src/armnn/backends/test/Reference.cpp

   1 //
   2 // Copyright © 2017 Arm Ltd. All rights reserved.
   3 // See LICENSE file in the project root for full license information.
   4 //
   5 #include <boost/test/unit_test.hpp>
   6
   7 #include "LayerTests.hpp"
   8 #include "test/TensorHelpers.hpp"
   9
  10 #include "backends/RefWorkloadFactory.hpp"
  11
  12 #include "test/UnitTests.hpp"
  13
  14 BOOST_AUTO_TEST_SUITE(Compute_Reference)
  15 using FactoryType = armnn::RefWorkloadFactory;
  16
  17 // ============================================================================
  18 // UNIT tests
  19
  20 // Convolution
  21 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x5, SimpleConvolution2d3x5Test, true)
  22 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x5Uint8, SimpleConvolution2d3x5Uint8Test, true)
  23
  24 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2d, SimpleConvolution2d3x5Test, false)
  25 ARMNN_AUTO_TEST_CASE(UnbiasedConvolutionUint8, SimpleConvolution2d3x5Uint8Test, false)
  26
  27 ARMNN_AUTO_TEST_CASE(SimpleConvolution1d, Convolution1dTest, true)
  28 ARMNN_AUTO_TEST_CASE(SimpleConvolution1dUint8, Convolution1dUint8Test, true)
  29
  30 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3, SimpleConvolution2d3x3Test, true)
  31 ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8, SimpleConvolution2d3x3Uint8Test, true)
  32
  33 ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquare, SimpleConvolution2d3x3Test, false)
  34
  35 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPaddingLargerThanHalfKernelSize,
  36     Convolution2dAsymmetricPaddingLargerThanHalfKernelSizeTest)
  37 ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPadding, Convolution2dAsymmetricPaddingTest)
  38
  39 // Depthwise Convolution
  40 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2d, DepthwiseConvolution2dTest, true)
  41 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dUint8, DepthwiseConvolution2dUint8Test, true)
  42
  43 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2d, DepthwiseConvolution2dTest, false)
  44 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dUint8, DepthwiseConvolution2dUint8Test, false)
  45
  46 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1, DepthwiseConvolution2dDepthMul1Test, true)
  47 ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8, DepthwiseConvolution2dDepthMul1Uint8Test, true)
  48
  49 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1, DepthwiseConvolution2dDepthMul1Test, false)
  50 ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8, DepthwiseConvolution2dDepthMul1Uint8Test, false)
  51
  52 // Pooling
  53 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize2x2Stride2x2, SimpleMaxPooling2dSize2x2Stride2x2Test, false)
  54 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize2x2Stride2x2Uint8, SimpleMaxPooling2dSize2x2Stride2x2Uint8Test, false)
  55
  56 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4, SimpleMaxPooling2dSize3x3Stride2x4Test, false)
  57 ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4Uint8, SimpleMaxPooling2dSize3x3Stride2x4Uint8Test, false)
  58
  59 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2d, IgnorePaddingSimpleMaxPooling2dTest)
  60 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2dUint8, IgnorePaddingSimpleMaxPooling2dUint8Test)
  61 ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3, IgnorePaddingMaxPooling2dSize3Test)
  62 ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3Uint8, IgnorePaddingMaxPooling2dSize3Uint8Test)
  63
  64 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2d, IgnorePaddingSimpleAveragePooling2dTest)
  65 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dUint8, IgnorePaddingSimpleAveragePooling2dUint8Test)
  66 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPadding, IgnorePaddingSimpleAveragePooling2dNoPaddingTest)
  67 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPaddingUint8,
  68     IgnorePaddingSimpleAveragePooling2dNoPaddingUint8Test)
  69 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3, IgnorePaddingAveragePooling2dSize3Test)
  70 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3Uint8, IgnorePaddingAveragePooling2dSize3Uint8Test)
  71
  72 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleL2Pooling2d, IgnorePaddingSimpleL2Pooling2dTest)
  73 ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleL2Pooling2dUint8, IgnorePaddingSimpleL2Pooling2dUint8Test)
  74 ARMNN_AUTO_TEST_CASE(IgnorePaddingL2Pooling2dSize3, IgnorePaddingL2Pooling2dSize3Test)
  75 ARMNN_AUTO_TEST_CASE(IgnorePaddingL2Pooling2dSize3Uint8, IgnorePaddingL2Pooling2dSize3Uint8Test)
  76
