| // |
| // Copyright © 2017 Arm Ltd. All rights reserved. |
| // SPDX-License-Identifier: MIT |
| // |
| |
| #include "NeonWorkloadFactoryHelper.hpp" |
| |
| #include <test/TensorHelpers.hpp> |
| #include <test/UnitTests.hpp> |
| |
| #include <backendsCommon/CpuTensorHandle.hpp> |
| #include <neon/NeonLayerSupport.hpp> |
| #include <neon/NeonWorkloadFactory.hpp> |
| #include <reference/RefWorkloadFactory.hpp> |
| #include <backendsCommon/test/ActivationFixture.hpp> |
| #include <backendsCommon/test/LayerTests.hpp> |
| #include <backendsCommon/test/TensorCopyUtils.hpp> |
| #include <backendsCommon/test/WorkloadTestUtils.hpp> |
| |
| #include <boost/test/unit_test.hpp> |
| |
| BOOST_AUTO_TEST_SUITE(Compute_ArmComputeNeon) |
| using FactoryType = armnn::NeonWorkloadFactory; |
| |
| // ============================================================================ |
| // UNIT tests |
| |
| // Convolution |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution1d, Convolution1dTest, true) |
| |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution2d, SimpleConvolution2d3x5Test, true, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution2dNhwc, SimpleConvolution2d3x5Test, true, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8, SimpleConvolution2d3x3Uint8Test, true, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8Nhwc, SimpleConvolution2d3x3Uint8Test, true, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2d, SimpleConvolution2d3x5Test, false, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dNhwc, SimpleConvolution2d3x5Test, false, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dStride2x2Nhwc, |
| SimpleConvolution2d3x3Stride2x2Test, false, armnn::DataLayout::NHWC) |
| |
| ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquare, SimpleConvolution2d3x3Test, false, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPadding, Convolution2dAsymmetricPaddingTest, armnn::DataLayout::NCHW) |
| |
| ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquareNhwc, SimpleConvolution2d3x3Test, false, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPaddingNhwc, |
| Convolution2dAsymmetricPaddingTest, |
| armnn::DataLayout::NHWC) |
| |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution2dSquareNhwc, SimpleConvolution2d3x3NhwcTest, false) |
| |
| // Depthwise Convolution |
| ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1, |
| DepthwiseConvolution2dDepthMul1Test, true, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1, |
| DepthwiseConvolution2dDepthMul1Test, false, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8, |
| DepthwiseConvolution2dDepthMul1Uint8Test, true, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8, |
| DepthwiseConvolution2dDepthMul1Uint8Test, false, armnn::DataLayout::NCHW) |
| |
| // NHWC Depthwise Convolution |
| ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1NHhwc, |
| DepthwiseConvolution2dDepthMul1Test, true, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Nhwc, |
| DepthwiseConvolution2dDepthMul1Test, false, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8Nhwc, |
| DepthwiseConvolution2dDepthMul1Uint8Test, true, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8Nhwc, |
| DepthwiseConvolution2dDepthMul1Uint8Test, false, armnn::DataLayout::NHWC) |
| |
| ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthNhwc, DepthwiseConvolution2dDepthNhwcTest, false) |
| ARMNN_AUTO_TEST_CASE(SimpleDepthwiseConvolution2d3x3Dilation3x3Nhwc, |
| SimpleDepthwiseConvolution2d3x3Dilation3x3NhwcTest) |
| |
| |
| ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetric, |
| DepthwiseConvolution2dAsymmetricTest, true, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetric, |
| DepthwiseConvolution2dAsymmetricTest, false, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetricNhwc, |
| DepthwiseConvolution2dAsymmetricTest, true, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetricNhwc, |
| DepthwiseConvolution2dAsymmetricTest, false, armnn::DataLayout::NHWC) |
