 142                      false,
 143                      DataLayout::NHWC)
 144
 145 // Depthwise Convolution
 146 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1,
 147                      DepthwiseConvolution2dDepthMul1Test, true, DataLayout::NCHW)
 148 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1,
 149                      DepthwiseConvolution2dDepthMul1Test, false, DataLayout::NCHW)
 150 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8,
 151                      DepthwiseConvolution2dDepthMul1Uint8Test, true, DataLayout::NCHW)
 152 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8,
 153                      DepthwiseConvolution2dDepthMul1Uint8Test, false, DataLayout::NCHW)
 154
 155 // NHWC Depthwise Convolution
 156 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Nhwc,
 157                      DepthwiseConvolution2dDepthMul1Test, true, DataLayout::NHWC)
 158 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Nhwc,
 159                      DepthwiseConvolution2dDepthMul1Test, false, DataLayout::NHWC)
 160 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8Nhwc,
 161                      DepthwiseConvolution2dDepthMul1Uint8Test, true, DataLayout::NHWC)
 162 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8Nhwc,
 163                      DepthwiseConvolution2dDepthMul1Uint8Test, false, DataLayout::NHWC)
 164 ARMNN_AUTO_TEST_CASE(SimpleDepthwiseConvolution2d3x3Dilation3x3Nhwc,
 165                      SimpleDepthwiseConvolution2d3x3Dilation3x3NhwcTest)
 166
 167
 168 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthNhwc, DepthwiseConvolution2dDepthNhwcTest, false)
 169
 170 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetric,
 171                      DepthwiseConvolution2dAsymmetricTest, true, DataLayout::NCHW)
 172 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetric,
 173                      DepthwiseConvolution2dAsymmetricTest, false, DataLayout::NCHW)
 174 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetricNhwc,
 175                      DepthwiseConvolution2dAsymmetricTest, true, DataLayout::NHWC)
 176 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetricNhwc,
 177                      DepthwiseConvolution2dAsymmetricTest, false, DataLayout::NHWC)
 178
 179 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul64, DepthwiseConvolution2dDepthMul64Test);
 180
 181 // Splitter
 182 ARMNN_AUTO_TEST_CASE(SimpleSplitter, SplitterTest)
 183 ARMNN_AUTO_TEST_CASE(SimpleSplitterUint8, SplitterUint8Test)
 184
 185 ARMNN_AUTO_TEST_CASE(CopyViaSplitter, CopyViaSplitterTest)
 186 ARMNN_AUTO_TEST_CASE(CopyViaSplitterUint8, CopyViaSplitterUint8Test)
 187
 188 // Concat
 189 ARMNN_AUTO_TEST_CASE(SimpleConcat, ConcatTest)
 190 ARMNN_AUTO_TEST_CASE(ConcatUint8, ConcatUint8Test)
 191 ARMNN_AUTO_TEST_CASE(ConcatUint8DifferentInputOutputQParam,
 192                      ConcatDifferentInputOutputQParamTest<DataType::QuantisedAsymm8>, false)
 193
 194 // Normalization
 195 ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcross, SimpleNormalizationAcrossTest)
 196 ARMNN_AUTO_TEST_CASE(SimpleNormalizationWithin, SimpleNormalizationWithinTest)
 197 ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcrossNhwc, SimpleNormalizationAcrossNhwcTest)
 198
 199 // Pooling
 200 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4, SimpleMaxPooling2dSize3x3Stride2x4Test, true)
 201 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4Uint8, SimpleMaxPooling2dSize3x3Stride2x4Uint8Test, true)
 202
 203 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2d, IgnorePaddingSimpleMaxPooling2dTest)
 204 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2dUint8, IgnorePaddingSimpleMaxPooling2dUint8Test)
 205 ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3, IgnorePaddingMaxPooling2dSize3Test)
 206 ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3Uint8, IgnorePaddingMaxPooling2dSize3Uint8Test)
 207
 208 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2d, IgnorePaddingSimpleAveragePooling2dTest)
 209 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dUint8, IgnorePaddingSimpleAveragePooling2dUint8Test)
 210 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPadding, IgnorePaddingSimpleAveragePooling2dNoPaddingTest)
 211 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPaddingUint8,
 212                      IgnorePaddingSimpleAveragePooling2dNoPaddingUint8Test)
 213 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3, IgnorePaddingAveragePooling2dSize3Test)
 214 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3Uint8, IgnorePaddingAveragePooling2dSize3Uint8Test)
 215
 216 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleL2Pooling2d, IgnorePaddingSimpleL2Pooling2dTest)
 217 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingSimpleL2Pooling2dUint8, IgnorePaddingSimpleL2Pooling2dUint8Test)
 218 ARMNN_AUTO_TEST_CASE(IgnorePaddingL2Pooling2dSize3, IgnorePaddingL2Pooling2dSize3Test)
 219 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingL2Pooling2dSize3Uint8, IgnorePaddingL2Pooling2dSize3Uint8Test)
 220
 221 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2d, SimpleMaxPooling2dTest, DataLayout::NCHW)
 222 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dNhwc, SimpleMaxPooling2dTest, DataLayout::NHWC)
 223 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8, SimpleMaxPooling2dUint8Test, DataLayout::NCHW)
 224 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8Nhwc, SimpleMaxPooling2dUint8Test, DataLayout::NHWC)
