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Diffstat (limited to 'src/backends/backendsCommon/test/layerTests/ShapeTestImpl.cpp')
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1 files changed, 306 insertions, 0 deletions
diff --git a/src/backends/backendsCommon/test/layerTests/ShapeTestImpl.cpp b/src/backends/backendsCommon/test/layerTests/ShapeTestImpl.cpp new file mode 100644 index 0000000000..d6c03141ab --- /dev/null +++ b/src/backends/backendsCommon/test/layerTests/ShapeTestImpl.cpp @@ -0,0 +1,306 @@ +// +// Copyright © 2021 Arm Ltd and Contributors. All rights reserved. +// SPDX-License-Identifier: MIT +// + +#include "ShapeTestImpl.hpp" + +#include <backendsCommon/test/DataTypeUtils.hpp> +#include <backendsCommon/test/TensorCopyUtils.hpp> +#include <backendsCommon/test/WorkloadTestUtils.hpp> + +#include <test/TensorHelpers.hpp> + +template<typename T, std::size_t n> +LayerTestResult<int32_t, 1> ShapeTest( + armnn::TensorInfo inputTensorInfo, + std::vector<T> input, + armnn::TensorInfo outputTensorInfo, + std::vector<int32_t> expectedOutputData, + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory) +{ + IgnoreUnused(memoryManager); + + std::vector<int32_t> actualOutput(outputTensorInfo.GetNumElements()); + + std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); + std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); + + armnn::ShapeQueueDescriptor data; + armnn::WorkloadInfo info; + AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get()); + AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get()); + + std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateShape(data, info); + + inputHandle->Allocate(); + outputHandle->Allocate(); + + CopyDataToITensorHandle(inputHandle.get(), input.data()); + + workload->Execute(); + + CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); + + return LayerTestResult<int32_t, 1>(actualOutput, + expectedOutputData, + outputHandle->GetShape(), + outputTensorInfo.GetShape()); +} + +template<armnn::DataType ArmnnType, typename T> +LayerTestResult<int32_t, 1> ShapeDimSize1Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory) +{ + armnn::TensorInfo inputTensorInfo({ 1 }, ArmnnType, 1.0f, 0); + armnn::TensorInfo outputTensorInfo({ 1 }, armnn::DataType::Signed32); + + auto input = ConvertToDataType<ArmnnType>({ 1.0f }, inputTensorInfo); + + return ShapeTest<T, 1>(inputTensorInfo, input, outputTensorInfo, { 1 }, workloadFactory, memoryManager, + tensorHandleFactory); +} + +template<armnn::DataType ArmnnType, typename T> +LayerTestResult<int32_t, 1> ShapeDimSize2Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory) +{ + armnn::TensorInfo inputTensorInfo({ 1, 2 }, ArmnnType, 1.0f, 0); + armnn::TensorInfo outputTensorInfo({ 2 }, armnn::DataType::Signed32); + + auto input = ConvertToDataType<ArmnnType>({ 1.0f, 1.0f }, inputTensorInfo); + + return ShapeTest<T, 2>(inputTensorInfo, input, outputTensorInfo, { 1, 2 }, workloadFactory, memoryManager, + tensorHandleFactory); +} + +template<armnn::DataType ArmnnType, typename T> +LayerTestResult<int32_t, 1> ShapeDimSize3Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory) +{ + armnn::TensorInfo inputTensorInfo({ 1, 2, 3 }, ArmnnType, 1.0f, 0); + armnn::TensorInfo outputTensorInfo({ 3 }, armnn::DataType::Signed32); + + auto input = ConvertToDataType<ArmnnType>({ 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f }, inputTensorInfo); + + return ShapeTest<T, 3>(inputTensorInfo, input, outputTensorInfo, { 1, 2, 3 }, workloadFactory, memoryManager, + tensorHandleFactory); +} + +template<armnn::DataType ArmnnType, typename T> +LayerTestResult<int32_t, 1> ShapeDimSize4Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory) +{ + armnn::TensorInfo inputTensorInfo({ 2, 2, 3, 2 }, ArmnnType, 1.0f, 0); + armnn::TensorInfo outputTensorInfo({ 4 }, armnn::DataType::Signed32); + + auto input = ConvertToDataType<ArmnnType>({ 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, + 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, + 1.0f }, + inputTensorInfo); + + return ShapeTest<T, 4>(inputTensorInfo, input, outputTensorInfo, { 2, 2, 3, 2 }, workloadFactory, memoryManager, + tensorHandleFactory); +} + +template LayerTestResult<int32_t, 1> +ShapeDimSize4Test<armnn::DataType::Float16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize4Test<armnn::DataType::Float32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize4Test<armnn::DataType::QAsymmU8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize4Test<armnn::DataType::Signed32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize4Test<armnn::DataType::QSymmS16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize4Test<armnn::DataType::QSymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize4Test<armnn::DataType::QAsymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize4Test<armnn::DataType::BFloat16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize3Test<armnn::DataType::Float16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize3Test<armnn::DataType::Float32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize3Test<armnn::DataType::QAsymmU8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize3Test<armnn::DataType::Signed32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize3Test<armnn::DataType::QSymmS16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize3Test<armnn::DataType::QSymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize3Test<armnn::DataType::QAsymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize3Test<armnn::DataType::BFloat16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize2Test<armnn::DataType::Float16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize2Test<armnn::DataType::Float32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize2Test<armnn::DataType::QAsymmU8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize2Test<armnn::DataType::Signed32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize2Test<armnn::DataType::QSymmS16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize2Test<armnn::DataType::QSymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize2Test<armnn::DataType::QAsymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize2Test<armnn::DataType::BFloat16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize1Test<armnn::DataType::Float16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize1Test<armnn::DataType::Float32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize1Test<armnn::DataType::QAsymmU8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize1Test<armnn::DataType::Signed32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize1Test<armnn::DataType::QSymmS16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize1Test<armnn::DataType::QSymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize1Test<armnn::DataType::QAsymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<int32_t, 1> +ShapeDimSize1Test<armnn::DataType::BFloat16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory);
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