| // |
| // Copyright © 2017 Arm Ltd. All rights reserved. |
| // SPDX-License-Identifier: MIT |
| // |
| #include <boost/test/unit_test.hpp> |
| |
| #include "LayerTests.hpp" |
| #include "test/TensorHelpers.hpp" |
| |
| #include "backends/RefWorkloadFactory.hpp" |
| |
| #include "test/UnitTests.hpp" |
| |
| BOOST_AUTO_TEST_SUITE(Compute_Reference) |
| using FactoryType = armnn::RefWorkloadFactory; |
| |
| // ============================================================================ |
| // UNIT tests |
| |
| // Convolution |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x5, SimpleConvolution2d3x5Test, true) |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x5Uint8, SimpleConvolution2d3x5Uint8Test, true) |
| |
| ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2d, SimpleConvolution2d3x5Test, false) |
| ARMNN_AUTO_TEST_CASE(UnbiasedConvolutionUint8, SimpleConvolution2d3x5Uint8Test, false) |
| |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution1d, Convolution1dTest, true) |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution1dUint8, Convolution1dUint8Test, true) |
| |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3, SimpleConvolution2d3x3Test, true) |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8, SimpleConvolution2d3x3Uint8Test, true) |
| |
| ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquare, SimpleConvolution2d3x3Test, false) |
| |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPaddingLargerThanHalfKernelSize, |
| Convolution2dAsymmetricPaddingLargerThanHalfKernelSizeTest) |
| ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPadding, Convolution2dAsymmetricPaddingTest) |
| |
| // Depthwise Convolution |
| ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2d, DepthwiseConvolution2dTest, true) |
| ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dUint8, DepthwiseConvolution2dUint8Test, true) |
| |
| ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2d, DepthwiseConvolution2dTest, false) |
| ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dUint8, DepthwiseConvolution2dUint8Test, false) |
| |
| ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1, DepthwiseConvolution2dDepthMul1Test, true) |
| ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8, DepthwiseConvolution2dDepthMul1Uint8Test, true) |
| |
| ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1, DepthwiseConvolution2dDepthMul1Test, false) |
| ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8, DepthwiseConvolution2dDepthMul1Uint8Test, false) |
| |
| ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dAsymmetric, DepthwiseConvolution2dAsymmetricTest, true) |
| ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dAsymmetric, DepthwiseConvolution2dAsymmetricTest, false) |
| |
| // Pooling |
| ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize2x2Stride2x2, SimpleMaxPooling2dSize2x2Stride2x2Test, false) |
| ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize2x2Stride2x2Uint8, SimpleMaxPooling2dSize2x2Stride2x2Uint8Test, false) |
| |
| ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4, SimpleMaxPooling2dSize3x3Stride2x4Test, false) |
| ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4Uint8, SimpleMaxPooling2dSize3x3Stride2x4Uint8Test, false) |
| |
