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
   8 #include "test/TensorHelpers.hpp"
   9 #include "test/UnitTests.hpp"
  10
  11 #include <backendsCommon/CpuTensorHandle.hpp>
  12 #include <cl/ClLayerSupport.hpp>
  13 #include <cl/ClWorkloadFactory.hpp>
  14 #include <cl/workloads/ClWorkloadUtils.hpp>
  15 #include <reference/RefWorkloadFactory.hpp>
  16 #include <backendsCommon/test/ActivationFixture.hpp>
  17 #include <backendsCommon/test/LayerTests.hpp>
  18
  19 #include <arm_compute/core/CL/CLKernelLibrary.h>
  20 #include <arm_compute/runtime/CL/CLScheduler.h>
  21
  22 #include <boost/test/unit_test.hpp>
  23
  24 #include <iostream>
  25 #include <string>
  26
  27 BOOST_FIXTURE_TEST_SUITE(Compute_ArmComputeCl, ClContextControlFixture)
  28 using FactoryType = armnn::ClWorkloadFactory;
  29
  30 // ============================================================================
  31 // UNIT tests
  32
  33 // Activation
  34 ARMNN_AUTO_TEST_CASE(ConstantLinearActivation, ConstantLinearActivationTest)
  35
  36 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1, SimpleSoftmaxTest, 1.0f)
  37 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2, SimpleSoftmaxTest, 2.0f)
  38 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1Uint8, SimpleSoftmaxUint8Test, 1.0f)
  39 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2Uint8, SimpleSoftmaxUint8Test, 2.0f)
  40
  41 ARMNN_AUTO_TEST_CASE(ReLu1Uint8, BoundedReLuUint8UpperAndLowerBoundTest)
  42 ARMNN_AUTO_TEST_CASE(ReLu6Uint8, BoundedReLuUint8UpperBoundOnlyTest)
  43
  44 // Fully Connected
  45 ARMNN_AUTO_TEST_CASE(SimpleFullyConnected, FullyConnectedFloat32Test, false, false)
  46 ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithBias, FullyConnectedFloat32Test, true, false)
  47 ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithTranspose, FullyConnectedFloat32Test, false, true)
  48 ARMNN_AUTO_TEST_CASE(FullyConnectedUint8, FullyConnectedUint8Test, false)
  49 ARMNN_AUTO_TEST_CASE(FullyConnectedBiasedUint8, FullyConnectedUint8Test, true)
  50
  51 ARMNN_AUTO_TEST_CASE(FullyConnectedLarge, FullyConnectedLargeTest, false)
  52 ARMNN_AUTO_TEST_CASE(FullyConnectedLargeTransposed, FullyConnectedLargeTest, true)
  53
  54 // Convolution
  55 ARMNN_AUTO_TEST_CASE(SimpleConvolution1d, Convolution1dTest, true)
  56
  57 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d, SimpleConvolution2d3x5Test, true, armnn::DataLayout::NCHW)
  58 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dNhwc, SimpleConvolution2d3x5Test, true, armnn::DataLayout::NHWC)
  59 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8, SimpleConvolution2d3x3Uint8Test, true, armnn::DataLayout::NCHW)
  60 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8Nhwc, SimpleConvolution2d3x3Uint8Test, true, armnn::DataLayout::NHWC)
  61 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2d, SimpleConvolution2d3x5Test, false, armnn::DataLayout::NCHW)
  62 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dNhwc, SimpleConvolution2d3x5Test, false, armnn::DataLayout::NHWC)
  63
  64 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquare, SimpleConvolution2d3x3Test, false, armnn::DataLayout::NCHW)
  65 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPadding, Convolution2dAsymmetricPaddingTest, armnn::DataLayout::NCHW)
  66
  67 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquareNhwc, SimpleConvolution2d3x3Test, false, armnn::DataLayout::NHWC)
  68
  69 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dSquareNhwc, SimpleConvolution2d3x3NhwcTest, false)
  70
  71 // Depthwise Convolution
  72 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1,
  73                      DepthwiseConvolution2dDepthMul1Test, true, armnn::DataLayout::NCHW)
  74 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1,
  75                      DepthwiseConvolution2dDepthMul1Test, false, armnn::DataLayout::NCHW)
  76 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8,
  77                      DepthwiseConvolution2dDepthMul1Uint8Test, true, armnn::DataLayout::NCHW)
  78 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8,
  79                      DepthwiseConvolution2dDepthMul1Uint8Test, false, armnn::DataLayout::NCHW)
  80
