// // Copyright © 2017 Arm Ltd. All rights reserved. // SPDX-License-Identifier: MIT // #include "NeonWorkloadFactoryHelper.hpp" #include #include #include #include #include #include #include #include #include #include #include #include #include BOOST_AUTO_TEST_SUITE(Compute_ArmComputeNeon) using namespace armnn; using FactoryType = NeonWorkloadFactory; // ============================================================================ // UNIT tests // Convolution ARMNN_AUTO_TEST_CASE(SimpleConvolution1d, Convolution1dTest, true) ARMNN_AUTO_TEST_CASE(SimpleConvolution2d, SimpleConvolution2d3x5Test, true, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(SimpleConvolution2dNhwc, SimpleConvolution2d3x5Test, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8, SimpleConvolution2d3x3Uint8Test, true, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8Nhwc, SimpleConvolution2d3x3Uint8Test, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2d, SimpleConvolution2d3x5Test, false, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dNhwc, SimpleConvolution2d3x5Test, false, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dStride2x2Nhwc, SimpleConvolution2d3x3Stride2x2Test, false, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquare, SimpleConvolution2d3x3Test, false, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPadding, Convolution2dAsymmetricPaddingTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquareNhwc, SimpleConvolution2d3x3Test, false, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPaddingNhwc, Convolution2dAsymmetricPaddingTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(SimpleConvolution2dSquareNhwc, SimpleConvolution2d3x3NhwcTest, false) ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3, Convolution2d3x3Dilation3x3Test, false, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3Nhwc, Convolution2d3x3Dilation3x3Test, false, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3Uint8, Convolution2d3x3Dilation3x3Test, false, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(Convolution2d3x3Dilation3x3NhwcUint8, Convolution2d3x3Dilation3x3Test, false, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3, Convolution2d2x3x3Dilation3x3Test, false, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3Nhwc, Convolution2d2x3x3Dilation3x3Test, false, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3Uint8, Convolution2d2x3x3Dilation3x3Test, false, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(Convolution2d2x3x3Dilation3x3NhwcUint8, Convolution2d2x3x3Dilation3x3Test, false, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3, Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test , false, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3Nhwc, Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test , false, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3Uint8, Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test , false, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(Convolution2d2x2Dilation2x2Padding2x2Stride3x3NhwcUint8, Convolution2d2x2Dilation2x2Padding2x2Stride3x3Test , false, DataLayout::NHWC) // Depthwise Convolution ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1, DepthwiseConvolution2dDepthMul1Test, true, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1, DepthwiseConvolution2dDepthMul1Test, false, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8, DepthwiseConvolution2dDepthMul1Uint8Test, true, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8, DepthwiseConvolution2dDepthMul1Uint8Test, false, DataLayout::NCHW) // NHWC Depthwise Convolution ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1NHhwc, DepthwiseConvolution2dDepthMul1Test, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Nhwc, DepthwiseConvolution2dDepthMul1Test, false, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8Nhwc, DepthwiseConvolution2dDepthMul1Uint8Test, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8Nhwc, DepthwiseConvolution2dDepthMul1Uint8Test, false, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthNhwc, DepthwiseConvolution2dDepthNhwcTest, false) ARMNN_AUTO_TEST_CASE(SimpleDepthwiseConvolution2d3x3Dilation3x3Nhwc, SimpleDepthwiseConvolution2d3x3Dilation3x3NhwcTest) ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetric, DepthwiseConvolution2dAsymmetricTest, true, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetric, DepthwiseConvolution2dAsymmetricTest, false, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetricNhwc, DepthwiseConvolution2dAsymmetricTest, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetricNhwc, DepthwiseConvolution2dAsymmetricTest, false, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul64, DepthwiseConvolution2dDepthMul64Test); namespace { DepthwiseConvolution2dDescriptor MakeDepthwiseConv2dDesc(uint32_t strideX, uint32_t strideY, uint32_t depthMultiplier = 1, uint32_t padLeft = 0, uint32_t padRight = 0, uint32_t padTop = 0, uint32_t padBottom = 0) { boost::ignore_unused(depthMultiplier); DepthwiseConvolution2dDescriptor