 225
 226 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2d, SimpleAveragePooling2dTest, DataLayout::NCHW)
 227 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dNhwc, SimpleAveragePooling2dTest, DataLayout::NHWC)
 228 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8, SimpleAveragePooling2dUint8Test, DataLayout::NCHW)
 229 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8Nhwc, SimpleAveragePooling2dUint8Test, DataLayout::NHWC)
 230
 231 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2,
 232                      IgnorePaddingAveragePooling2dSize3x2Stride2x2Test,
 233                      false)
 234 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2NoPadding,
 235                      IgnorePaddingAveragePooling2dSize3x2Stride2x2Test,
 236                      true)
 237 ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2d, LargeTensorsAveragePooling2dTest)
 238 ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2dUint8, LargeTensorsAveragePooling2dUint8Test)
 239
 240 ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2d, SimpleL2Pooling2dTest, DataLayout::NCHW)
 241 ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2dNhwc, SimpleL2Pooling2dTest, DataLayout::NHWC)
 242 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_SimpleL2Pooling2dUint8, SimpleL2Pooling2dUint8Test, DataLayout::NCHW)
 243
 244 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride1, L2Pooling2dSize3Stride1Test)
 245 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride1Uint8, L2Pooling2dSize3Stride1Uint8Test)
 246 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride3, L2Pooling2dSize3Stride3Test)
 247 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride3Uint8, L2Pooling2dSize3Stride3Uint8Test)
 248 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride4, L2Pooling2dSize3Stride4Test)
 249 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride4Uint8, L2Pooling2dSize3Stride4Uint8Test)
 250 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize7, L2Pooling2dSize7Test)
 251 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize7Uint8, L2Pooling2dSize7Uint8Test)
 252 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize9, L2Pooling2dSize9Test)
 253 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize9Uint8, L2Pooling2dSize9Uint8Test)
 254
 255 // Add
 256 ARMNN_AUTO_TEST_CASE(SimpleAdd, AdditionTest)
 257 ARMNN_AUTO_TEST_CASE(Add5d, Addition5dTest)
 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 ARMNN_AUTO_TEST_CASE(Multiplication5d, Multiplication5dTest)
 290
 291 // Batch Norm
 292 ARMNN_AUTO_TEST_CASE(BatchNorm, BatchNormTest)
 293 ARMNN_AUTO_TEST_CASE(BatchNormNhwc, BatchNormNhwcTest)
 294
 295 // L2 Normalization
 296 ARMNN_AUTO_TEST_CASE(L2Normalization1d, L2Normalization1dTest, DataLayout::NCHW)
 297 ARMNN_AUTO_TEST_CASE(L2Normalization2d, L2Normalization2dTest, DataLayout::NCHW)
 298 ARMNN_AUTO_TEST_CASE(L2Normalization3d, L2Normalization3dTest, DataLayout::NCHW)
 299 ARMNN_AUTO_TEST_CASE(L2Normalization4d, L2Normalization4dTest, DataLayout::NCHW)
 300
 301 ARMNN_AUTO_TEST_CASE(L2Normalization1dNhwc, L2Normalization1dTest, DataLayout::NHWC)
 302 ARMNN_AUTO_TEST_CASE(L2Normalization2dNhwc, L2Normalization2dTest, DataLayout::NHWC)
 303 ARMNN_AUTO_TEST_CASE(L2Normalization3dNhwc, L2Normalization3dTest, DataLayout::NHWC)
 304 ARMNN_AUTO_TEST_CASE(L2Normalization4dNhwc, L2Normalization4dTest, DataLayout::NHWC)
 305
 306 ARMNN_AUTO_TEST_CASE(L2Normalization2dShape, L2Normalization2dShapeTest);
 307
 308 ARMNN_AUTO_TEST_CASE(L2NormalizationDefaultEpsilon, L2NormalizationDefaultEpsilonTest, DataLayout::NCHW)
 309 ARMNN_AUTO_TEST_CASE(L2NormalizationNonDefaultEpsilon, L2NormalizationNonDefaultEpsilonTest, DataLayout::NCHW)
 310
 311 // Constant
 312 ARMNN_AUTO_TEST_CASE(Constant, ConstantTest)
 313 ARMNN_AUTO_TEST_CASE(ConstantUint8, ConstantUint8SimpleQuantizationScaleNoOffsetTest)
 314
 315 // Concat
 316 ARMNN_AUTO_TEST_CASE(Concatenation1d, Concatenation1dTest)
 317 ARMNN_AUTO_TEST_CASE(Concatenation1dUint8, Concatenation1dUint8Test)
 318
 319 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0, Concatenation2dDim0Test)
 320 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0Uint8, Concatenation2dDim0Uint8Test)
 321 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1, Concatenation2dDim1Test)
 322 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1Uint8, Concatenation2dDim1Uint8Test)
 323
 324 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDims, Concatenation2dDim0DiffInputDimsTest)
 325 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDimsUint8, Concatenation2dDim0DiffInputDimsUint8Test)
 326 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDims, Concatenation2dDim1DiffInputDimsTest)
 327 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDimsUint8, Concatenation2dDim1DiffInputDimsUint8Test)
 328
 329 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0, Concatenation3dDim0Test)
 330 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0Uint8, Concatenation3dDim0Uint8Test)
 331 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1, Concatenation3dDim1Test)
 332 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1Uint8, Concatenation3dDim1Uint8Test)
 333 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2, Concatenation3dDim2Test, false)
 334 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2Uint8, Concatenation3dDim2Uint8Test, false)