  81 // NHWC Depthwise Convolution
  82 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Nhwc,
  83                      DepthwiseConvolution2dDepthMul1Test, true, armnn::DataLayout::NHWC)
  84 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Nhwc,
  85                      DepthwiseConvolution2dDepthMul1Test, false, armnn::DataLayout::NHWC)
  86 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8Nhwc,
  87                      DepthwiseConvolution2dDepthMul1Uint8Test, true, armnn::DataLayout::NHWC)
  88 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8Nhwc,
  89                      DepthwiseConvolution2dDepthMul1Uint8Test, false, armnn::DataLayout::NHWC)
  90
  91
  92 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthNhwc, DepthwiseConvolution2dDepthNhwcTest, false)
  93
  94 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetric,
  95                      DepthwiseConvolution2dAsymmetricTest, true, armnn::DataLayout::NCHW)
  96 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetric,
  97                      DepthwiseConvolution2dAsymmetricTest, false, armnn::DataLayout::NCHW)
  98 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetricNhwc,
  99                      DepthwiseConvolution2dAsymmetricTest, true, armnn::DataLayout::NHWC)
 100 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetricNhwc,
 101                      DepthwiseConvolution2dAsymmetricTest, false, armnn::DataLayout::NHWC)
 102
 103 // Softmax
 104 BOOST_AUTO_TEST_CASE(Softmax4dSupport)
 105 {
 106     const unsigned int numDimensions = 4u;
 107     std::array<unsigned int, numDimensions> dimensionSizes;
 108     dimensionSizes.fill(1u);
 109
 110     const armnn::TensorInfo inputInfo(numDimensions, &dimensionSizes.front(), armnn::DataType::Float32);
 111     const armnn::TensorInfo outputInfo(numDimensions, &dimensionSizes.front(), armnn::DataType::Float32);
 112
 113     // 4D Softmax should be reported as unsupported on the CL backend
 114     armnn::ClLayerSupport layerSupport;
 115     BOOST_TEST(!layerSupport.IsSoftmaxSupported(inputInfo, outputInfo, armnn::SoftmaxDescriptor()));
 116 }
 117
 118 // Splitter
 119 ARMNN_AUTO_TEST_CASE(SimpleSplitter, SplitterTest)
 120 ARMNN_AUTO_TEST_CASE(SimpleSplitterUint8, SplitterUint8Test)
 121
 122 ARMNN_AUTO_TEST_CASE(CopyViaSplitter, CopyViaSplitterTest)
 123 ARMNN_AUTO_TEST_CASE(CopyViaSplitterUint8, CopyViaSplitterUint8Test)
 124
 125 // Merger
 126 ARMNN_AUTO_TEST_CASE(SimpleMerger, MergerTest)
 127 ARMNN_AUTO_TEST_CASE(MergerUint8, MergerUint8Test)
 128
 129 // Normalization
 130 ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcross, SimpleNormalizationAcrossTest)
 131 ARMNN_AUTO_TEST_CASE(SimpleNormalizationWithin, SimpleNormalizationWithinTest)
 132 ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcrossNhwc, SimpleNormalizationAcrossNhwcTest)
 133
 134 // Pooling
 135 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4, SimpleMaxPooling2dSize3x3Stride2x4Test, true)
 136 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4Uint8, SimpleMaxPooling2dSize3x3Stride2x4Uint8Test, true)
 137
 138 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2d, IgnorePaddingSimpleMaxPooling2dTest)
 139 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2dUint8, IgnorePaddingSimpleMaxPooling2dUint8Test)
 140 ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3, IgnorePaddingMaxPooling2dSize3Test)
 141 ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3Uint8, IgnorePaddingMaxPooling2dSize3Uint8Test)
 142
 143 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2d, IgnorePaddingSimpleAveragePooling2dTest)
 144 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dUint8, IgnorePaddingSimpleAveragePooling2dUint8Test)
 145 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPadding, IgnorePaddingSimpleAveragePooling2dNoPaddingTest)
 146 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPaddingUint8,
 147                      IgnorePaddingSimpleAveragePooling2dNoPaddingUint8Test)
 148 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3, IgnorePaddingAveragePooling2dSize3Test)
 149 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3Uint8, IgnorePaddingAveragePooling2dSize3Uint8Test)
 150