  77 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2d, SimpleAveragePooling2dTest)
  78 ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8, SimpleAveragePooling2dUint8Test)
  79 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2,
  80                      IgnorePaddingAveragePooling2dSize3x2Stride2x2Test, false)
  81 ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2NoPadding,
  82                      IgnorePaddingAveragePooling2dSize3x2Stride2x2Test, true)
  83
  84 ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2d, LargeTensorsAveragePooling2dTest)
  85 ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2dUint8, LargeTensorsAveragePooling2dUint8Test)
  86
  87 ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2d, SimpleL2Pooling2dTest)
  88 ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2dUint8, SimpleL2Pooling2dUint8Test)
  89
  90 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize7, L2Pooling2dSize7Test)
  91 ARMNN_AUTO_TEST_CASE(L2Pooling2dSize7Uint8, L2Pooling2dSize7Uint8Test)
  92
  93 ARMNN_AUTO_TEST_CASE(AsymmNonSquarePooling2d, AsymmetricNonSquarePooling2dTest)
  94 ARMNN_AUTO_TEST_CASE(AsymmNonSquarePooling2dUint8, AsymmetricNonSquarePooling2dUint8Test)
  95
  96 // Activation
  97 ARMNN_AUTO_TEST_CASE(ConstantLinearActivation, ConstantLinearActivationTest)
  98 ARMNN_AUTO_TEST_CASE(ConstantLinearActivationUint8, ConstantLinearActivationUint8Test)
  99
 100 ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcross, SimpleNormalizationAcrossTest)
 101 ARMNN_AUTO_TEST_CASE(SimpleNormalizationWithin, SimpleNormalizationWithinTest)
 102
 103 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1, SimpleSoftmaxTest, 1.0f)
 104 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2, SimpleSoftmaxTest, 2.0f)
 105 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1Uint8, SimpleSoftmaxUint8Test, 1.0f)
 106 ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2Uint8, SimpleSoftmaxUint8Test, 2.0f)
 107
 108 ARMNN_AUTO_TEST_CASE(SimpleSigmoid, SimpleSigmoidTest)
 109 ARMNN_AUTO_TEST_CASE(SimpleSigmoidUint8, SimpleSigmoidUint8Test)
 110
 111 ARMNN_AUTO_TEST_CASE(ReLu1, BoundedReLuUpperAndLowerBoundTest)
 112 ARMNN_AUTO_TEST_CASE(ReLu6, BoundedReLuUpperBoundOnlyTest)
 113 ARMNN_AUTO_TEST_CASE(ReLu1Uint8, BoundedReLuUint8UpperAndLowerBoundTest)
 114 ARMNN_AUTO_TEST_CASE(ReLu6Uint8, BoundedReLuUint8UpperBoundOnlyTest)
 115
 116 // Fully Conected
 117 ARMNN_AUTO_TEST_CASE(SimpleFullyConnected, FullyConnectedFloat32Test, false, false)
 118 ARMNN_AUTO_TEST_CASE(FullyConnectedUint8, FullyConnectedUint8Test, false)
 119 ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithBias, FullyConnectedFloat32Test, true, false)
 120 ARMNN_AUTO_TEST_CASE(FullyConnectedBiasedUint8, FullyConnectedUint8Test, true)
 121 ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithTranspose, FullyConnectedFloat32Test, false, true)
 122
 123 ARMNN_AUTO_TEST_CASE(FullyConnectedLarge, FullyConnectedLargeTest, false)
 124 ARMNN_AUTO_TEST_CASE(FullyConnectedLargeTransposed, FullyConnectedLargeTest, true)
 125
 126 // Splitter
 127 BOOST_AUTO_TEST_CASE(SimpleSplitter)
 128 {
 129     armnn::RefWorkloadFactory workloadFactory;
 130     auto testResult = SplitterTest(workloadFactory);
 131     for (unsigned int i = 0; i < testResult.size(); ++i)
 132     {
 133         BOOST_TEST(CompareTensors(testResult[i].output, testResult[i].outputExpected));
 134     }
 135 }
 136
 137 BOOST_AUTO_TEST_CASE(SplitterUint8)
 138 {
 139     armnn::RefWorkloadFactory workloadFactory;
 140     auto testResult = SplitterUint8Test(workloadFactory);
 141     for (unsigned int i = 0; i < testResult.size(); ++i)
 142     {
 143         BOOST_TEST(CompareTensors(testResult[i].output, testResult[i].outputExpected));
 144     }
 145 }
 146
 147 ARMNN_AUTO_TEST_CASE(CopyViaSplitter, CopyViaSplitterTest)
 148 ARMNN_AUTO_TEST_CASE(CopyViaSplitterUint8, CopyViaSplitterUint8Test)
 149
 150 // Merger
 151 ARMNN_AUTO_TEST_CASE(SimpleMerger, MergerTest)
 152 ARMNN_AUTO_TEST_CASE(MergerUint8, MergerUint8Test)
 153
 154 // Add
 155 ARMNN_AUTO_TEST_CASE(SimpleAdd, AdditionTest)
 156 ARMNN_AUTO_TEST_CASE(AddBroadcast1Element, AdditionBroadcast1ElementTest)
 157 ARMNN_AUTO_TEST_CASE(AddBroadcast, AdditionBroadcastTest)
 158
 159 ARMNN_AUTO_TEST_CASE(AdditionUint8, AdditionUint8Test)
 160 ARMNN_AUTO_TEST_CASE(AddBroadcastUint8, AdditionBroadcastUint8Test)
 161 ARMNN_AUTO_TEST_CASE(AddBroadcast1ElementUint8, AdditionBroadcast1ElementUint8Test)
 162
 163 // Mul
 164 ARMNN_AUTO_TEST_CASE(SimpleMultiplication, MultiplicationTest)
 165 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1Element, MultiplicationBroadcast1ElementTest)
 166 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1DVector, MultiplicationBroadcast1DVectorTest)