 335
 336 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDims, Concatenation3dDim0DiffInputDimsTest)
 337 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDimsUint8, Concatenation3dDim0DiffInputDimsUint8Test)
 338 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDims, Concatenation3dDim1DiffInputDimsTest)
 339 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDimsUint8, Concatenation3dDim1DiffInputDimsUint8Test)
 340 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDims, Concatenation3dDim2DiffInputDimsTest, false)
 341 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDimsUint8, Concatenation3dDim2DiffInputDimsUint8Test, false)
 342
 343 ARMNN_AUTO_TEST_CASE(Concatenation4dDim0, Concatenation4dDim0Test)
 344 ARMNN_AUTO_TEST_CASE(Concatenation4dDim1, Concatenation4dDim1Test)
 345 ARMNN_AUTO_TEST_CASE(Concatenation4dDim3, Concatenation4dDim3Test, false)
 346 ARMNN_AUTO_TEST_CASE(Concatenation4dDim0Uint8, Concatenation4dDim0Uint8Test)
 347 ARMNN_AUTO_TEST_CASE(Concatenation4dDim1Uint8, Concatenation4dDim1Uint8Test)
 348 ARMNN_AUTO_TEST_CASE(Concatenation4dDim3Uint8, Concatenation4dDim3Uint8Test, false)
 349
 350 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim0, Concatenation4dDiffShapeDim0Test)
 351 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim1, Concatenation4dDiffShapeDim1Test)
 352 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim3, Concatenation4dDiffShapeDim3Test, false)
 353 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim0Uint8, Concatenation4dDiffShapeDim0Uint8Test)
 354 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim1Uint8, Concatenation4dDiffShapeDim1Uint8Test)
 355 ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim3Uint8, Concatenation4dDiffShapeDim3Uint8Test, false)
 356
 357 // Floor
 358 ARMNN_AUTO_TEST_CASE(SimpleFloor, SimpleFloorTest<DataType::Float32>)
 359
 360 // Reshape
 361 ARMNN_AUTO_TEST_CASE(SimpleReshapeFloat32, SimpleReshapeTest<DataType::Float32>)
 362 ARMNN_AUTO_TEST_CASE(SimpleReshapeUint8, SimpleReshapeTest<DataType::QuantisedAsymm8>)
 363 ARMNN_AUTO_TEST_CASE(Reshape5d, Reshape5dTest<DataType::Float32>)
 364
 365 // Pad
 366 ARMNN_AUTO_TEST_CASE(PadFloat322d, PadFloat322dTest)
 367 ARMNN_AUTO_TEST_CASE(PadFloat322dCustomPadding, PadFloat322dCustomPaddingTest)
 368 ARMNN_AUTO_TEST_CASE(PadFloat323d, PadFloat323dTest)
 369 ARMNN_AUTO_TEST_CASE(PadFloat324d, PadFloat324dTest)
 370
 371 ARMNN_AUTO_TEST_CASE(PadUint82d, PadUint82dTest)
 372 ARMNN_AUTO_TEST_CASE(PadUint82dCustomPadding, PadUint82dCustomPaddingTest)
 373 ARMNN_AUTO_TEST_CASE(PadUint83d, PadUint83dTest)
 374 ARMNN_AUTO_TEST_CASE(PadUint84d, PadUint84dTest)
 375
 376 ARMNN_AUTO_TEST_CASE(Pad2dQSymm16, Pad2dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0, 0.0f)
 377 ARMNN_AUTO_TEST_CASE(Pad2dQSymm16CustomPadding, Pad2dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0, 1.0f)
 378 ARMNN_AUTO_TEST_CASE(Pad3dQSymm16, Pad3dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0)
 379 ARMNN_AUTO_TEST_CASE(Pad4dQSymm16, Pad4dTestCommon<DataType::QuantisedSymm16>, 2.0f, 0)
 380
 381 // PReLU
 382 ARMNN_AUTO_TEST_CASE(PreluFloat32, PreluTest<DataType::Float32>)
 383 ARMNN_AUTO_TEST_CASE(PreluUint8,   PreluTest<DataType::QuantisedAsymm8>)
 384
 385 // Permute
 386 ARMNN_AUTO_TEST_CASE(SimplePermuteFloat32, SimplePermuteTest<DataType::Float32>)
 387 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet1Test, PermuteValueSet1Test<DataType::Float32>)
 388 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet2Test, PermuteValueSet2Test<DataType::Float32>)
 389 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet3Test, PermuteValueSet3Test<DataType::Float32>)
 390 ARMNN_AUTO_TEST_CASE(SimplePermuteQASymm8, SimplePermuteTest<DataType::QuantisedAsymm8>)
 391 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet1Test, PermuteValueSet1Test<DataType::QuantisedAsymm8>)
 392 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet2Test, PermuteValueSet2Test<DataType::QuantisedAsymm8>)
 393 ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet3Test, PermuteValueSet3Test<DataType::QuantisedAsymm8>)
 394
 395 // Lstm
 396 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32WithCifgWithPeepholeNoProjection,
 397                      LstmLayerFloat32WithCifgWithPeepholeNoProjectionTest)
 398 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgNoPeepholeNoProjection,
 399                      LstmLayerFloat32NoCifgNoPeepholeNoProjectionTest)
 400 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjection,
 401                      LstmLayerFloat32NoCifgWithPeepholeWithProjectionTest)
 402
 403 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjectionWithLayerNorm,
 404                      LstmLayerFloat32NoCifgWithPeepholeWithProjectionWithLayerNormTest)
 405
 406 ARMNN_AUTO_TEST_CASE(QuantizedLstm, QuantizedLstmTest)
 407
 408 // Convert from Float16 to Float32
 409 ARMNN_AUTO_TEST_CASE(SimpleConvertFp16ToFp32, SimpleConvertFp16ToFp32Test)
 410 // Convert from Float32 to Float16
 411 ARMNN_AUTO_TEST_CASE(SimpleConvertFp32ToFp16, SimpleConvertFp32ToFp16Test)
 412
 413 ARMNN_AUTO_TEST_CASE(AdditionAfterMaxPool, AdditionAfterMaxPoolTest)
 414
 415 //Max
 416 ARMNN_AUTO_TEST_CASE(MaximumSimple, MaximumSimpleTest)
 417 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1Element, MaximumBroadcast1ElementTest)
 418 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1DVector, MaximumBroadcast1DVectorTest)