 151 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleL2Pooling2d, IgnorePaddingSimpleL2Pooling2dTest)
 152 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingSimpleL2Pooling2dUint8, IgnorePaddingSimpleL2Pooling2dUint8Test)
 153 ARMNN_AUTO_TEST_CASE(IgnorePaddingL2Pooling2dSize3, IgnorePaddingL2Pooling2dSize3Test)
 154 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingL2Pooling2dSize3Uint8, IgnorePaddingL2Pooling2dSize3Uint8Test)
 155
 156 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2d, SimpleMaxPooling2dTest, armnn::DataLayout::NCHW)
 157 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dNhwc, SimpleMaxPooling2dTest, armnn::DataLayout::NHWC)
 158 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8, SimpleMaxPooling2dUint8Test, armnn::DataLayout::NCHW)
 159 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8Nhwc, SimpleMaxPooling2dUint8Test, armnn::DataLayout::NHWC)
 160
 161 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2d, SimpleAveragePooling2dTest, armnn::DataLayout::NCHW)
 162 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dNhwc, SimpleAveragePooling2dTest, armnn::DataLayout::NHWC)
 163 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8, SimpleAveragePooling2dUint8Test, armnn::DataLayout::NCHW)
 164 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8Nhwc, SimpleAveragePooling2dUint8Test, armnn::DataLayout::NHWC)
 165
 166 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2,
 167                      IgnorePaddingAveragePooling2dSize3x2Stride2x2Test,
 168                      false)
 169 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2NoPadding,
 170                      IgnorePaddingAveragePooling2dSize3x2Stride2x2Test,
 171                      true)
 172 ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2d, LargeTensorsAveragePooling2dTest)
 173 ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2dUint8, LargeTensorsAveragePooling2dUint8Test)
 174
 175 ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2d, SimpleL2Pooling2dTest, armnn::DataLayout::NCHW)
 176 ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2dNhwc, SimpleL2Pooling2dTest, armnn::DataLayout::NHWC)
 177 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_SimpleL2Pooling2dUint8, SimpleL2Pooling2dUint8Test, armnn::DataLayout::NCHW)
 178
 179 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride1, L2Pooling2dSize3Stride1Test)
 180 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride1Uint8, L2Pooling2dSize3Stride1Uint8Test)
 181 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride3, L2Pooling2dSize3Stride3Test)
 182 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride3Uint8, L2Pooling2dSize3Stride3Uint8Test)
 183 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride4, L2Pooling2dSize3Stride4Test)
 184 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride4Uint8, L2Pooling2dSize3Stride4Uint8Test)
 185 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize7, L2Pooling2dSize7Test)
 186 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize7Uint8, L2Pooling2dSize7Uint8Test)
 187 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize9, L2Pooling2dSize9Test)
 188 ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize9Uint8, L2Pooling2dSize9Uint8Test)
 189
 190 // Add
 191 ARMNN_AUTO_TEST_CASE(SimpleAdd, AdditionTest)
 192 ARMNN_AUTO_TEST_CASE(AddBroadcast1Element, AdditionBroadcast1ElementTest)
 193 ARMNN_AUTO_TEST_CASE(AddBroadcast, AdditionBroadcastTest)
 194
 195 ARMNN_AUTO_TEST_CASE(AdditionUint8, AdditionUint8Test)
 196 ARMNN_AUTO_TEST_CASE(AddBroadcastUint8, AdditionBroadcastUint8Test)
 197 ARMNN_AUTO_TEST_CASE(AddBroadcast1ElementUint8, AdditionBroadcast1ElementUint8Test)
 198
 199 // Sub
 200 ARMNN_AUTO_TEST_CASE(SimpleSub, SubtractionTest)
 201
 202 // Div
 203 ARMNN_AUTO_TEST_CASE(SimpleDivision, DivisionTest)
 204 ARMNN_AUTO_TEST_CASE(DivisionByZero, DivisionByZeroTest)
 205 ARMNN_AUTO_TEST_CASE(DivisionBroadcast1Element, DivisionBroadcast1ElementTest)
 206 ARMNN_AUTO_TEST_CASE(DivisionBroadcast1DVector, DivisionBroadcast1DVectorTest)
 207 // NOTE: quantized division is not supported by CL and not required by the
 208 //       android NN api
 209
 210 // Mul
 211 ARMNN_AUTO_TEST_CASE(SimpleMultiplication, MultiplicationTest)