 167 ARMNN_AUTO_TEST_CASE(MultiplicationUint8, MultiplicationUint8Test)
 168 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1ElementUint8, MultiplicationBroadcast1ElementUint8Test)
 169 ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1DVectorUint8, MultiplicationBroadcast1DVectorUint8Test)
 170
 171 // Batch Norm
 172 ARMNN_AUTO_TEST_CASE(BatchNorm, BatchNormTest)
 173 ARMNN_AUTO_TEST_CASE(BatchNormUint8, BatchNormUint8Test)
 174
 175 // Resize Bilinear
 176 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinear, SimpleResizeBilinearTest)
 177 ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearUint8, SimpleResizeBilinearUint8Test)
 178 ARMNN_AUTO_TEST_CASE(ResizeBilinearNop, ResizeBilinearNopTest)
 179 ARMNN_AUTO_TEST_CASE(ResizeBilinearNopUint8, ResizeBilinearNopUint8Test)
 180 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMin, ResizeBilinearSqMinTest)
 181 ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinUint8, ResizeBilinearSqMinUint8Test)
 182 ARMNN_AUTO_TEST_CASE(ResizeBilinearMin, ResizeBilinearMinTest)
 183 ARMNN_AUTO_TEST_CASE(ResizeBilinearMinUint8, ResizeBilinearMinUint8Test)
 184 ARMNN_AUTO_TEST_CASE(ResizeBilinearMag, ResizeBilinearMagTest)
 185 ARMNN_AUTO_TEST_CASE(ResizeBilinearMagUint8, ResizeBilinearMagUint8Test)
 186
 187 // Fake Quantization
 188 ARMNN_AUTO_TEST_CASE(FakeQuantization, FakeQuantizationTest)
 189
 190 // L2 Noramlization
 191 ARMNN_AUTO_TEST_CASE(L2Normalization1d, L2Normalization1dTest)
 192 ARMNN_AUTO_TEST_CASE(L2Normalization2d, L2Normalization2dTest)
 193 ARMNN_AUTO_TEST_CASE(L2Normalization3d, L2Normalization3dTest)
 194 ARMNN_AUTO_TEST_CASE(L2Normalization4d, L2Normalization4dTest)
 195
 196 // Constant
 197 ARMNN_AUTO_TEST_CASE(Constant, ConstantTest)
 198 ARMNN_AUTO_TEST_CASE(ConstantUint8, ConstantUint8Test)
 199
 200 // Concat
 201 ARMNN_AUTO_TEST_CASE(Concatenation1d, Concatenation1dTest)
 202 ARMNN_AUTO_TEST_CASE(Concatenation1dUint8, Concatenation1dUint8Test)
 203
 204 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0, Concatenation2dDim0Test)
 205 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0Uint8, Concatenation2dDim0Uint8Test)
 206 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1, Concatenation2dDim1Test)
 207 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1Uint8, Concatenation2dDim1Uint8Test)
 208
 209 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDims, Concatenation2dDim0DiffInputDimsTest)
 210 ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDimsUint8, Concatenation2dDim0DiffInputDimsUint8Test)
 211 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDims, Concatenation2dDim1DiffInputDimsTest)
 212 ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDimsUint8, Concatenation2dDim1DiffInputDimsUint8Test)
 213
 214 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0, Concatenation3dDim0Test)
 215 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0Uint8, Concatenation3dDim0Uint8Test)
 216 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1, Concatenation3dDim1Test)
 217 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1Uint8, Concatenation3dDim1Uint8Test)
 218 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2, Concatenation3dDim2Test)
 219 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2Uint8, Concatenation3dDim2Uint8Test)
 220
 221 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDims, Concatenation3dDim0DiffInputDimsTest)
 222 ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDimsUint8, Concatenation3dDim0DiffInputDimsUint8Test)
 223 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDims, Concatenation3dDim1DiffInputDimsTest)
 224 ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDimsUint8, Concatenation3dDim1DiffInputDimsUint8Test)
 225 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDims, Concatenation3dDim2DiffInputDimsTest)
 226 ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDimsUint8, Concatenation3dDim2DiffInputDimsUint8Test)
 227
 228 // Floor
 229 ARMNN_AUTO_TEST_CASE(SimpleFloor, SimpleFloorTest)
 230
 231 // Reshape
 232 ARMNN_AUTO_TEST_CASE(SimpleReshapeFloat32, SimpleReshapeFloat32Test)
 233 ARMNN_AUTO_TEST_CASE(SimpleReshapeUint8, SimpleReshapeUint8Test)
 234
 235 // Permute
 236 ARMNN_AUTO_TEST_CASE(SimplePermuteFloat32, SimplePermuteFloat32Test)
 237 ARMNN_AUTO_TEST_CASE(SimplePermuteUint8, SimplePermuteUint8Test)
 238 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet1, PermuteFloat32ValueSet1Test)
 239 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet2, PermuteFloat32ValueSet2Test)
 240 ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet3, PermuteFloat32ValueSet3Test)
 241
 242 BOOST_AUTO_TEST_SUITE_END()