 419 ARMNN_AUTO_TEST_CASE(MaximumUint8, MaximumUint8Test)
 420 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1ElementUint8, MaximumBroadcast1ElementUint8Test)
 421 ARMNN_AUTO_TEST_CASE(MaximumBroadcast1DVectorUint8, MaximumBroadcast1DVectorUint8Test)
 422
 423 // Mean
 424 ARMNN_AUTO_TEST_CASE(MeanSimpleFloat32, MeanSimpleTest<DataType::Float32>)
 425 ARMNN_AUTO_TEST_CASE(MeanSimpleAxisFloat32, MeanSimpleAxisTest<DataType::Float32>)
 426 ARMNN_AUTO_TEST_CASE(MeanKeepDimsFloat32, MeanKeepDimsTest<DataType::Float32>)
 427 ARMNN_AUTO_TEST_CASE(MeanMultipleDimsFloat32, MeanMultipleDimsTest<DataType::Float32>)
 428 ARMNN_AUTO_TEST_CASE(MeanVts1Float32, MeanVts1Test<DataType::Float32>)
 429 ARMNN_AUTO_TEST_CASE(MeanVts2Float32, MeanVts2Test<DataType::Float32>)
 430 ARMNN_AUTO_TEST_CASE(MeanVts3Float32, MeanVts3Test<DataType::Float32>)
 431
 432 ARMNN_AUTO_TEST_CASE(MeanSimpleQuantisedAsymm8, MeanSimpleTest<DataType::QuantisedAsymm8>)
 433 ARMNN_AUTO_TEST_CASE(MeanSimpleAxisQuantisedAsymm8, MeanSimpleAxisTest<DataType::QuantisedAsymm8>)
 434 ARMNN_AUTO_TEST_CASE(MeanKeepDimsQuantisedAsymm8, MeanKeepDimsTest<DataType::QuantisedAsymm8>)
 435 ARMNN_AUTO_TEST_CASE(MeanMultipleDimsQuantisedAsymm8, MeanMultipleDimsTest<DataType::QuantisedAsymm8>)
 436 ARMNN_AUTO_TEST_CASE(MeanVts1QuantisedAsymm8, MeanVts1Test<DataType::QuantisedAsymm8>)
 437 ARMNN_AUTO_TEST_CASE(MeanVts2QuantisedAsymm8, MeanVts2Test<DataType::QuantisedAsymm8>)
 438 ARMNN_AUTO_TEST_CASE(MeanVts3QuantisedAsymm8, MeanVts3Test<DataType::QuantisedAsymm8>)
 439
 440 // Minimum
 441 ARMNN_AUTO_TEST_CASE(MinimumBroadcast1Element1, MinimumBroadcast1ElementTest1)
 442 ARMNN_AUTO_TEST_CASE(MinimumBroadcast1Element2, MinimumBroadcast1ElementTest2)
 443 ARMNN_AUTO_TEST_CASE(MinimumBroadcast1DVectorUint8, MinimumBroadcast1DVectorUint8Test)
 444
 445 // Greater
 446 ARMNN_AUTO_TEST_CASE(SimpleGreater, GreaterSimpleTest)
 447 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1Element, GreaterBroadcast1ElementTest)
 448 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1DVector, GreaterBroadcast1DVectorTest)
 449 ARMNN_AUTO_TEST_CASE(GreaterUint8, GreaterUint8Test)
 450 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1ElementUint8, GreaterBroadcast1ElementUint8Test)
 451 ARMNN_AUTO_TEST_CASE(GreaterBroadcast1DVectorUint8, GreaterBroadcast1DVectorUint8Test)
 452
 453 // Softmax
 454 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1, SimpleSoftmaxTest, 1.0f)
 455 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2, SimpleSoftmaxTest, 2.0f)
 456 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1Uint8, SimpleSoftmaxUint8Test, 1.0f)
 457 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2Uint8, SimpleSoftmaxUint8Test, 2.0f)
 458
 459 ARMNN_AUTO_TEST_CASE(Simple3dSoftmax, Simple3dSoftmaxTest, 1.0f)
 460 ARMNN_AUTO_TEST_CASE(Simple3dSoftmaxUint8, Simple3dSoftmaxUint8Test, 1.0f)
 461
 462 ARMNN_AUTO_TEST_CASE(Simple4dSoftmax, Simple4dSoftmaxTest, 1.0f)
 463 ARMNN_AUTO_TEST_CASE(Simple4dSoftmaxUint8, Simple4dSoftmaxUint8Test, 1.0f)
 464
 465 // Space To Batch Nd
 466 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleFloat32, SpaceToBatchNdSimpleFloat32Test)
 467 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsFloat32, SpaceToBatchNdMultiChannelsFloat32Test)
 468 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockFloat32, SpaceToBatchNdMultiBlockFloat32Test)
 469 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingFloat32, SpaceToBatchNdPaddingFloat32Test)
 470
 471 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleUint8, SpaceToBatchNdSimpleUint8Test)
 472 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsUint8, SpaceToBatchNdMultiChannelsUint8Test)
 473 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockUint8, SpaceToBatchNdMultiBlockUint8Test)
 474 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingUint8, SpaceToBatchNdPaddingUint8Test)
 475
 476 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleNHWCFloat32, SpaceToBatchNdSimpleNHWCFloat32Test)
 477 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsNHWCFloat32, SpaceToBatchNdMultiChannelsNHWCFloat32Test)
 478 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockNHWCFloat32, SpaceToBatchNdMultiBlockNHWCFloat32Test)
 479 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingNHWCFloat32, SpaceToBatchNdPaddingNHWCFloat32Test)
 480
 481 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdSimpleNHWCUint8, SpaceToBatchNdSimpleNHWCUint8Test)
 482 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiChannelsNHWCUint8, SpaceToBatchNdMultiChannelsNHWCUint8Test)
 483 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdMultiBlockNHWCUint8, SpaceToBatchNdMultiBlockNHWCUint8Test)
 484 ARMNN_AUTO_TEST_CASE(SpaceToBatchNdPaddingNHWCUint8, SpaceToBatchNdPaddingNHWCUint8Test)
 485
 486 // Space To Depth
 487 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHWAsymmQ8, SpaceToDepthNCHWAsymmQ8Test)
 488 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWCAsymmQ8, SpaceToDepthNHWCAsymmQ8Test)
 489
 490 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWC1Float32, SpaceToDepthNHWCFloat32Test1)
 491 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHW1Float32, SpaceToDepthNCHWFloat32Test1)
 492
 493 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWC2Float32, SpaceToDepthNHWCFloat32Test2)
 494 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHW2Float32, SpaceToDepthNCHWFloat32Test2)
 495