| |
| namespace |
| { |
| |
| armnn::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); |
| |
| armnn::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; |
| } |
| |
| armnn::TensorInfo CreateOutputTensorInfo(const armnn::TensorInfo& inputInfo, |
| const armnn::TensorInfo& weightsInfo, |
| const armnn::DepthwiseConvolution2dDescriptor& descriptor, |
| armnn::DataType dataType) |
| { |
| const armnn::TensorShape& inputShape = inputInfo.GetShape(); |
| const armnn::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; |
| |
| armnn::TensorShape outputShape({outBatchSize, outChannels, outHeight, outWidth}); |
| return armnn::TensorInfo(outputShape, dataType); |
| } |
| } |
| |
| BOOST_AUTO_TEST_CASE(DepthwiseConv2dUtils) |
| { |
| const armnn::DataType dataType = armnn::DataType::Float32; |
| |
| armnn::TensorInfo inputInfo({1, 1, 10, 10 }, dataType); |
| armnn::TensorInfo outputInfo; |
| armnn::TensorInfo weightsInfo3x3({ 1, 1, 3, 3 }, dataType); |
| armnn::TensorInfo biasesInfo; |
| |
| armnn::DepthwiseConvolution2dDescriptor descriptor; |
| armnn::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 |
| armnn::TensorInfo weightsInfo1x1({ 1, 1, 1, 1 }, armnn::DataType::Float32); |
| descriptor = MakeDepthwiseConv2dDesc(1, 1); |
| outputInfo = CreateOutputTensorInfo(inputInfo, weightsInfo1x1, descriptor, dataType); |
| BOOST_TEST(layerSupport.IsDepthwiseConvolutionSupported(inputInfo, outputInfo, descriptor, |
| weightsInfo1x1, biasesInfo)); |
| |
| // Supported shape 2x2 |
| armnn::TensorInfo weightsInfo2x2({ 1, 1, 2, 2 }, armnn::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)); |
| } |
| |
| // Pooling |
| ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4, SimpleMaxPooling2dSize3x3Stride2x4Test, true) |
| ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4Uint8, SimpleMaxPooling2dSize3x3Stride2x4Uint8Test, true) |
| |
| ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2d, SimpleMaxPooling2dTest, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dNhwc, SimpleMaxPooling2dTest, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8, SimpleMaxPooling2dUint8Test, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dUint8Nhwc, SimpleMaxPooling2dUint8Test, armnn::DataLayout::NHWC) |
| |
| ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2d, SimpleAveragePooling2dTest, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dNhwc, SimpleAveragePooling2dTest, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8, SimpleAveragePooling2dUint8Test, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8Nhwc, SimpleAveragePooling2dUint8Test, armnn::DataLayout::NHWC) |
| |
| ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2d, LargeTensorsAveragePooling2dTest) |
| ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2dUint8, LargeTensorsAveragePooling2dUint8Test) |
| |
| ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2d, SimpleL2Pooling2dTest, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2dNeon, SimpleL2Pooling2dTest, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(UNSUPPORTED_SimpleL2Pooling2dUint8, SimpleL2Pooling2dUint8Test, armnn::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) |
| |
| // 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) |
| |
| // Merger |
| ARMNN_AUTO_TEST_CASE(SimpleMerger, MergerTest) |
| ARMNN_AUTO_TEST_CASE(MergerUint8, MergerUint8Test) |
| |
| // 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, FullyConnectedUint8Test, false) |
| ARMNN_AUTO_TEST_CASE(FullyConnectedBiasedUint8, FullyConnectedUint8Test, true) |
| |
| // Add |
| ARMNN_AUTO_TEST_CASE(SimpleAdd, AdditionTest) |
| 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) |
| |
| // 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, ConstantTestUint8) |
| |
| // 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, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(L2Normalization2d, L2Normalization2dTest, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(L2Normalization3d, L2Normalization3dTest, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(L2Normalization4d, L2Normalization4dTest, armnn::DataLayout::NCHW) |