desc; desc.m_PadLeft = padLeft; desc.m_PadRight = padRight; desc.m_PadTop = padTop; desc.m_PadBottom = padBottom; desc.m_StrideX = strideX; desc.m_StrideY = strideY; desc.m_BiasEnabled = false; return desc; } TensorInfo CreateOutputTensorInfo(const TensorInfo& inputInfo, const TensorInfo& weightsInfo, const DepthwiseConvolution2dDescriptor& descriptor, DataType dataType) { const TensorShape& inputShape = inputInfo.GetShape(); const TensorShape& filterShape = weightsInfo.GetShape(); unsigned int inWidth = inputShape[3]; unsigned int inHeight = inputShape[2]; unsigned int inBatchSize = inputShape[0]; unsigned int filterWidth = filterShape[3]; unsigned int readWidth = (inWidth + descriptor.m_PadLeft + descriptor.m_PadRight) - (filterWidth); unsigned int outWidth = 1u + (readWidth / descriptor.m_StrideX); unsigned int filterHeight = filterShape[2]; unsigned int readHeight = (inHeight + descriptor.m_PadTop + descriptor.m_PadBottom) - (filterHeight); unsigned int outHeight = 1u + (readHeight / descriptor.m_StrideY); unsigned int depthMultiplier = filterShape[0]; unsigned int outChannels = filterShape[1] * depthMultiplier; unsigned int outBatchSize = inBatchSize; TensorShape outputShape({outBatchSize, outChannels, outHeight, outWidth}); return TensorInfo(outputShape, dataType); } } BOOST_AUTO_TEST_CASE(DepthwiseConv2dUtils) { const DataType dataType = DataType::Float32; TensorInfo inputInfo({1, 1, 10, 10 }, dataType); TensorInfo outputInfo; TensorInfo weightsInfo3x3({ 1, 1, 3, 3 }, dataType); TensorInfo biasesInfo; DepthwiseConvolution2dDescriptor descriptor; NeonLayerSupport layerSupport; // Strides supported: 1,2,3 descriptor = MakeDepthwiseConv2dDesc(1, 1); outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType); BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor, weightsInfo3x3, biasesInfo)); descriptor = MakeDepthwiseConv2dDesc(1, 2); outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType); BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor, weightsInfo3x3, biasesInfo)); descriptor = MakeDepthwiseConv2dDesc(1, 3); outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType); BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor, weightsInfo3x3, biasesInfo)); descriptor = MakeDepthwiseConv2dDesc(2, 1); outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType); BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor, weightsInfo3x3, biasesInfo)); descriptor = MakeDepthwiseConv2dDesc(2, 2); outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType); BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor, weightsInfo3x3, biasesInfo)); descriptor = MakeDepthwiseConv2dDesc(2, 3); outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType); BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor, weightsInfo3x3, biasesInfo)); descriptor = MakeDepthwiseConv2dDesc(3, 1); outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType); BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor, weightsInfo3x3, biasesInfo)); descriptor = MakeDepthwiseConv2dDesc(3, 2); outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType); BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor, weightsInfo3x3, biasesInfo)); descriptor = MakeDepthwiseConv2dDesc(3, 3); outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType); BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor, weightsInfo3x3, biasesInfo)); // Supported stride 4 descriptor = MakeDepthwiseConv2dDesc(4, 1); outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType); BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor, weightsInfo3x3, biasesInfo)); // Supported weights shape 1x1 TensorInfo weightsInfo1x1({ 1, 1, 1, 1 }, DataType::Float32); descriptor = MakeDepthwiseConv2dDesc(1, 1); outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo1x1, descriptor, dataType); BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor, weightsInfo1x1, biasesInfo)); // Supported shape 2x2 TensorInfo weightsInfo2x2({ 1, 1, 2, 2 }, DataType::Float32); descriptor = MakeDepthwiseConv2dDesc(1, 1); outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo2x2, descriptor, dataType); BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor, weightsInfo2x2, biasesInfo)); // Asymmetric padding descriptor = MakeDepthwiseConv2dDesc(1, 1, 1, 1, 2, 1, 2); outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo3x3, descriptor, dataType); BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor, weightsInfo3x3, biasesInfo)); } // Dequantize ARMNN_AUTO_TEST_CASE(DequantizeSimpleUint8, DequantizeSimpleUint8Test) ARMNN_AUTO_TEST_CASE(DequantizeOffsetUint8, DequantizeOffsetUint8Test) // Pooling ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4, SimpleMaxPooling2dSize3x3Stride2x4Test, true) ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4Uint8, SimpleMaxPooling2dSize3x3Stride2x4Uint8Test, true) ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2d, SimpleMaxPooling2dTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dNhwc, SimpleMaxPooling2dTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8, SimpleMaxPooling2dUint8Test, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8Nhwc, SimpleMaxPooling2dUint8Test, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2d, SimpleAveragePooling2dTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dNhwc, SimpleAveragePooling2dTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8, SimpleAveragePooling2dUint8Test, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8Nhwc, SimpleAveragePooling2dUint8Test, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2d, LargeTensorsAveragePooling2dTest) ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2dUint8, LargeTensorsAveragePooling2dUint8Test) ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2d, SimpleL2Pooling2dTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2dNeon, SimpleL2Pooling2dTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(UNSUPPORTED_SimpleL2Pooling2dUint8, SimpleL2Pooling2dUint8Test, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride1, L2Pooling2dSize3Stride1Test) ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride1Uint8, L2Pooling2dSize3Stride1Uint8Test) ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride3, L2Pooling2dSize3Stride3Test) ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride3Uint8, L2Pooling2dSize3Stride3Uint8Test) ARMNN_AUTO_TEST_CASE(L2Pooling2dSize3Stride4, L2Pooling2dSize3Stride4Test) ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize3Stride4Uint8, L2Pooling2dSize3Stride4Uint8Test) ARMNN_AUTO_TEST_CASE(L2Pooling2dSize7, L2Pooling2dSize7Test) ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize7Uint8, L2Pooling2dSize7Uint8Test) ARMNN_AUTO_TEST_CASE(L2Pooling2dSize9, L2Pooling2dSize9Test) ARMNN_AUTO_TEST_CASE(UNSUPPORTED_L2Pooling2dSize9Uint8, L2Pooling2dSize9Uint8Test) // Ignore padding values for pooling but count padding fields into the divisor ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2d, IgnorePaddingSimpleMaxPooling2dTest) ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleMaxPooling2dUint8, IgnorePaddingSimpleMaxPooling2dUint8Test) ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3, IgnorePaddingMaxPooling2dSize3Test) ARMNN_AUTO_TEST_CASE(IgnorePaddingMaxPooling2dSize3Uint8, IgnorePaddingMaxPooling2dSize3Uint8Test) ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2d, IgnorePaddingSimpleAveragePooling2dTest) ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dUint8, IgnorePaddingSimpleAveragePooling2dUint8Test) ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPadding, IgnorePaddingSimpleAveragePooling2dNoPaddingTest) ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleAveragePooling2dNoPaddingUint8, IgnorePaddingSimpleAveragePooling2dNoPaddingUint8Test) ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3, IgnorePaddingAveragePooling2dSize3Test) ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3Uint8, IgnorePaddingAveragePooling2dSize3Uint8Test) ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2, IgnorePaddingAveragePooling2dSize3x2Stride2x2Test, false) ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2NoPadding, IgnorePaddingAveragePooling2dSize3x2Stride2x2Test, true) ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleL2Pooling2d, IgnorePaddingSimpleL2Pooling2dTest) ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingSimpleL2Pooling2dUint8, IgnorePaddingSimpleL2Pooling2dUint8Test) ARMNN_AUTO_TEST_CASE(IgnorePaddingL2Pooling2dSize3, IgnorePaddingL2Pooling2dSize3Test) ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingL2Pooling2dSize3Uint8, IgnorePaddingL2Pooling2dSize3Uint8Test) // Activation ARMNN_AUTO_TEST_CASE(ConstantLinearActivation, ConstantLinearActivationTest) // ReLu ARMNN_AUTO_TEST_CASE(ReLu1Uint8, BoundedReLuUint8UpperAndLowerBoundTest) ARMNN_AUTO_TEST_CASE(ReLu6Uint8, BoundedReLuUint8UpperBoundOnlyTest) // Sigmoid ARMNN_AUTO_TEST_CASE(SimpleSigmoid, SimpleSigmoidTest) ARMNN_AUTO_TEST_CASE(SimpleSigmoidUint8, SimpleSigmoidUint8Test) // Softmax ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1, SimpleSoftmaxTest, 1.0f) ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2, SimpleSoftmaxTest, 2.0f) ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta1Uint8, SimpleSoftmaxUint8Test, 1.0f) ARMNN_AUTO_TEST_CASE(SimpleSoftmaxBeta2Uint8, SimpleSoftmaxUint8Test, 2.0f) ARMNN_AUTO_TEST_CASE(Simple3dSoftmaxBeta1, Simple3dSoftmaxTest, 1.0f) ARMNN_AUTO_TEST_CASE(Simple3dSoftmaxBeta1Uint8, Simple3dSoftmaxUint8Test, 1.0f) ARMNN_AUTO_TEST_CASE(Simple4dSoftmaxBeta1, Simple4dSoftmaxTest, 1.0f) ARMNN_AUTO_TEST_CASE(Simple4dSoftmaxBeta1Uint8, Simple4dSoftmaxUint8Test, 1.0f) // SpaceToDepth ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHWAsymmQ8, SpaceToDepthNCHWAsymmQ8Test) ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWCAsymmQ8, SpaceToDepthNHWCAsymmQ8Test) ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWC1Float32, SpaceToDepthNHWCFloat32Test1) ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHW1Float32, SpaceToDepthNCHWFloat32Test1) ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWC2Float32, SpaceToDepthNHWCFloat32Test2) ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHW2Float32, SpaceToDepthNCHWFloat32Test2) ARMNN_AUTO_TEST_CASE(SpaceToDepthNHWCQSymm16, SpaceToDepthNHWCQSymm16Test) ARMNN_AUTO_TEST_CASE(SpaceToDepthNCHWQSymm16, SpaceToDepthNCHWQSymm16Test) // Splitter ARMNN_AUTO_TEST_CASE(SimpleSplitter, SplitterTest) ARMNN_AUTO_TEST_CASE(SimpleSplitterUint8, SplitterUint8Test) ARMNN_AUTO_TEST_CASE(CopyViaSplitter, CopyViaSplitterTest) ARMNN_AUTO_TEST_CASE(CopyViaSplitterUint8, CopyViaSplitterUint8Test) // Concat ARMNN_AUTO_TEST_CASE(SimpleConcat, ConcatTest) ARMNN_AUTO_TEST_CASE(ConcatUint8, ConcatUint8Test) ARMNN_AUTO_TEST_CASE(ConcatUint8DifferentInputOutputQParam, ConcatDifferentInputOutputQParamTest, false) // Fully Connected ARMNN_AUTO_TEST_CASE(SimpleFullyConnected, FullyConnectedFloat32Test, false, false) ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithBias, FullyConnectedFloat32Test, true, false) ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithTranspose, FullyConnectedFloat32Test, false, true) ARMNN_AUTO_TEST_CASE(FullyConnectedLarge, FullyConnectedLargeTest, false) ARMNN_AUTO_TEST_CASE(FullyConnectedLargeTransposed, FullyConnectedLargeTest, true) ARMNN_AUTO_TEST_CASE(FullyConnectedUint8, FullyConnectedTest, false) ARMNN_AUTO_TEST_CASE(FullyConnectedBiasedUint8, FullyConnectedTest, true) // Add ARMNN_AUTO_TEST_CASE(SimpleAdd, AdditionTest) ARMNN_AUTO_TEST_CASE(Add5d, Addition5dTest) ARMNN_AUTO_TEST_CASE(AddBroadcast, AdditionBroadcastTest) ARMNN_AUTO_TEST_CASE(AddBroadcast1Element, AdditionBroadcast1ElementTest) // Sub ARMNN_AUTO_TEST_CASE(SimpleSub, SubtractionTest) ARMNN_AUTO_TEST_CASE(SubBroadcast1Element, SubtractionBroadcast1ElementTest) ARMNN_AUTO_TEST_CASE(SubBroadcast, SubtractionBroadcastTest) ARMNN_AUTO_TEST_CASE(SubtractionUint8, SubtractionUint8Test) ARMNN_AUTO_TEST_CASE(SubBroadcastUint8, SubtractionBroadcastUint8Test) ARMNN_AUTO_TEST_CASE(SubBroadcast1ElementUint8, SubtractionBroadcast1ElementUint8Test) // Mul ARMNN_AUTO_TEST_CASE(SimpleMultiplication, MultiplicationTest) ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1Element, MultiplicationBroadcast1ElementTest) ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1DVector, MultiplicationBroadcast1DVectorTest) ARMNN_AUTO_TEST_CASE(MultiplicationUint8, MultiplicationUint8Test) ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1ElementUint8, MultiplicationBroadcast1ElementUint8Test) ARMNN_AUTO_TEST_CASE(MultiplicationBroadcast1DVectorUint8, MultiplicationBroadcast1DVectorUint8Test) ARMNN_AUTO_TEST_CASE(Multiplication5d, Multiplication5dTest) // Batch Norm ARMNN_AUTO_TEST_CASE(BatchNorm, BatchNormTest) ARMNN_AUTO_TEST_CASE(BatchNormNhwc, BatchNormNhwcTest) // Constant ARMNN_AUTO_TEST_CASE(Constant, ConstantTest) ARMNN_AUTO_TEST_CASE(ConstantUint8, ConstantUint8SimpleQuantizationScaleNoOffsetTest) // Concatenation ARMNN_AUTO_TEST_CASE(Concatenation1d, Concatenation1dTest) ARMNN_AUTO_TEST_CASE(Concatenation1dUint8, Concatenation1dUint8Test) ARMNN_AUTO_TEST_CASE(Concatenation2dDim0, Concatenation2dDim0Test) ARMNN_AUTO_TEST_CASE(Concatenation2dDim0Uint8, Concatenation2dDim0Uint8Test) ARMNN_AUTO_TEST_CASE(Concatenation2dDim1, Concatenation2dDim1Test) ARMNN_AUTO_TEST_CASE(Concatenation2dDim1Uint8, Concatenation2dDim1Uint8Test) ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDims, Concatenation2dDim0DiffInputDimsTest) ARMNN_AUTO_TEST_CASE(Concatenation2dDim0DiffInputDimsUint8, Concatenation2dDim0DiffInputDimsUint8Test) ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDims, Concatenation2dDim1DiffInputDimsTest) ARMNN_AUTO_TEST_CASE(Concatenation2dDim1DiffInputDimsUint8, Concatenation2dDim1DiffInputDimsUint8Test) ARMNN_AUTO_TEST_CASE(Concatenation3dDim0, Concatenation3dDim0Test) ARMNN_AUTO_TEST_CASE(Concatenation3dDim0Uint8, Concatenation3dDim0Uint8Test) ARMNN_AUTO_TEST_CASE(Concatenation3dDim1, Concatenation3dDim1Test) ARMNN_AUTO_TEST_CASE(Concatenation3dDim1Uint8, Concatenation3dDim1Uint8Test) ARMNN_AUTO_TEST_CASE(Concatenation3dDim2, Concatenation3dDim2Test, false) ARMNN_AUTO_TEST_CASE(Concatenation3dDim2Uint8, Concatenation3dDim2Uint8Test, false) ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDims, Concatenation3dDim0DiffInputDimsTest) ARMNN_AUTO_TEST_CASE(Concatenation3dDim0DiffInputDimsUint8, Concatenation3dDim0DiffInputDimsUint8Test) ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDims, Concatenation3dDim1DiffInputDimsTest) ARMNN_AUTO_TEST_CASE(Concatenation3dDim1DiffInputDimsUint8, Concatenation3dDim1DiffInputDimsUint8Test) ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDims, Concatenation3dDim2DiffInputDimsTest, false) ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDimsUint8, Concatenation3dDim2DiffInputDimsUint8Test, false) ARMNN_AUTO_TEST_CASE(Concatenation4dDim0, Concatenation4dDim0Test) ARMNN_AUTO_TEST_CASE(Concatenation4dDim1, Concatenation4dDim1Test) ARMNN_AUTO_TEST_CASE(Concatenation4dDim3, Concatenation4dDim3Test, false) ARMNN_AUTO_TEST_CASE(Concatenation4dDim0Uint8, Concatenation4dDim0Uint8Test) ARMNN_AUTO_TEST_CASE(Concatenation4dDim1Uint8, Concatenation4dDim1Uint8Test) ARMNN_AUTO_TEST_CASE(Concatenation4dDim3Uint8, Concatenation4dDim3Uint8Test, false) ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim0, Concatenation4dDiffShapeDim0Test) ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim1, Concatenation4dDiffShapeDim1Test) ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim3, Concatenation4dDiffShapeDim3Test, false) ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim0Uint8, Concatenation4dDiffShapeDim0Uint8Test) ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim1Uint8, Concatenation4dDiffShapeDim1Uint8Test) ARMNN_AUTO_TEST_CASE(Concatenation4dDiffShapeDim3Uint8, Concatenation4dDiffShapeDim3Uint8Test, false) // L2 Normalization ARMNN_AUTO_TEST_CASE(L2Normalization1d, L2Normalization1dTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(L2Normalization2d, L2Normalization2dTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(L2Normalization3d, L2Normalization3dTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(L2Normalization4d, L2Normalization4dTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(L2Normalization1dNhwc, L2Normalization1dTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(L2Normalization2dNhwc, L2Normalization2dTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(L2Normalization3dNhwc, L2Normalization3dTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(L2Normalization4dNhwc, L2Normalization4dTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(L2Normalization2dShape, L2Normalization2dShapeTest); ARMNN_AUTO_TEST_CASE(L2NormalizationDefaultEpsilon, L2NormalizationDefaultEpsilonTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(L2NormalizationNonDefaultEpsilon, L2NormalizationNonDefaultEpsilonTest, DataLayout::NCHW) // Floor ARMNN_AUTO_TEST_CASE(SimpleFloor, SimpleFloorTest) // Greater ARMNN_AUTO_TEST_CASE(SimpleGreater, GreaterSimpleTest) ARMNN_AUTO_TEST_CASE(GreaterBroadcast1Element, GreaterBroadcast1ElementTest) ARMNN_AUTO_TEST_CASE(GreaterBroadcast1DVector, GreaterBroadcast1DVectorTest) ARMNN_AUTO_TEST_CASE(GreaterUint8, GreaterUint8Test) ARMNN_AUTO_TEST_CASE(GreaterBroadcast1ElementUint8, GreaterBroadcast1ElementUint8Test) ARMNN_AUTO_TEST_CASE(GreaterBroadcast1DVectorUint8, GreaterBroadcast1DVectorUint8Test) // Reshape ARMNN_AUTO_TEST_CASE(SimpleReshapeFloat32, SimpleReshapeTest) ARMNN_AUTO_TEST_CASE(SimpleReshapeUint8, SimpleReshapeTest) ARMNN_AUTO_TEST_CASE(Reshape5d, Reshape5dTest) // Pad ARMNN_AUTO_TEST_CASE(PadFloat322d, PadFloat322dTest) ARMNN_AUTO_TEST_CASE(PadFloat322dCustomPadding, PadFloat322dCustomPaddingTest) ARMNN_AUTO_TEST_CASE(PadFloat323d, PadFloat323dTest) ARMNN_AUTO_TEST_CASE(PadFloat324d, PadFloat324dTest) ARMNN_AUTO_TEST_CASE(PadUint82d, PadUint82dTest) ARMNN_AUTO_TEST_CASE(PadUint82dCustomPadding, PadUint82dCustomPaddingTest) ARMNN_AUTO_TEST_CASE(PadUint83d, PadUint83dTest) ARMNN_AUTO_TEST_CASE(PadUint84d, PadUint84dTest) ARMNN_AUTO_TEST_CASE(Pad2dQSymm16, Pad2dTestCommon, 2.0f, 0, 0.0f) ARMNN_AUTO_TEST_CASE(Pad2dQSymm16CustomPadding, Pad2dTestCommon, 2.0f, 0, 1.0f) ARMNN_AUTO_TEST_CASE(Pad3dQSymm16, Pad3dTestCommon, 2.0f, 0) ARMNN_AUTO_TEST_CASE(Pad4dQSymm16, Pad4dTestCommon, 2.0f, 0) // Permute ARMNN_AUTO_TEST_CASE(SimplePermuteFloat32, SimplePermuteTest) ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet1Test, PermuteValueSet1Test) ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet2Test, PermuteValueSet2Test) ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet3Test, PermuteValueSet3Test) ARMNN_AUTO_TEST_CASE(SimplePermuteQASymm8, SimplePermuteTest) ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet1Test, PermuteValueSet1Test) ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet2Test, PermuteValueSet2Test) ARMNN_AUTO_TEST_CASE(PermuteQASymm8ValueSet3Test, PermuteValueSet3Test) // Lstm ARMNN_AUTO_TEST_CASE(LstmLayerFloat32WithCifgWithPeepholeNoProjection, LstmLayerFloat32WithCifgWithPeepholeNoProjectionTest) ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgNoPeepholeNoProjection, LstmLayerFloat32NoCifgNoPeepholeNoProjectionTest) ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjection, LstmLayerFloat32NoCifgWithPeepholeWithProjectionTest) ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjectionWithLayerNorm, LstmLayerFloat32NoCifgWithPeepholeWithProjectionWithLayerNormTest) ARMNN_AUTO_TEST_CASE(QuantizedLstm, QuantizedLstmTest) // Mean ARMNN_AUTO_TEST_CASE(MeanSimpleFloat32, MeanSimpleTest) ARMNN_AUTO_TEST_CASE(MeanSimpleAxisFloat32, MeanSimpleAxisTest) ARMNN_AUTO_TEST_CASE(MeanKeepDimsFloat32, MeanKeepDimsTest) ARMNN_AUTO_TEST_CASE(MeanMultipleDimsFloat32, MeanMultipleDimsTest) ARMNN_AUTO_TEST_CASE(MeanVts1Float32, MeanVts1Test) ARMNN_AUTO_TEST_CASE(MeanVts2Float32, MeanVts2Test) ARMNN_AUTO_TEST_CASE(MeanVts3Float32, MeanVts3Test) ARMNN_AUTO_TEST_CASE(MeanSimpleQuantisedAsymm8, MeanSimpleTest) ARMNN_AUTO_TEST_CASE(MeanSimpleAxisQuantisedAsymm8, MeanSimpleAxisTest) ARMNN_AUTO_TEST_CASE(MeanKeepDimsQuantisedAsymm8, MeanKeepDimsTest) ARMNN_AUTO_TEST_CASE(MeanMultipleDimsQuantisedAsymm8, MeanMultipleDimsTest) ARMNN_AUTO_TEST_CASE(MeanVts1QuantisedAsymm8, MeanVts1Test) ARMNN_AUTO_TEST_CASE(MeanVts2QuantisedAsymm8, MeanVts2Test) ARMNN_AUTO_TEST_CASE(MeanVts3QuantisedAsymm8, MeanVts3Test) // Max