 496 ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWCQSymm16, SpaceToDepthNHWCQSymm16Test)
 497 ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHWQSymm16, SpaceToDepthNCHWQSymm16Test)
 498
 499 // Stack
 500 ARMNN_AUTO_TEST_CASE(Stack0Axis,               Stack0AxisTest<DataType::Float32>)
 501 ARMNN_AUTO_TEST_CASE(Stack4dOutput1Axis,       Stack4dOutput1AxisTest<DataType::Float32>)
 502 ARMNN_AUTO_TEST_CASE(Stack4dOutput2Axis,       Stack4dOutput2AxisTest<DataType::Float32>)
 503 ARMNN_AUTO_TEST_CASE(Stack4dOutput3Axis,       Stack4dOutput3AxisTest<DataType::Float32>)
 504 ARMNN_AUTO_TEST_CASE(Stack3dOutput1Axis3Input, Stack3dOutput1Axis3InputTest<DataType::Float32>)
 505 ARMNN_AUTO_TEST_CASE(Stack5dOutput,            Stack5dOutputTest<DataType::Float32>)
 506
 507 // Strided Slice
 508 ARMNN_AUTO_TEST_CASE(StridedSlice4DFloat32, StridedSlice4DFloat32Test)
 509 ARMNN_AUTO_TEST_CASE(StridedSlice4DReverseFloat32, StridedSlice4DReverseFloat32Test)
 510 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleStrideFloat32, StridedSliceSimpleStrideFloat32Test)
 511 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleRangeMaskFloat32, StridedSliceSimpleRangeMaskFloat32Test)
 512 ARMNN_AUTO_TEST_CASE(StridedSliceShrinkAxisMaskFloat32, StridedSliceShrinkAxisMaskFloat32Test)
 513 ARMNN_AUTO_TEST_CASE(StridedSlice3DFloat32, StridedSlice3DFloat32Test)
 514 ARMNN_AUTO_TEST_CASE(StridedSlice3DReverseFloat32, StridedSlice3DReverseFloat32Test)
 515 ARMNN_AUTO_TEST_CASE(StridedSlice2DFloat32, StridedSlice2DFloat32Test)
 516 ARMNN_AUTO_TEST_CASE(StridedSlice2DReverseFloat32, StridedSlice2DReverseFloat32Test)
 517
 518 ARMNN_AUTO_TEST_CASE(StridedSlice4DUint8, StridedSlice4DUint8Test)
 519 ARMNN_AUTO_TEST_CASE(StridedSlice4DReverseUint8, StridedSlice4DReverseUint8Test)
 520 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleStrideUint8, StridedSliceSimpleStrideUint8Test)
 521 ARMNN_AUTO_TEST_CASE(StridedSliceSimpleRangeMaskUint8, StridedSliceSimpleRangeMaskUint8Test)
 522 ARMNN_AUTO_TEST_CASE(StridedSliceShrinkAxisMaskUint8, StridedSliceShrinkAxisMaskUint8Test)
 523 ARMNN_AUTO_TEST_CASE(StridedSlice3DUint8, StridedSlice3DUint8Test)
 524 ARMNN_AUTO_TEST_CASE(StridedSlice3DReverseUint8, StridedSlice3DReverseUint8Test)
 525 ARMNN_AUTO_TEST_CASE(StridedSlice2DUint8, StridedSlice2DUint8Test)
 526 ARMNN_AUTO_TEST_CASE(StridedSlice2DReverseUint8, StridedSlice2DReverseUint8Test)
 527
 528 // Resize Bilinear - NCHW
 529 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinear,
 530                      SimpleResizeBilinearTest<DataType::Float32>,
 531                      DataLayout::NCHW)
 532 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearUint8,
 533                      SimpleResizeBilinearTest<DataType::QuantisedAsymm8>,
 534                      DataLayout::NCHW)
 535 ARMNN_AUTO_TEST_CASE(ResizeBilinearNop,
 536                      ResizeBilinearNopTest<DataType::Float32>,
 537                      DataLayout::NCHW)
 538 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopUint8,
 539                      ResizeBilinearNopTest<DataType::QuantisedAsymm8>,
 540                      DataLayout::NCHW)
 541 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMin,
 542                      ResizeBilinearSqMinTest<DataType::Float32>,
 543                      DataLayout::NCHW)
 544 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinUint8,
 545                      ResizeBilinearSqMinTest<DataType::QuantisedAsymm8>,
 546                      DataLayout::NCHW)
 547 ARMNN_AUTO_TEST_CASE(ResizeBilinearMin,
 548                      ResizeBilinearMinTest<DataType::Float32>,
 549                      DataLayout::NCHW)
 550 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinUint8,
 551                      ResizeBilinearMinTest<DataType::QuantisedAsymm8>,
 552                      DataLayout::NCHW)
 553
 554 // Resize Bilinear - NHWC
 555 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopNhwc,
 556                      ResizeBilinearNopTest<DataType::Float32>,
 557                      DataLayout::NHWC)
 558 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopUint8Nhwc,
 559                      ResizeBilinearNopTest<DataType::QuantisedAsymm8>,
 560                      DataLayout::NHWC)
 561 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearNhwc,
 562                      SimpleResizeBilinearTest<DataType::Float32>,
 563                      DataLayout::NHWC)
 564 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearUint8Nhwc,
 565                      SimpleResizeBilinearTest<DataType::QuantisedAsymm8>,
 566                      DataLayout::NHWC)
 567 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinNhwc,
 568                      ResizeBilinearSqMinTest<DataType::Float32>,
 569                      DataLayout::NHWC)
 570 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinUint8Nhwc,
 571                      ResizeBilinearSqMinTest<DataType::QuantisedAsymm8>,
 572                      DataLayout::NHWC)
 573 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinNhwc,
 574                      ResizeBilinearMinTest<DataType::Float32>,
 575                      DataLayout::NHWC)
 576 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinUint8Nhwc,
 577                      ResizeBilinearMinTest<DataType::QuantisedAsymm8>,
 578                      DataLayout::NHWC)
 579
 580 // Resize NearestNeighbor - NCHW
 581 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighbor,