| |
| ARMNN_AUTO_TEST_CASE(L2Normalization1dNhwc, L2Normalization1dTest, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(L2Normalization2dNhwc, L2Normalization2dTest, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(L2Normalization3dNhwc, L2Normalization3dTest, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(L2Normalization4dNhwc, L2Normalization4dTest, armnn::DataLayout::NHWC) |
| |
| // 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, SimpleReshapeFloat32Test) |
| ARMNN_AUTO_TEST_CASE(SimpleReshapeUint8, SimpleReshapeUint8Test) |
| |
| // Pad |
| ARMNN_AUTO_TEST_CASE(PadFloat322d, PadFloat322dTest) |
| ARMNN_AUTO_TEST_CASE(PadFloat323d, PadFloat323dTest) |
| ARMNN_AUTO_TEST_CASE(PadFloat324d, PadFloat324dTest) |
| |
| // Permute |
| ARMNN_AUTO_TEST_CASE(SimplePermuteFloat32, SimplePermuteFloat32Test) |
| ARMNN_AUTO_TEST_CASE(SimplePermuteUint8, SimplePermuteUint8Test) |
| ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet1, PermuteFloat32ValueSet1Test) |
| ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet2, PermuteFloat32ValueSet2Test) |
| ARMNN_AUTO_TEST_CASE(PermuteFloat32ValueSet3, PermuteFloat32ValueSet3Test) |
| |
| // Lstm |
| ARMNN_AUTO_TEST_CASE(LstmLayerFloat32WithCifgWithPeepholeNoProjection, |
| LstmLayerFloat32WithCifgWithPeepholeNoProjectionTest) |
| ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgNoPeepholeNoProjection, |
| LstmLayerFloat32NoCifgNoPeepholeNoProjectionTest) |
| ARMNN_AUTO_TEST_CASE(LstmLayerFloat32NoCifgWithPeepholeWithProjection, |
| LstmLayerFloat32NoCifgWithPeepholeWithProjectionTest) |
| |
| // Mean |
| ARMNN_AUTO_TEST_CASE(MeanUint8Simple, MeanUint8SimpleTest) |
| ARMNN_AUTO_TEST_CASE(MeanUint8SimpleAxis, MeanUint8SimpleAxisTest) |
| ARMNN_AUTO_TEST_CASE(MeanUint8KeepDims, MeanUint8KeepDimsTest) |
| ARMNN_AUTO_TEST_CASE(MeanUint8MultipleDims, MeanUint8MultipleDimsTest) |
| ARMNN_AUTO_TEST_CASE(MeanVtsUint8, MeanVtsUint8Test) |
| |
| ARMNN_AUTO_TEST_CASE(MeanFloatSimple, MeanFloatSimpleTest) |
| ARMNN_AUTO_TEST_CASE(MeanFloatSimpleAxis, MeanFloatSimpleAxisTest) |
| ARMNN_AUTO_TEST_CASE(MeanFloatKeepDims, MeanFloatKeepDimsTest) |
| ARMNN_AUTO_TEST_CASE(MeanFloatMultipleDims, MeanFloatMultipleDimsTest) |
| ARMNN_AUTO_TEST_CASE(MeanVtsFloat1, MeanVtsFloat1Test) |
| ARMNN_AUTO_TEST_CASE(MeanVtsFloat2, MeanVtsFloat2Test) |
| ARMNN_AUTO_TEST_CASE(MeanVtsFloat3, MeanVtsFloat3Test) |
| |
| // 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(ResizeBilinearNop, ResizeBilinearNopTest, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(SimpleResizeBilinear, SimpleResizeBilinearTest, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMin, ResizeBilinearSqMinTest, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearMin, ResizeBilinearMinTest, armnn::DataLayout::NCHW) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearMag, ResizeBilinearMagTest, armnn::DataLayout::NCHW) |
| |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearNopUint8, ResizeBilinearNopUint8Test) |
| ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearUint8, SimpleResizeBilinearUint8Test) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinUint8, ResizeBilinearSqMinUint8Test) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearMinUint8, ResizeBilinearMinUint8Test) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearMagUint8, ResizeBilinearMagUint8Test) |
| |
| // Resize Bilinear - NHWC data layout |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearNopNhwc, ResizeBilinearNopTest, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearNhwc, SimpleResizeBilinearTest, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinNhwc, ResizeBilinearSqMinTest, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearMinNhwc, ResizeBilinearMinTest, armnn::DataLayout::NHWC) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearMagNhwc, ResizeBilinearMagTest, armnn::DataLayout::NHWC) |