ARMNN_AUTO_TEST_CASE(SimpleMaximum, MaximumSimpleTest) ARMNN_AUTO_TEST_CASE(MaximumBroadcast1Element, MaximumBroadcast1ElementTest) ARMNN_AUTO_TEST_CASE(MaximumBroadcast1DVector, MaximumBroadcast1DVectorTest) ARMNN_AUTO_TEST_CASE(MaximumUint8, MaximumUint8Test) ARMNN_AUTO_TEST_CASE(MaximumBroadcast1ElementUint8, MaximumBroadcast1ElementUint8Test) ARMNN_AUTO_TEST_CASE(MaximumBroadcast1DVectorUint8, MaximumBroadcast1DVectorUint8Test) // Min ARMNN_AUTO_TEST_CASE(SimpleMinimum1, MinimumBroadcast1ElementTest1) ARMNN_AUTO_TEST_CASE(SimpleMinimum2, MinimumBroadcast1ElementTest2) ARMNN_AUTO_TEST_CASE(Minimum1DVectorUint8, MinimumBroadcast1DVectorUint8Test) // Normalization ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcross, SimpleNormalizationAcrossTest) ARMNN_AUTO_TEST_CASE(SimpleNormalizationWithin, SimpleNormalizationWithinTest) ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcrossNhwc, SimpleNormalizationAcrossNhwcTest) // Resize Bilinear - NCHW data layout ARMNN_AUTO_TEST_CASE(SimpleResizeBilinear, SimpleResizeBilinearTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeBilinearNop, ResizeBilinearNopTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMin, ResizeBilinearSqMinTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeBilinearMin, ResizeBilinearMinTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeBilinearMag, ResizeBilinearMagTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearUint8, SimpleResizeBilinearTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeBilinearNopUint8, ResizeBilinearNopTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinUint8, ResizeBilinearSqMinTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeBilinearMinUint8, ResizeBilinearMinTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeBilinearMagUint8, ResizeBilinearMagTest, DataLayout::NCHW) // Resize Bilinear - NHWC data layout ARMNN_AUTO_TEST_CASE(ResizeBilinearNopNhwc, ResizeBilinearNopTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearNhwc, SimpleResizeBilinearTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinNhwc, ResizeBilinearSqMinTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(ResizeBilinearMinNhwc, ResizeBilinearMinTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(ResizeBilinearMagNhwc, ResizeBilinearMagTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(ResizeBilinearNopUint8Nhwc, ResizeBilinearNopTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearUint8Nhwc, SimpleResizeBilinearTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinUint8Nhwc, ResizeBilinearSqMinTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(ResizeBilinearMinUint8Nhwc, ResizeBilinearMinTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(ResizeBilinearMagUint8Nhwc, ResizeBilinearMagTest, DataLayout::NHWC) // Resize NearestNeighbor - NCHW ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighbor, SimpleResizeNearestNeighborTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNop, ResizeNearestNeighborNopTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMin, ResizeNearestNeighborSqMinTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMin, ResizeNearestNeighborMinTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMag, ResizeNearestNeighborMagTest, DataLayout::NCHW, 0.1f, 50, 0.1f, 50) ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborUint8, SimpleResizeNearestNeighborTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopUint8, ResizeNearestNeighborNopTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinUint8, ResizeNearestNeighborSqMinTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinUint8, ResizeNearestNeighborMinTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagUint8, ResizeNearestNeighborMagTest, DataLayout::NCHW, 0.1f, 50, 0.1f, 50) // Resize NearestNeighbor - NHWC ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopNhwc, ResizeNearestNeighborNopTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborNhwc, SimpleResizeNearestNeighborTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinNhwc, ResizeNearestNeighborSqMinTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinNhwc, ResizeNearestNeighborMinTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagNhwc, ResizeNearestNeighborMagTest, DataLayout::NHWC, 0.1f, 50, 0.1f, 50) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborNopUint8Nhwc, ResizeNearestNeighborNopTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(SimpleResizeNearestNeighborUint8Nhwc, SimpleResizeNearestNeighborTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborSqMinUint8Nhwc, ResizeNearestNeighborSqMinTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMinUint8Nhwc, ResizeNearestNeighborMinTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(ResizeNearestNeighborMagUint8Nhwc, ResizeNearestNeighborMagTest, DataLayout::NHWC, 