 582                      SimpleResizeNearestNeighborTest<DataType::Float32>,
 583                      DataLayout::NCHW)
 584 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborUint8,
 585                      SimpleResizeNearestNeighborTest<DataType::QuantisedAsymm8>,
 586                      DataLayout::NCHW)
 587 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNop,
 588                      ResizeNearestNeighborNopTest<DataType::Float32>,
 589                      DataLayout::NCHW)
 590 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopUint8,
 591                      ResizeNearestNeighborNopTest<DataType::QuantisedAsymm8>,
 592                      DataLayout::NCHW)
 593 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMin,
 594                      ResizeNearestNeighborSqMinTest<DataType::Float32>,
 595                      DataLayout::NCHW)
 596 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinUint8,
 597                      ResizeNearestNeighborSqMinTest<DataType::QuantisedAsymm8>,
 598                      DataLayout::NCHW)
 599 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMin,
 600                      ResizeNearestNeighborMinTest<DataType::Float32>,
 601                      DataLayout::NCHW)
 602 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinUint8,
 603                      ResizeNearestNeighborMinTest<DataType::QuantisedAsymm8>,
 604                      DataLayout::NCHW)
 605 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMag,
 606                      ResizeNearestNeighborMagTest<DataType::Float32>,
 607                      DataLayout::NCHW, 0.1f, 50, 0.1f, 50)
 608 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagUint8,
 609                      ResizeNearestNeighborMagTest<DataType::QuantisedAsymm8>,
 610                      DataLayout::NCHW, 0.1f, 50, 0.1f, 50)
 611
 612 // Resize NearestNeighbor - NHWC
 613 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopNhwc,
 614                      ResizeNearestNeighborNopTest<DataType::Float32>,
 615                      DataLayout::NHWC)
 616 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopUint8Nhwc,
 617                      ResizeNearestNeighborNopTest<DataType::QuantisedAsymm8>,
 618                      DataLayout::NHWC)
 619 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborNhwc,
 620                      SimpleResizeNearestNeighborTest<DataType::Float32>,
 621                      DataLayout::NHWC)
 622 ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborUint8Nhwc,
 623                      SimpleResizeNearestNeighborTest<DataType::QuantisedAsymm8>,
 624                      DataLayout::NHWC)
 625 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinNhwc,
 626                      ResizeNearestNeighborSqMinTest<DataType::Float32>,
 627                      DataLayout::NHWC)
 628 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinUint8Nhwc,
 629                      ResizeNearestNeighborSqMinTest<DataType::QuantisedAsymm8>,
 630                      DataLayout::NHWC)
 631 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinNhwc,
 632                      ResizeNearestNeighborMinTest<DataType::Float32>,
 633                      DataLayout::NHWC)
 634 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinUint8Nhwc,
 635                      ResizeNearestNeighborMinTest<DataType::QuantisedAsymm8>,
 636                      DataLayout::NHWC)
 637 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagNhwc,
 638                      ResizeNearestNeighborMagTest<DataType::Float32>,
 639                      DataLayout::NHWC, 0.1f, 50, 0.1f, 50)
 640 ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagUint8Nhwc,
 641                      ResizeNearestNeighborMagTest<DataType::QuantisedAsymm8>,
 642                      DataLayout::NHWC, 0.1f, 50, 0.1f, 50)
 643
 644 // Quantize
 645 ARMNN_AUTO_TEST_CASE(QuantizeSimpleUint8, QuantizeSimpleUint8Test)
 646 ARMNN_AUTO_TEST_CASE(QuantizeClampUint8, QuantizeClampUint8Test)
 647
 648 // Dequantize
 649 // NOTE: current clframework (46a49a0a8206f0efa7afd514940e180a88ffd732)
 650 //       CLDequantizationLayerKernel accepts DataType::QASYMM8 input
 651 //       and can output DataType::F16 or DataType::F32
 652 ARMNN_AUTO_TEST_CASE(DequantizeSimpleUint8, DequantizeSimpleUint8Test)
 653 ARMNN_AUTO_TEST_CASE(DequantizeOffsetUint8, DequantizeOffsetUint8Test)
 654
 655 // TransposeConvolution2d
 656 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dFloatNchw,
 657                      SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 658                      true,
 659                      DataLayout::NCHW)
 660 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dFloatNhwc,
 661                      SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 662                      true,
 663                      DataLayout::NHWC)
 664 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dUint8Nchw,
 665                      SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 666                      true,
 667                      DataLayout::NCHW)
 668 ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dUint8Nhwc,
 669                      SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 670                      true,
 671                      DataLayout::NHWC)
 672
 673 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dFloatNchw,