 212 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1Element, MultiplicationBroadcast1ElementTest)
 213 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1DVector, MultiplicationBroadcast1DVectorTest)
 214 ARMNN_AUTO_TEST_CASE(MultiplicationUint8, MultiplicationUint8Test)
 215 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1ElementUint8, MultiplicationBroadcast1ElementUint8Test)
 216 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1DVectorUint8, MultiplicationBroadcast1DVectorUint8Test)
 217
 218 // Batch Norm
 219 ARMNN_AUTO_TEST_CASE(BatchNorm, BatchNormTest)
 220 ARMNN_AUTO_TEST_CASE(BatchNormNhwc, BatchNormNhwcTest)
 221
 222 // L2 Normalization
 223 ARMNN_AUTO_TEST_CASE(L2Normalization1d, L2Normalization1dTest)
 224 ARMNN_AUTO_TEST_CASE(L2Normalization2d, L2Normalization2dTest)
 225 ARMNN_AUTO_TEST_CASE(L2Normalization3d, L2Normalization3dTest)
 226 ARMNN_AUTO_TEST_CASE(L2Normalization4d, L2Normalization4dTest)
 227
 228 ARMNN_AUTO_TEST_CASE(L2Normalization1dNhwc, L2Normalization1dNhwcTest)
 229 ARMNN_AUTO_TEST_CASE(L2Normalization2dNhwc, L2Normalization2dNhwcTest)
 230 ARMNN_AUTO_TEST_CASE(L2Normalization3dNhwc, L2Normalization3dNhwcTest)
 231 ARMNN_AUTO_TEST_CASE(L2Normalization4dNhwc, L2Normalization4dNhwcTest)
 232
 233 // Resize Bilinear - NCHW data layout
 234 ARMNN_AUTO_TEST_CASE(ResizeBilinearNop, ResizeBilinearNopTest, armnn::DataLayout::NCHW)
 235 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinear, SimpleResizeBilinearTest, armnn::DataLayout::NCHW)
 236 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMin, ResizeBilinearSqMinTest, armnn::DataLayout::NCHW)
 237 ARMNN_AUTO_TEST_CASE(ResizeBilinearMin, ResizeBilinearMinTest, armnn::DataLayout::NCHW)
 238 ARMNN_AUTO_TEST_CASE(ResizeBilinearMag, ResizeBilinearMagTest, armnn::DataLayout::NCHW)
 239
 240 // Resize Bilinear - NHWC data layout
 241 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopNhwc, ResizeBilinearNopTest, armnn::DataLayout::NHWC)
 242 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearNhwc, SimpleResizeBilinearTest, armnn::DataLayout::NHWC)
 243 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinNhwc, ResizeBilinearSqMinTest, armnn::DataLayout::NHWC)
 244 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinNhwc, ResizeBilinearMinTest, armnn::DataLayout::NHWC)
 245 ARMNN_AUTO_TEST_CASE(ResizeBilinearMagNhwc, ResizeBilinearMagTest, armnn::DataLayout::NHWC)
 246
 247 // Constant
 248 ARMNN_AUTO_TEST_CASE(Constant, ConstantTest)
 249 ARMNN_AUTO_TEST_CASE(ConstantUint8, ConstantTestUint8)
 250
 251 // Concat
 252 ARMNN_AUTO_TEST_CASE(Concatenation1d, Concatenation1dTest)
 253 ARMNN_AUTO_TEST_CASE(Concatenation1dUint8, Concatenation1dUint8Test)
 254
 255 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0, Concatenation2dDim0Test)
 256 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0Uint8, Concatenation2dDim0Uint8Test)
 257 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1, Concatenation2dDim1Test)
 258 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1Uint8, Concatenation2dDim1Uint8Test)
 259
 260 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDims, Concatenation2dDim0DiffInputDimsTest)
 261 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDimsUint8, Concatenation2dDim0DiffInputDimsUint8Test)
 262 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDims, Concatenation2dDim1DiffInputDimsTest)
 263 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDimsUint8, Concatenation2dDim1DiffInputDimsUint8Test)
 264
 265 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0, Concatenation3dDim0Test)
 266 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0Uint8, Concatenation3dDim0Uint8Test)
 267 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1, Concatenation3dDim1Test)
 268 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1Uint8, Concatenation3dDim1Uint8Test)
 269 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2, Concatenation3dDim2Test)
 270 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2Uint8, Concatenation3dDim2Uint8Test)
 271
 272 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDims, Concatenation3dDim0DiffInputDimsTest)
 273 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDimsUint8, Concatenation3dDim0DiffInputDimsUint8Test)