| |
| // ============================================================================ |
| // COMPARE tests |
| |
| ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareConv2dWithReference, CompareConvolution2dTest) |
| |
| ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32, |
| CompareDepthwiseConvolution2dFloatTest, |
| armnn::DataLayout::NCHW) |
| ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8, |
| CompareDepthwiseConvolution2dUint8Test, |
| armnn::DataLayout::NCHW) |
| |
| ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32Nhwc, |
| CompareDepthwiseConvolution2dFloatTest, |
| armnn::DataLayout::NHWC) |
| ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8Nhwc, |
| CompareDepthwiseConvolution2dUint8Test, |
| armnn::DataLayout::NHWC) |
| |
| ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationWithinWithReference, CompareNormalizationTest, |
| armnn::NormalizationAlgorithmChannel::Within, |
| armnn::NormalizationAlgorithmMethod::LocalBrightness) |
| ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareNormalizationAcrossWithReference, CompareNormalizationTest, |
| armnn::NormalizationAlgorithmChannel::Across, |
| armnn::NormalizationAlgorithmMethod::LocalBrightness) |
| |
| ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMaxPooling2dWithReference, ComparePooling2dTest, armnn::PoolingAlgorithm::Max) |
| ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMaxPooling2dWithReferenceUint8, ComparePooling2dUint8Test, |
| armnn::PoolingAlgorithm::Max) |
| ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithReference, ComparePooling2dTest, |
| armnn::PoolingAlgorithm::Average) |
| ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithReferenceUint8, ComparePooling2dUint8Test, |
| armnn::PoolingAlgorithm::Average) |
| ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareL2Pooling2dWithReference, ComparePooling2dTest, armnn::PoolingAlgorithm::L2) |
| ARMNN_COMPARE_REF_AUTO_TEST_CASE(UNSUPPORTED_CompareL2Pooling2dWithReferenceUint8, ComparePooling2dUint8Test, |
| armnn::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, armnn::ActivationFunction::Sigmoid, 5u) |
| |
| ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareTanhActivationWithReference, ActivationFixture, |
| CompareActivationTest, armnn::ActivationFunction::TanH, 5u) |
| |
| ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLinearActivationWithReference, ActivationFixture, |
| CompareActivationTest, armnn::ActivationFunction::Linear, 5u) |
| |
| ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareReLuActivationWithReference, ActivationFixture, |
| CompareActivationTest, armnn::ActivationFunction::ReLu, 5u) |
| |
| ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReference, ActivationFixture, |
| CompareActivationTest, armnn::ActivationFunction::BoundedReLu, 5u) |
| ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareBoundedReLuActivationWithReferenceUint8, ActivationFixture, |
| CompareActivationUint8Test, armnn::ActivationFunction::BoundedReLu) |
| |
| ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSoftReLuActivationWithReference, ActivationFixture, |
| CompareActivationTest, armnn::ActivationFunction::SoftReLu, 1u) |
| |
| ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareLeakyReLuActivationWithReference, ActivationFixture, |
| CompareActivationTest, armnn::ActivationFunction::LeakyReLu, 5u) |
| |
| ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareAbsActivationWithReference, ActivationFixture, |
| CompareActivationTest, armnn::ActivationFunction::Abs, 5u) |
| |
| ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSqrtActivationWithReference, PositiveActivationFixture, |
| CompareActivationTest, armnn::ActivationFunction::Sqrt, 5u) |
| |
| ARMNN_COMPARE_REF_FIXTURE_TEST_CASE(CompareSquareActivationWithReference, ActivationFixture, |
| CompareActivationTest, armnn::ActivationFunction::Square, 5u) |
| BOOST_AUTO_TEST_SUITE_END() |