 674                      SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 675                      false,
 676                      DataLayout::NCHW)
 677 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dFloatNhwc,
 678                      SimpleTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 679                      true,
 680                      DataLayout::NHWC)
 681 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dUint8Nchw,
 682                      SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 683                      true,
 684                      DataLayout::NCHW)
 685 ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dUint8Nhwc,
 686                      SimpleTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 687                      true,
 688                      DataLayout::NHWC)
 689
 690 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dFloatNchw,
 691                      PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 692                      true,
 693                      DataLayout::NCHW)
 694 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dFloatNhwc,
 695                      PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 696                      true,
 697                      DataLayout::NHWC)
 698 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dUint8Nchw,
 699                      PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 700                      true,
 701                      DataLayout::NCHW)
 702 ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dUint8Nhwc,
 703                      PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 704                      true,
 705                      DataLayout::NHWC)
 706
 707 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dFloatNchw,
 708                      PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 709                      false,
 710                      DataLayout::NCHW)
 711 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dFloatNhwc,
 712                      PaddedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 713                      true,
 714                      DataLayout::NHWC)
 715 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dUint8Nchw,
 716                      PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 717                      true,
 718                      DataLayout::NCHW)
 719 ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dUint8Nhwc,
 720                      PaddedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 721                      true,
 722                      DataLayout::NHWC)
 723
 724 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dFloatNchw,
 725                      StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 726                      true,
 727                      DataLayout::NCHW)
 728 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dFloatNhwc,
 729                      StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 730                      true,
 731                      DataLayout::NHWC)
 732 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dUint8Nchw,
 733                      StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 734                      true,
 735                      DataLayout::NCHW)
 736 ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dUint8Nhwc,
 737                      StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 738                      true,
 739                      DataLayout::NHWC)
 740
 741 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dFloatNchw,
 742                      StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 743                      false,
 744                      DataLayout::NCHW)
 745 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dFloatNhwc,
 746                      StridedTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 747                      true,
 748                      DataLayout::NHWC)
 749 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dUint8Nchw,
 750                      StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 751                      true,
 752                      DataLayout::NCHW)
 753 ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dUint8Nhwc,
 754                      StridedTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 755                      true,
 756                      DataLayout::NHWC)
 757
 758 ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dFloatNchw,
 759                      MultiChannelTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 760                      DataLayout::NCHW)
 761 ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dFloatNhwc,
 762                      MultiChannelTransposeConvolution2dTest<DataType::Float32, DataType::Float32>,
 763                      DataLayout::NHWC)
 764 ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dUint8Nchw,
 765                      MultiChannelTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 766                      DataLayout::NCHW)
 767 ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dUint8Nhwc,
 768                      MultiChannelTransposeConvolution2dTest<DataType::QuantisedAsymm8, DataType::Signed32>,
 769                      DataLayout::NHWC)
 770
 771 #if defined(ARMCOMPUTEREF_ENABLED)
 772
 773 // The ARMNN_COMPARE_REF_AUTO_TEST_CASE and the ARMNN_COMPARE_REF_FIXTURE_TEST_CASE test units are not available
