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Diffstat (limited to 'src/backends/backendsCommon/test/layerTests/TileTestImpl.cpp')
| -rw-r--r-- | src/backends/backendsCommon/test/layerTests/TileTestImpl.cpp | 434 |
1 files changed, 434 insertions, 0 deletions
diff --git a/src/backends/backendsCommon/test/layerTests/TileTestImpl.cpp b/src/backends/backendsCommon/test/layerTests/TileTestImpl.cpp new file mode 100644 index 0000000000..0b13bba425 --- /dev/null +++ b/src/backends/backendsCommon/test/layerTests/TileTestImpl.cpp @@ -0,0 +1,434 @@ +// +// Copyright © 2023 Arm Ltd and Contributors. All rights reserved. +// SPDX-License-Identifier: MIT +// + +#include "TileTestImpl.hpp" +#include <vector> + +#include <armnn/backends/IBackendInternal.hpp> +#include <armnn/backends/Workload.hpp> +#include <armnn/backends/WorkloadData.hpp> +#include <armnn/backends/WorkloadFactory.hpp> + +#include <armnnTestUtils/WorkloadTestUtils.hpp> +#include <armnnTestUtils/TensorCopyUtils.hpp> + +#include <armnn/BackendHelper.hpp> + +#include <armnnUtils/QuantizeHelper.hpp> + +namespace +{ +template<typename T, std::size_t NumDims> +LayerTestResult<T, NumDims> TileTestImpl( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory, + armnn::TileDescriptor descriptor, + armnn::TensorInfo& inputInfo, + armnn::TensorInfo& outputInfo, + std::vector<T>& inputData, + std::vector<T>& expectedOutputData) +{ + + LayerTestResult<T, NumDims> result(outputInfo); + std::vector<T> outputActual(outputInfo.GetNumElements()); + + armnn::TileQueueDescriptor queueDescriptor; + queueDescriptor.m_Parameters = std::move(descriptor); + armnn::WorkloadInfo workloadInfo; + + std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputInfo); + std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputInfo); + + AddInputToWorkload(queueDescriptor, workloadInfo, inputInfo, inputHandle.get()); + AddOutputToWorkload(queueDescriptor, workloadInfo, outputInfo, outputHandle.get()); + + const armnn::BackendId& backend = workloadFactory.GetBackendId(); + armnn::LayerSupportHandle handle = armnn::GetILayerSupportByBackendId(backend); + + auto workload = workloadFactory.CreateWorkload(armnn::LayerType::Tile, queueDescriptor, workloadInfo); + + inputHandle->Allocate(); + outputHandle->Allocate(); + + CopyDataToITensorHandle(inputHandle.get(), inputData.data()); + + workload->PostAllocationConfigure(); + ExecuteWorkload(*workload, memoryManager); + + CopyDataFromITensorHandle(outputActual.data(), outputHandle.get()); + return LayerTestResult<T, NumDims>(outputActual, + expectedOutputData, + outputHandle->GetShape(), + outputInfo.GetShape()); +} +} + +template<armnn::DataType ArmnnType, typename T> +LayerTestResult<T, 1> Tile1dTest( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory) +{ + auto descriptor = armnn::TileDescriptor( std::vector<uint32_t>{ 3 } ); + + float qScale = 1.0f; + int32_t qOffset = 0; + + armnn::TensorShape inputShape = { 3 }; + armnn::TensorShape outputShape = { 9 }; + + armnn::TensorInfo inputInfo(inputShape, ArmnnType); + armnn::TensorInfo outputInfo(outputShape, ArmnnType); + + std::vector<T> input = armnnUtils::QuantizedVector<T>( + { + 0.f, 1.f, 2.f + }, qScale, qOffset); + + std::vector<T> expectedOutput = armnnUtils::QuantizedVector<T>( + { + 0.f, 1.f, 2.f, + 0.f, 1.f, 2.f, + 0.f, 1.f, 2.f + }, qScale, qOffset); + + return TileTestImpl<T, 1>(workloadFactory, + memoryManager, + tensorHandleFactory, + descriptor, + inputInfo, + outputInfo, + input, + expectedOutput); +} + +template<armnn::DataType ArmnnType, typename T> +LayerTestResult<T, 2> Tile2dTest(armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory) +{ + auto descriptor = armnn::TileDescriptor(std::vector<uint32_t>{ 2, 2 }); + + float qScale = 1.0f; + int32_t qOffset = 0; + + armnn::TensorShape inputShape = { 2, 3 }; + armnn::TensorShape outputShape = { 4, 6 }; + + armnn::TensorInfo inputInfo(inputShape, ArmnnType); + armnn::TensorInfo outputInfo(outputShape, ArmnnType); + + std::vector<T> input = armnnUtils::QuantizedVector<T>( + { + 0.f, 1.f, 2.f, + 3.f, 4.f, 5.f + }, qScale, qOffset); + + + std::vector<T> expectedOutput = armnnUtils::QuantizedVector<T>( + { + 0.f, 1.f, 2.f, 0.f, 1.f, 2.f, + 3.f, 4.f, 5.f, 3.f, 4.f, 5.f, + + 0.f, 1.f, 2.f, 0.f, 1.f, 2.f, + 3.f, 4.f, 5.f, 3.f, 4.f, 5.f + }, qScale, qOffset); + + return TileTestImpl<T, 2>(workloadFactory, + memoryManager, + tensorHandleFactory, + descriptor, + inputInfo, + outputInfo, + input, + expectedOutput); +} + +template<armnn::DataType ArmnnType, typename T> +LayerTestResult<T, 3> Tile3dTest(armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory) +{ + auto descriptor = armnn::TileDescriptor(std::vector<uint32_t>{ 1, 2, 1 }); + + float qScale = 1.0f; + int32_t qOffset = 0; + + armnn::TensorShape inputShape = { 2, 2, 3 }; + armnn::TensorShape