| 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(IgnorePaddingSimpleL2Pooling2d, IgnorePaddingSimpleL2Pooling2dTest) |
| ARMNN_AUTO_TEST_CASE(IgnorePaddingSimpleL2Pooling2dUint8, IgnorePaddingSimpleL2Pooling2dUint8Test) |
| ARMNN_AUTO_TEST_CASE(IgnorePaddingL2Pooling2dSize3, IgnorePaddingL2Pooling2dSize3Test) |
| ARMNN_AUTO_TEST_CASE(IgnorePaddingL2Pooling2dSize3Uint8, IgnorePaddingL2Pooling2dSize3Uint8Test) |
| |
| ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2d, SimpleAveragePooling2dTest) |
| ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8, SimpleAveragePooling2dUint8Test) |
| ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2, |
| IgnorePaddingAveragePooling2dSize3x2Stride2x2Test, false) |
| ARMNN_AUTO_TEST_CASE(IgnorePaddingAveragePooling2dSize3x2Stride2x2NoPadding, |
| IgnorePaddingAveragePooling2dSize3x2Stride2x2Test, true) |
| |
| ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2d, LargeTensorsAveragePooling2dTest) |
| ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2dUint8, LargeTensorsAveragePooling2dUint8Test) |
| |
| ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2d, SimpleL2Pooling2dTest) |
| ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2dUint8, SimpleL2Pooling2dUint8Test) |
| |
| ARMNN_AUTO_TEST_CASE(L2Pooling2dSize7, L2Pooling2dSize7Test) |
| ARMNN_AUTO_TEST_CASE(L2Pooling2dSize7Uint8, L2Pooling2dSize7Uint8Test) |
| |
| ARMNN_AUTO_TEST_CASE(AsymmNonSquarePooling2d, AsymmetricNonSquarePooling2dTest) |
| ARMNN_AUTO_TEST_CASE(AsymmNonSquarePooling2dUint8, AsymmetricNonSquarePooling2dUint8Test) |
| |
| // Activation |
| ARMNN_AUTO_TEST_CASE(ConstantLinearActivation, ConstantLinearActivationTest) |
| ARMNN_AUTO_TEST_CASE(ConstantLinearActivationUint8, ConstantLinearActivationUint8Test) |
| |
| ARMNN_AUTO_TEST_CASE(SimpleNormalizationAcross, SimpleNormalizationAcrossTest) |
| ARMNN_AUTO_TEST_CASE(SimpleNormalizationWithin, SimpleNormalizationWithinTest) |
| |
| 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(SimpleSigmoid, SimpleSigmoidTest) |
| ARMNN_AUTO_TEST_CASE(SimpleSigmoidUint8, SimpleSigmoidUint8Test) |
| |
| ARMNN_AUTO_TEST_CASE(ReLu1, BoundedReLuUpperAndLowerBoundTest) |
| ARMNN_AUTO_TEST_CASE(ReLu6, BoundedReLuUpperBoundOnlyTest) |
| ARMNN_AUTO_TEST_CASE(ReLu1Uint8, BoundedReLuUint8UpperAndLowerBoundTest) |
| ARMNN_AUTO_TEST_CASE(ReLu6Uint8, BoundedReLuUint8UpperBoundOnlyTest) |
| |
| // Fully Conected |
| ARMNN_AUTO_TEST_CASE(SimpleFullyConnected, FullyConnectedFloat32Test, false, false) |
| ARMNN_AUTO_TEST_CASE(FullyConnectedUint8, FullyConnectedUint8Test, false) |
| ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithBias, FullyConnectedFloat32Test, true, false) |
| ARMNN_AUTO_TEST_CASE(FullyConnectedBiasedUint8, FullyConnectedUint8Test, true) |
| ARMNN_AUTO_TEST_CASE(SimpleFullyConnectedWithTranspose, FullyConnectedFloat32Test, false, true) |
| |
| ARMNN_AUTO_TEST_CASE(FullyConnectedLarge, FullyConnectedLargeTest, false) |
| ARMNN_AUTO_TEST_CASE(FullyConnectedLargeTransposed, FullyConnectedLargeTest, true) |
| |
| // 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) |
| |
| // Add |
| ARMNN_AUTO_TEST_CASE(SimpleAdd, AdditionTest) |
| ARMNN_AUTO_TEST_CASE(AddBroadcast1Element, AdditionBroadcast1ElementTest) |
| ARMNN_AUTO_TEST_CASE(AddBroadcast, AdditionBroadcastTest) |
| |