 774 // if the reference backend is not built
 775
 776 // ============================================================================
 777 // COMPARE tests
 778
 779 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta1WithReference, CompareSoftmaxTest, 1.0f)
 780 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta2WithReference, CompareSoftmaxTest, 2.0f)
 781 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxUint8, CompareSoftmaxUint8Test, 1.0f)
 782
 783 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareConv2dWithReference, CompareConvolution2dTest)
 784
 785 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32,
 786                                  CompareDepthwiseConvolution2dFloatTest,
 787                                  DataLayout::NCHW)
 788 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8,
 789                                  CompareDepthwiseConvolution2dUint8Test,
 790                                  DataLayout::NCHW)
 791
 792 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32Nhwc,
 793                                  CompareDepthwiseConvolution2dFloatTest,
 794                                  DataLayout::NHWC)
 795 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8Nhwc,
 796                                  CompareDepthwiseConvolution2dUint8Test,
 797                                  DataLayout::NHWC)
 798
 799 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationWithinWithReference, CompareNormalizationTest,
 800                                  NormalizationAlgorithmChannel::Within,
 801                                  NormalizationAlgorithmMethod::LocalBrightness)
 802 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationAcrossWithReference, CompareNormalizationTest,
 803                                  NormalizationAlgorithmChannel::Across,
 804                                  NormalizationAlgorithmMethod::LocalBrightness)
 805
 806 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMaxPooling2dWithRef, ComparePooling2dTest, PoolingAlgorithm::Max)
 807
 808 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithRef, ComparePooling2dTest, PoolingAlgorithm::Average)
 809 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithRefUint8, ComparePooling2dUint8Test,
 810                                  PoolingAlgorithm::Average)
 811
 812 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareL2Pooling2dWithRef, ComparePooling2dTest, PoolingAlgorithm::L2)
 813
 814 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAddition, CompareAdditionTest)
 815
 816 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMultiplicationWithRef, CompareMultiplicationTest)
 817
 818 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareBatchNorm, CompareBatchNormTest)
 819
 820 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareReLu1, CompareBoundedReLuTest, 1.0f, -1.0f)
 821 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareReLu6, CompareBoundedReLuTest, 6.0f, 0.0f)
 822
 823 // ============================================================================
 824 // FIXTURE tests
 825
 826 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSigmoidActivationWithReference, ActivationFixture,
 827                                     CompareActivationTest, ActivationFunction::Sigmoid, 5u)
 828
 829 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareTanhActivationWithReference, ActivationFixture,
 830                                     CompareActivationTest, ActivationFunction::TanH, 5u)
 831
 832 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLinearActivationWithReference, ActivationFixture,
 833                                     CompareActivationTest, ActivationFunction::Linear, 5u)
 834
 835 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareReLuActivationWithReference, ActivationFixture,
 836                                     CompareActivationTest, ActivationFunction::ReLu, 5u)
 837
 838 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReference, ActivationFixture,
 839                                     CompareActivationTest, ActivationFunction::BoundedReLu, 5u)
 840 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReferenceUint8, ActivationFixture,
 841                                     CompareActivationUint8Test, ActivationFunction::BoundedReLu)
 842
 843 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSoftReLuActivationWithReference, ActivationFixture,
 844                                     CompareActivationTest, ActivationFunction::SoftReLu, 5u)
 845
 846 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLeakyReLuActivationWithReference, ActivationFixture,
 847                                     CompareActivationTest, ActivationFunction::LeakyReLu, 5u)
 848
 849 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareAbsActivationWithReference, ActivationFixture,
 850                                     CompareActivationTest, ActivationFunction::Abs, 5u)
 851
 852 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSqrtActivationWithReference, PositiveActivationFixture,
 853                                     CompareActivationTest, ActivationFunction::Sqrt, 5u)
 854
 855 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSquareActivationWithReference, ActivationFixture,
 856                                     CompareActivationTest, ActivationFunction::Square, 5u)
 857
 858 #endif
 859
 860 BOOST_AUTO_TEST_SUITE_END()