 274 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDims, Concatenation3dDim1DiffInputDimsTest)
 275 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDimsUint8, Concatenation3dDim1DiffInputDimsUint8Test)
 276 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDims, Concatenation3dDim2DiffInputDimsTest)
 277 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDimsUint8, Concatenation3dDim2DiffInputDimsUint8Test)
 278
 279 // Floor
 280 ARMNN_AUTO_TEST_CASE(SimpleFloor, SimpleFloorTest)
 281
 282 // Reshape
 283 ARMNN_AUTO_TEST_CASE(SimpleReshapeFloat32, SimpleReshapeFloat32Test)
 284 ARMNN_AUTO_TEST_CASE(SimpleReshapeUint8, SimpleReshapeUint8Test)
 285
 286 // Pad
 287 ARMNN_AUTO_TEST_CASE(PadFloat322d, PadFloat322dTest)
 288 ARMNN_AUTO_TEST_CASE(PadFloat323d, PadFloat323dTest)
 289 ARMNN_AUTO_TEST_CASE(PadFloat324d, PadFloat324dTest)
 290
 291 // Permute
 292 ARMNN_AUTO_TEST_CASE(SimplePermuteFloat32, SimplePermuteFloat32Test)
 293 ARMNN_AUTO_TEST_CASE(SimplePermuteUint8, SimplePermuteUint8Test)
 294 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet1, PermuteFloat32ValueSet1Test)
 295 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet2, PermuteFloat32ValueSet2Test)
 296 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet3, PermuteFloat32ValueSet3Test)
 297
 298 // Lstm
 299 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32WithCifgWithPeepholeNoProjection,
 300                      LstmLayerFloat32WithCifgWithPeepholeNoProjectionTest)
 301 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgNoPeepholeNoProjection,
 302                      LstmLayerFloat32NoCifgNoPeepholeNoProjectionTest)
 303 ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjection,
 304                      LstmLayerFloat32NoCifgWithPeepholeWithProjectionTest)
 305
 306 // Convert from Float16 to Float32
 307 ARMNN_AUTO_TEST_CASE(SimpleConvertFp16ToFp32, SimpleConvertFp16ToFp32Test)
 308 // Convert from Float32 to Float16
 309 ARMNN_AUTO_TEST_CASE(SimpleConvertFp32ToFp16, SimpleConvertFp32ToFp16Test)
 310
 311 ARMNN_AUTO_TEST_CASE(AdditionAfterMaxPool, AdditionAfterMaxPoolTest)
 312
 313 // Mean
 314 ARMNN_AUTO_TEST_CASE(MeanUint8Simple, MeanUint8SimpleTest)
 315 ARMNN_AUTO_TEST_CASE(MeanUint8SimpleAxis, MeanUint8SimpleAxisTest)
 316 ARMNN_AUTO_TEST_CASE(MeanUint8KeepDims, MeanUint8KeepDimsTest)
 317 ARMNN_AUTO_TEST_CASE(MeanUint8MultipleDims, MeanUint8MultipleDimsTest)
 318 ARMNN_AUTO_TEST_CASE(MeanVtsUint8, MeanVtsUint8Test)
 319
 320 ARMNN_AUTO_TEST_CASE(MeanFloatSimple, MeanFloatSimpleTest)
 321 ARMNN_AUTO_TEST_CASE(MeanFloatSimpleAxis, MeanFloatSimpleAxisTest)
 322 ARMNN_AUTO_TEST_CASE(MeanFloatKeepDims, MeanFloatKeepDimsTest)
 323 ARMNN_AUTO_TEST_CASE(MeanFloatMultipleDims, MeanFloatMultipleDimsTest)
 324 ARMNN_AUTO_TEST_CASE(MeanVtsFloat1, MeanVtsFloat1Test)
 325 ARMNN_AUTO_TEST_CASE(MeanVtsFloat2, MeanVtsFloat2Test)
 326 ARMNN_AUTO_TEST_CASE(MeanVtsFloat3, MeanVtsFloat3Test)
 327
 328 // ============================================================================
 329 // COMPARE tests
 330
 331 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareConv2dWithReference, CompareConvolution2dTest)
 332
 333 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32,
 334                                  CompareDepthwiseConvolution2dTest<float>,
 335                                  armnn::DataLayout::NCHW)
 336 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8,
 337                                  CompareDepthwiseConvolution2dTest<uint8_t>,
 338                                  armnn::DataLayout::NCHW)
 339
 340 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32Nhwc,
 341                                  CompareDepthwiseConvolution2dTest<float>,
 342                                  armnn::DataLayout::NHWC)
 343 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8Nhwc,
 344                                  CompareDepthwiseConvolution2dTest<uint8_t>,
 345                                  armnn::DataLayout::NHWC)
 346
 347 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationWithinWithReference, CompareNormalizationTest,
 348                                  armnn::NormalizationAlgorithmChannel::Within,