outputShape = { 2, 4, 3 }; + + armnn::TensorInfo inputInfo(inputShape, ArmnnType); + armnn::TensorInfo outputInfo(outputShape, ArmnnType); + std::vector<T> input = armnnUtils::QuantizedVector<T>( + { + 0.f, 1.f, 2.f, + 3.f, 4.f, 5.f, + + 6.f, 7.f, 8.f, + 9.f, 10.f, 11.f + }, qScale, qOffset); + + + std::vector<T> expectedOutput = armnnUtils::QuantizedVector<T>( + { + 0.f, 1.f, 2.f, + 3.f, 4.f, 5.f, + 0.f, 1.f, 2.f, + 3.f, 4.f, 5.f, + + 6.f, 7.f, 8.f, + 9.f, 10.f, 11.f, + 6.f, 7.f, 8.f, + 9.f, 10.f, 11.f + }, qScale, qOffset); + + return TileTestImpl<T, 3>(workloadFactory, + memoryManager, + tensorHandleFactory, + descriptor, + inputInfo, + outputInfo, + input, + expectedOutput); +} + +template<armnn::DataType ArmnnType, typename T> +LayerTestResult<T, 4> Tile4dTest(armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory) +{ + auto descriptor = armnn::TileDescriptor(std::vector<uint32_t>{ 2, 1, 1, 1 }); + + float qScale = 1.0f; + int32_t qOffset = 0; + + armnn::TensorShape inputShape = { 2, 2, 2, 3}; + armnn::TensorShape outputShape = { 4, 2, 2, 3}; + + armnn::TensorInfo inputInfo(inputShape, ArmnnType); + armnn::TensorInfo outputInfo(outputShape, ArmnnType); + + std::vector<T> input = armnnUtils::QuantizedVector<T>( + { + 0.f, 1.f, 2.f, + 3.f, 4.f, 5.f, + + 6.f, 7.f, 8.f, + 9.f, 10.f, 11.f, + + 0.f, 1.f, 2.f, + 3.f, 4.f, 5.f, + + 6.f, 7.f, 8.f, + 9.f, 10.f, 11.f + }, qScale, qOffset); + + + std::vector<T> expectedOutput = armnnUtils::QuantizedVector<T>( + { + 0.f, 1.f, 2.f, + 3.f, 4.f, 5.f, + + 6.f, 7.f, 8.f, + 9.f, 10.f, 11.f, + + 0.f, 1.f, 2.f, + 3.f, 4.f, 5.f, + + 6.f, 7.f, 8.f, + 9.f, 10.f, 11.f, + + 0.f, 1.f, 2.f, + 3.f, 4.f, 5.f, + + 6.f, 7.f, 8.f, + 9.f, 10.f, 11.f, + + 0.f, 1.f, 2.f, + 3.f, 4.f, 5.f, + + 6.f, 7.f, 8.f, + 9.f, 10.f, 11.f + }, qScale, qOffset); + + return TileTestImpl<T, 4>(workloadFactory, + memoryManager, + tensorHandleFactory, + descriptor, + inputInfo, + outputInfo, + input, + expectedOutput); +} + +template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 1> +Tile1dTest<armnn::DataType::Float32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 2> +Tile2dTest<armnn::DataType::Float32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 3> +Tile3dTest<armnn::DataType::Float32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> +Tile4dTest<armnn::DataType::Float32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 1> +Tile1dTest<armnn::DataType::Float16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 2> +Tile2dTest<armnn::DataType::Float16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 3> +Tile3dTest<armnn::DataType::Float16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::Float16>, 4> +Tile4dTest<armnn::DataType::Float16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 1> +Tile1dTest<armnn::DataType::QAsymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 2> +Tile2dTest<armnn::DataType::QAsymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 3> +Tile3dTest<armnn::DataType::QAsymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> +Tile4dTest<armnn::DataType::QAsymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 1> +Tile1dTest<armnn::DataType::QAsymmU8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 2> +Tile2dTest<armnn::DataType::QAsymmU8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 3> +Tile3dTest<armnn::DataType::QAsymmU8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> +Tile4dTest<armnn::DataType::QAsymmU8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS8>, 1> +Tile1dTest<armnn::DataType::QSymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS8>, 2> +Tile2dTest<armnn::DataType::QSymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS8>, 3> +Tile3dTest<armnn::DataType::QSymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS8>, 4> +Tile4dTest<armnn::DataType::QSymmS8>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 1> +Tile1dTest<armnn::DataType::QSymmS16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 2> +Tile2dTest<armnn::DataType::QSymmS16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 3> +Tile3dTest<armnn::DataType::QSymmS16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> +Tile4dTest<armnn::DataType::QSymmS16>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::Signed32>, 1> +Tile1dTest<armnn::DataType::Signed32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::Signed32>, 2> +Tile2dTest<armnn::DataType::Signed32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::Signed32>, 3> +Tile3dTest<armnn::DataType::Signed32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + +template LayerTestResult<armnn::ResolveType<armnn::DataType::Signed32>, 4> +Tile4dTest<armnn::DataType::Signed32>( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::ITensorHandleFactory& tensorHandleFactory); + |