0.1f, 50, 0.1f, 50) // Strided Slice ARMNN_AUTO_TEST_CASE(StridedSlice4DFloat32, StridedSlice4DFloat32Test) ARMNN_AUTO_TEST_CASE(StridedSlice4DReverseFloat32, StridedSlice4DReverseFloat32Test) ARMNN_AUTO_TEST_CASE(StridedSliceSimpleStrideFloat32, StridedSliceSimpleStrideFloat32Test) ARMNN_AUTO_TEST_CASE(StridedSliceSimpleRangeMaskFloat32, StridedSliceSimpleRangeMaskFloat32Test) ARMNN_AUTO_TEST_CASE(StridedSliceShrinkAxisMaskFloat32, StridedSliceShrinkAxisMaskFloat32Test) ARMNN_AUTO_TEST_CASE(StridedSlice3DFloat32, StridedSlice3DFloat32Test) ARMNN_AUTO_TEST_CASE(StridedSlice3DReverseFloat32, StridedSlice3DReverseFloat32Test) ARMNN_AUTO_TEST_CASE(StridedSlice2DFloat32, StridedSlice2DFloat32Test) ARMNN_AUTO_TEST_CASE(StridedSlice2DReverseFloat32, StridedSlice2DReverseFloat32Test) ARMNN_AUTO_TEST_CASE(StridedSlice4DUint8, StridedSlice4DUint8Test) ARMNN_AUTO_TEST_CASE(StridedSlice4DReverseUint8, StridedSlice4DReverseUint8Test) ARMNN_AUTO_TEST_CASE(StridedSliceSimpleStrideUint8, StridedSliceSimpleStrideUint8Test) ARMNN_AUTO_TEST_CASE(StridedSliceSimpleRangeMaskUint8, StridedSliceSimpleRangeMaskUint8Test) ARMNN_AUTO_TEST_CASE(StridedSliceShrinkAxisMaskUint8, StridedSliceShrinkAxisMaskUint8Test) ARMNN_AUTO_TEST_CASE(StridedSlice3DUint8, StridedSlice3DUint8Test) ARMNN_AUTO_TEST_CASE(StridedSlice3DReverseUint8, StridedSlice3DReverseUint8Test) ARMNN_AUTO_TEST_CASE(StridedSlice2DUint8, StridedSlice2DUint8Test) ARMNN_AUTO_TEST_CASE(StridedSlice2DReverseUint8, StridedSlice2DReverseUint8Test) // Quantize ARMNN_AUTO_TEST_CASE(QuantizeSimpleUint8, QuantizeSimpleUint8Test) ARMNN_AUTO_TEST_CASE(QuantizeClampUint8, QuantizeClampUint8Test) // PReLU ARMNN_AUTO_TEST_CASE(PreluFloat32, PreluTest) ARMNN_AUTO_TEST_CASE(PreluUint8, PreluTest) // Stack ARMNN_AUTO_TEST_CASE(Stack0Axis, Stack0AxisTest) ARMNN_AUTO_TEST_CASE(Stack4dOutput1Axis, Stack4dOutput1AxisTest) ARMNN_AUTO_TEST_CASE(Stack4dOutput2Axis, Stack4dOutput2AxisTest) ARMNN_AUTO_TEST_CASE(Stack4dOutput3Axis, Stack4dOutput3AxisTest) ARMNN_AUTO_TEST_CASE(Stack3dOutput1Axis3Input, Stack3dOutput1Axis3InputTest) ARMNN_AUTO_TEST_CASE(Stack5dOutput, Stack5dOutputTest) // TransposeConvolution2d ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dFloatNchw, SimpleTransposeConvolution2dTest, true, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dFloatNhwc, SimpleTransposeConvolution2dTest, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dUint8Nchw, SimpleTransposeConvolution2dTest, true, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(SimpleTransposeConvolution2dUint8Nhwc, SimpleTransposeConvolution2dTest, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dFloatNchw, SimpleTransposeConvolution2dTest, false, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dFloatNhwc, SimpleTransposeConvolution2dTest, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dUint8Nchw, SimpleTransposeConvolution2dTest, true, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(UnbiasedSimpleTransposeConvolution2dUint8Nhwc, SimpleTransposeConvolution2dTest, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dFloatNchw, PaddedTransposeConvolution2dTest, true, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dFloatNhwc, PaddedTransposeConvolution2dTest, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dUint8Nchw, PaddedTransposeConvolution2dTest, true, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(PaddedTransposeConvolution2dUint8Nhwc, PaddedTransposeConvolution2dTest, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dFloatNchw, PaddedTransposeConvolution2dTest, false, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dFloatNhwc, PaddedTransposeConvolution2dTest, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dUint8Nchw, PaddedTransposeConvolution2dTest, true, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(UnbiasedPaddedTransposeConvolution2dUint8Nhwc, PaddedTransposeConvolution2dTest, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dFloatNchw, StridedTransposeConvolution2dTest, true, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dFloatNhwc, StridedTransposeConvolution2dTest, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dUint8Nchw, StridedTransposeConvolution2dTest, true, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(StridedTransposeConvolution2dUint8Nhwc, StridedTransposeConvolution2dTest, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dFloatNchw, StridedTransposeConvolution2dTest, false, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dFloatNhwc, StridedTransposeConvolution2dTest, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dUint8Nchw, StridedTransposeConvolution2dTest, true, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(UnbiasedStridedTransposeConvolution2dUint8Nhwc, StridedTransposeConvolution2dTest, true, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dFloatNchw, MultiChannelTransposeConvolution2dTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dFloatNhwc, MultiChannelTransposeConvolution2dTest, DataLayout::NHWC) ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dUint8Nchw, MultiChannelTransposeConvolution2dTest, DataLayout::NCHW) ARMNN_AUTO_TEST_CASE(MultiChannelTransposeConvolution2dUint8Nhwc, MultiChannelTransposeConvolution2dTest, DataLayout::NHWC) #if defined(ARMCOMPUTEREF_ENABLED) // The ARMNN_COMPARE_REF_AUTO_TEST_CASE and the ARMNN_COMPARE_REF_FIXTURE_TEST_CASE test units are not available // if the reference backend is not built // ============================================================================ // COMPARE tests ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareConv2dWithReference, CompareConvolution2dTest) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32, CompareDepthwiseConvolution2dFloatTest, DataLayout::NCHW) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8, CompareDepthwiseConvolution2dUint8Test, DataLayout::NCHW) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32Nhwc, CompareDepthwiseConvolution2dFloatTest, DataLayout::NHWC) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8Nhwc, CompareDepthwiseConvolution2dUint8Test, DataLayout::NHWC) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationWithinWithReference, CompareNormalizationTest, NormalizationAlgorithmChannel::Within, NormalizationAlgorithmMethod::LocalBrightness) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationAcrossWithReference, CompareNormalizationTest, NormalizationAlgorithmChannel::Across, NormalizationAlgorithmMethod::LocalBrightness) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMaxPooling2dWithReference, ComparePooling2dTest, PoolingAlgorithm::Max) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMaxPooling2dWithReferenceUint8, ComparePooling2dUint8Test, PoolingAlgorithm::Max) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithReference, ComparePooling2dTest, PoolingAlgorithm::Average) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithReferenceUint8, ComparePooling2dUint8Test, PoolingAlgorithm::Average) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareL2Pooling2dWithReference, ComparePooling2dTest, PoolingAlgorithm::L2) ARMNN_COMPARE_REF_AUTO_TEST_CASE(UNSUPPORTED_CompareL2Pooling2dWithReferenceUint8, ComparePooling2dUint8Test, PoolingAlgorithm::L2) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta1WithReference, CompareSoftmaxTest, 1.0f) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta2WithReference, CompareSoftmaxTest, 2.0f) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxUint8Beta1WithReference, CompareSoftmaxUint8Test, 1.0f) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxUint8Beta2WithReference, CompareSoftmaxUint8Test, 2.0f) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAddition, CompareAdditionTest) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMultiplicationWithReference, CompareMultiplicationTest) ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareBatchNorm, CompareBatchNormTest) ARMNN_COMPARE_REF_AUTO_TEST_CASE(ReLu1, CompareBoundedReLuTest, 1.0f, -1.0f) ARMNN_COMPARE_REF_AUTO_TEST_CASE(ReLu6, CompareBoundedReLuTest, 6.0f, 0.0f) // ============================================================================ // FIXTURE tests ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSigmoidActivationWithReference, ActivationFixture, CompareActivationTest, ActivationFunction::Sigmoid, 5u) ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareTanhActivationWithReference, ActivationFixture, CompareActivationTest, ActivationFunction::TanH, 5u) ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLinearActivationWithReference, ActivationFixture, CompareActivationTest, ActivationFunction::Linear, 5u) ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareReLuActivationWithReference, ActivationFixture, CompareActivationTest, ActivationFunction::ReLu, 5u) ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReference, ActivationFixture, CompareActivationTest, ActivationFunction::BoundedReLu, 5u) ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReferenceUint8, ActivationFixture, CompareActivationUint8Test, ActivationFunction::BoundedReLu) ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSoftReLuActivationWithReference, ActivationFixture, CompareActivationTest, ActivationFunction::SoftReLu, 1u) ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLeakyReLuActivationWithReference, ActivationFixture, CompareActivationTest, ActivationFunction::LeakyReLu, 5u) ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareAbsActivationWithReference, ActivationFixture, CompareActivationTest, ActivationFunction::Abs, 5u) ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSqrtActivationWithReference, PositiveActivationFixture, CompareActivationTest, ActivationFunction::Sqrt, 5u) ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSquareActivationWithReference, ActivationFixture, CompareActivationTest, ActivationFunction::Square, 5u) #endif BOOST_AUTO_TEST_SUITE_END()