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Diffstat (limited to 'src/armnn/backends/test/ArmComputeCl.cpp')
| -rw-r--r-- | src/armnn/backends/test/ArmComputeCl.cpp | 269 |
1 files changed, 269 insertions, 0 deletions
diff --git a/src/armnn/backends/test/ArmComputeCl.cpp b/src/armnn/backends/test/ArmComputeCl.cpp new file mode 100644 index 0000000000..5933cebc80 --- /dev/null +++ b/src/armnn/backends/test/ArmComputeCl.cpp @@ -0,0 +1,269 @@ +// +// Copyright © 2017 Arm Ltd. All rights reserved. +// See LICENSE file in the project root for full license information. +// +#include <boost/test/unit_test.hpp> + +#include "test/TensorHelpers.hpp" +#include "LayerTests.hpp" + +#include "backends/CpuTensorHandle.hpp" +#include "backends/ClWorkloadFactory.hpp" +#include "backends/ClWorkloadUtils.hpp" +#include "backends/RefWorkloadFactory.hpp" +#include "backends/ClLayerSupport.hpp" +#include "ActivationFixture.hpp" + +#include <arm_compute/core/CL/CLKernelLibrary.h> +#include <arm_compute/runtime/CL/CLScheduler.h> +#include <string> +#include <iostream> + +#include "test/UnitTests.hpp" + +BOOST_AUTO_TEST_SUITE(Compute_ArmComputeCl) +using FactoryType = armnn::ClWorkloadFactory; + +// ============================================================================ +// UNIT tests + +// Activation +ARMNN_AUTO_TEST_CASE(ConstantLinearActivation, ConstantLinearActivationTest) + +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(ReLu1Uint8, BoundedReLuUint8UpperAndLowerBoundTest) +ARMNN_AUTO_TEST_CASE(ReLu6Uint8, BoundedReLuUint8UpperBoundOnlyTest) + +// 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) + +// Convolution +ARMNN_AUTO_TEST_CASE(SimpleConvolution1d, Convolution1dTest, true) + +ARMNN_AUTO_TEST_CASE(SimpleConvolution2d, SimpleConvolution2d3x5Test, true) +ARMNN_AUTO_TEST_CASE(SimpleConvolution2dSquare, SimpleConvolution2d3x3Test, true) +ARMNN_AUTO_TEST_CASE(SimpleConvolution2d3x3Uint8, SimpleConvolution2d3x3Uint8Test, true) +ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2d, SimpleConvolution2d3x5Test, false) +ARMNN_AUTO_TEST_CASE(UnbiasedConvolution2dSquare, SimpleConvolution2d3x3Test, false) +ARMNN_AUTO_TEST_CASE(SimpleConvolution2dAsymmetricPadding, Convolution2dAsymmetricPaddingTest) + +// Depthwise Convolution +ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1, DepthwiseConvolution2dDepthMul1Test, true) +ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1, DepthwiseConvolution2dDepthMul1Test, false) +ARMNN_AUTO_TEST_CASE(DepthwiseConvolution2dDepthMul1Uint8, DepthwiseConvolution2dDepthMul1Uint8Test, true) +ARMNN_AUTO_TEST_CASE(UnbiasedDepthwiseConvolution2dDepthMul1Uint8, DepthwiseConvolution2dDepthMul1Uint8Test, false) + +// Splitter +BOOST_AUTO_TEST_CASE(SimpleSplitter) +{ + armnn::ClWorkloadFactory workloadFactory; + auto testResult = SplitterTest(workloadFactory); + for (unsigned int i = 0; i < testResult.size(); ++i) + { + BOOST_TEST(CompareTensors(testResult[i].output, testResult[i].outputExpected)); + } +} + +BOOST_AUTO_TEST_CASE(SimpleSplitterUint8) +{ + armnn::ClWorkloadFactory workloadFactory; + auto testResult = SplitterUint8Test(workloadFactory); + for (unsigned int i = 0; i < testResult.size(); ++i) + { + BOOST_TEST(CompareTensors(testResult[i].output, testResult[i].outputExpected)); + } +} + +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) + +// Pooling +ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4, SimpleMaxPooling2dSize3x3Stride2x4Test, true) +ARMNN_AUTO_TEST_CASE(SimpleMaxPooling2dSize3x3Stride2x4Uint8, SimpleMaxPooling2dSize3x3Stride2x4Uint8Test, true) + +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(UNSUPPORTED_IgnorePaddingSimpleL2Pooling2dUint8, IgnorePaddingSimpleL2Pooling2dUint8Test) +ARMNN_AUTO_TEST_CASE(IgnorePaddingL2Pooling2dSize3, IgnorePaddingL2Pooling2dSize3Test) +ARMNN_AUTO_TEST_CASE(UNSUPPORTED_IgnorePaddingL2Pooling2dSize3Uint8, IgnorePaddingL2Pooling2dSize3Uint8Test) + +ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2d, SimpleAveragePooling2dTest) +ARMNN_AUTO_TEST_CASE(SimpleAveragePooling2dUint8, SimpleAveragePooling2dUint8Test) +ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2d, LargeTensorsAveragePooling2dTest) +ARMNN_AUTO_TEST_CASE(LargeTensorsAveragePooling2dUint8, LargeTensorsAveragePooling2dUint8Test) + +ARMNN_AUTO_TEST_CASE(SimpleL2Pooling2d, SimpleL2Pooling2dTest) +ARMNN_AUTO_TEST_CASE(UNSUPPORTED_SimpleL2Pooling2dUint8, SimpleL2Pooling2dUint8Test) +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) + +// Add +ARMNN_AUTO_TEST_CASE(SimpleAdd, AdditionTest) +ARMNN_AUTO_TEST_CASE(AddBroadcast1Element, AdditionBroadcast1ElementTest) + +// Mul +ARMNN_AUTO_TEST_CASE(SimpleMultiplication, MultiplicationTest) + +// Batch Norm +ARMNN_AUTO_TEST_CASE(BatchNorm, BatchNormTest) + +ARMNN_AUTO_TEST_CASE(L2Normalization1d, L2Normalization1dTest) +ARMNN_AUTO_TEST_CASE(L2Normalization2d, L2Normalization2dTest) +ARMNN_AUTO_TEST_CASE(L2Normalization3d, L2Normalization3dTest) +ARMNN_AUTO_TEST_CASE(L2Normalization4d, L2Normalization4dTest) + +// Resize Bilinear +ARMNN_AUTO_TEST_CASE(SimpleResizeBilinear, SimpleResizeBilinearTest) +ARMNN_AUTO_TEST_CASE(ResizeBilinearNop, ResizeBilinearNopTest) +ARMNN_AUTO_TEST_CASE(ResizeBilinearSqMin, ResizeBilinearSqMinTest) +ARMNN_AUTO_TEST_CASE(ResizeBilinearMin, ResizeBilinearMinTest) +ARMNN_AUTO_TEST_CASE(ResizeBilinearMag, ResizeBilinearMagTest) + +// Constant +ARMNN_AUTO_TEST_CASE(Constant, ConstantTest) +ARMNN_AUTO_TEST_CASE(ConstantUint8, ConstantTestUint8) + +// 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) + +// ============================================================================ +// COMPARE tests + +ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareConv2dWithReference, CompareConvolution2dTest) + +ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceFloat32, CompareDepthwiseConvolution2dTest<float>) +ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareDepthwiseConv2dWithReferenceUint8, CompareDepthwiseConvolution2dTest<uint8_t>) + +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(CompareSoftmaxBeta1WithReference, CompareSoftmaxTest, 1.0f) +ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxBeta2WithReference, CompareSoftmaxTest, 2.0f) +ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareSoftmaxUint8, CompareSoftmaxUint8Test, 1.0f) + +ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMaxPooling2dWithRef, ComparePooling2dTest, armnn::PoolingAlgorithm::Max) + +ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithRef, ComparePooling2dTest, armnn::PoolingAlgorithm::Average) +ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAveragePooling2dWithRefUint8, ComparePooling2dUint8Test, + armnn::PoolingAlgorithm::Average) + +ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareL2Pooling2dWithRef, ComparePooling2dTest, armnn::PoolingAlgorithm::L2) + +ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareAddition, CompareAdditionTest) + +ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareMultiplicationWithRef, CompareMultiplicationTest) + +ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareBatchNorm, CompareBatchNormTest) + +ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareReLu1, CompareBoundedReLuTest, 1.0f, -1.0f) +ARMNN_COMPARE_REF_AUTO_TEST_CASE(CompareReLu6, 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, 5u) + +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() |