 349                                  armnn::NormalizationAlgorithmMethod::LocalBrightness)
 350 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationAcrossWithReference, CompareNormalizationTest,
 351                                  armnn::NormalizationAlgorithmChannel::Across,
 352                                  armnn::NormalizationAlgorithmMethod::LocalBrightness)
 353
 354 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta1WithReference, CompareSoftmaxTest, 1.0f)
 355 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta2WithReference, CompareSoftmaxTest, 2.0f)
 356 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxUint8, CompareSoftmaxUint8Test, 1.0f)
 357
 358 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMaxPooling2dWithRef, ComparePooling2dTest, armnn::PoolingAlgorithm::Max)
 359
 360 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithRef, ComparePooling2dTest, armnn::PoolingAlgorithm::Average)
 361 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithRefUint8, ComparePooling2dUint8Test,
 362                                  armnn::PoolingAlgorithm::Average)
 363
 364 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareL2Pooling2dWithRef, ComparePooling2dTest, armnn::PoolingAlgorithm::L2)
 365
 366 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAddition, CompareAdditionTest)
 367
 368 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMultiplicationWithRef, CompareMultiplicationTest)
 369
 370 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareBatchNorm, CompareBatchNormTest)
 371
 372 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareReLu1, CompareBoundedReLuTest, 1.0f, -1.0f)
 373 ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareReLu6, CompareBoundedReLuTest, 6.0f, 0.0f)
 374
 375 // ============================================================================
 376 // FIXTURE tests
 377
 378 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSigmoidActivationWithReference, ActivationFixture,
 379                                     CompareActivationTest, armnn::ActivationFunction::Sigmoid, 5u)
 380
 381 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareTanhActivationWithReference, ActivationFixture,
 382                                     CompareActivationTest, armnn::ActivationFunction::TanH, 5u)
 383
 384 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLinearActivationWithReference, ActivationFixture,
 385                                     CompareActivationTest, armnn::ActivationFunction::Linear, 5u)
 386
 387 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareReLuActivationWithReference, ActivationFixture,
 388                                     CompareActivationTest, armnn::ActivationFunction::ReLu, 5u)
 389
 390 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReference, ActivationFixture,
 391                                     CompareActivationTest, armnn::ActivationFunction::BoundedReLu, 5u)
 392 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReferenceUint8, ActivationFixture,
 393                                     CompareActivationUint8Test, armnn::ActivationFunction::BoundedReLu)
 394
 395 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSoftReLuActivationWithReference, ActivationFixture,
 396                                     CompareActivationTest, armnn::ActivationFunction::SoftReLu, 5u)
 397
 398 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLeakyReLuActivationWithReference, ActivationFixture,
 399                                     CompareActivationTest, armnn::ActivationFunction::LeakyReLu, 5u)
 400
 401 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareAbsActivationWithReference, ActivationFixture,
 402                                     CompareActivationTest, armnn::ActivationFunction::Abs, 5u)
 403
 404 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSqrtActivationWithReference, PositiveActivationFixture,
 405                                     CompareActivationTest, armnn::ActivationFunction::Sqrt, 5u)
 406
 407 ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSquareActivationWithReference, ActivationFixture,
 408                                     CompareActivationTest, armnn::ActivationFunction::Square, 5u)
 409
 410 BOOST_AUTO_TEST_SUITE_END()