| ARMNN_AUTO_TEST_CASE(AdditionUint8, AdditionUint8Test) |
| ARMNN_AUTO_TEST_CASE(AddBroadcastUint8, AdditionBroadcastUint8Test) |
| ARMNN_AUTO_TEST_CASE(AddBroadcast1ElementUint8, AdditionBroadcast1ElementUint8Test) |
| |
| // 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) |
| |
| // Div |
| ARMNN_AUTO_TEST_CASE(SimpleDivision, DivisionTest) |
| ARMNN_AUTO_TEST_CASE(DivisionByZero, DivisionByZeroTest) |
| ARMNN_AUTO_TEST_CASE(DivisionBroadcast1Element, DivisionBroadcast1ElementTest) |
| ARMNN_AUTO_TEST_CASE(DivisionBroadcast1DVector, DivisionBroadcast1DVectorTest) |
| // NOTE: division by zero for quantized div needs more attention |
| // see IVGCVSW-1849 |
| ARMNN_AUTO_TEST_CASE(DivisionUint8, DivisionUint8Test) |
| ARMNN_AUTO_TEST_CASE(DivisionUint8Broadcast1Element, DivisionBroadcast1ElementUint8Test) |
| ARMNN_AUTO_TEST_CASE(DivisionUint8Broadcast1DVector, DivisionBroadcast1DVectorUint8Test) |
| |
| // 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(BatchNormUint8, BatchNormUint8Test) |
| |
| // Resize Bilinear |
| ARMNN_AUTO_TEST_CASE(SimpleResizeBilinear, SimpleResizeBilinearTest) |
| ARMNN_AUTO_TEST_CASE(SimpleResizeBilinearUint8, SimpleResizeBilinearUint8Test) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearNop, ResizeBilinearNopTest) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearNopUint8, ResizeBilinearNopUint8Test) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMin, ResizeBilinearSqMinTest) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMinUint8, ResizeBilinearSqMinUint8Test) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearMin, ResizeBilinearMinTest) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearMinUint8, ResizeBilinearMinUint8Test) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearMag, ResizeBilinearMagTest) |
| ARMNN_AUTO_TEST_CASE(ResizeBilinearMagUint8, ResizeBilinearMagUint8Test) |
| |
| // Fake Quantization |
| ARMNN_AUTO_TEST_CASE(FakeQuantization, FakeQuantizationTest) |
| |
| // L2 Noramlization |
| ARMNN_AUTO_TEST_CASE(L2Normalization1d, L2Normalization1dTest) |
| ARMNN_AUTO_TEST_CASE(L2Normalization2d, L2Normalization2dTest) |
| ARMNN_AUTO_TEST_CASE(L2Normalization3d, L2Normalization3dTest) |
| ARMNN_AUTO_TEST_CASE(L2Normalization4d, L2Normalization4dTest) |
| |
| // Constant |
| ARMNN_AUTO_TEST_CASE(Constant, ConstantTest) |
| ARMNN_AUTO_TEST_CASE(ConstantUint8, ConstantUint8Test) |
| |
| // Concat |
| 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) |
| ARMNN_AUTO_TEST_CASE(Concatenation3dDim2Uint8, Concatenation3dDim2Uint8Test) |
| |
| 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) |
| ARMNN_AUTO_TEST_CASE(Concatenation3dDim2DiffInputDimsUint8, Concatenation3dDim2DiffInputDimsUint8Test) |
| |
| // Floor |
| ARMNN_AUTO_TEST_CASE(SimpleFloor, SimpleFloorTest) |
| |
| // Reshape |
| ARMNN_AUTO_TEST_CASE(SimpleReshapeFloat32, SimpleReshapeFloat32Test) |
| ARMNN_AUTO_TEST_CASE(SimpleReshapeUint8, SimpleReshapeUint8Test) |
| |
| // 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) |
| |
| // Convert from Float16 to Float32 |
| ARMNN_AUTO_TEST_CASE(SimpleConvertFp16ToFp32, SimpleConvertFp16ToFp32Test) |
| // Convert from Float32 to Float16 |
| ARMNN_AUTO_TEST_CASE(SimpleConvertFp32ToFp16, SimpleConvertFp32ToFp16Test) |
| |
| BOOST_AUTO_TEST_SUITE_END() |
