| // |
| // Copyright © 2022 Arm Ltd and Contributors. All rights reserved. |
| // SPDX-License-Identifier: MIT |
| // |
| |
| #include "GatherNdTestImpl.hpp" |
| |
| #include <DataTypeUtils.hpp> |
| #include <armnnTestUtils/TensorCopyUtils.hpp> |
| #include <armnnTestUtils/WorkloadTestUtils.hpp> |
| |
| namespace |
| { |
| |
| template<armnn::DataType ArmnnType, |
| typename T = armnn::ResolveType<ArmnnType>, |
| size_t ParamsDim, |
| size_t IndicesDim, |
| size_t OutputDim> |
| LayerTestResult<T, OutputDim> GatherNdTestImpl( |
| armnn::IWorkloadFactory &workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr &memoryManager, |
| const armnn::ITensorHandleFactory &tensorHandleFactory, |
| const armnn::TensorInfo ¶msInfo, |
| const armnn::TensorInfo &indicesInfo, |
| const armnn::TensorInfo &outputInfo, |
| const std::vector<T> ¶msData, |
| const std::vector<int32_t> &indicesData, |
| const std::vector<T> &outputData) |
| { |
| IgnoreUnused(memoryManager); |
| |
| std::vector<T> actualOutput(outputInfo.GetNumElements()); |
| |
| std::unique_ptr<armnn::ITensorHandle> paramsHandle = tensorHandleFactory.CreateTensorHandle(paramsInfo); |
| std::unique_ptr<armnn::ITensorHandle> indicesHandle = tensorHandleFactory.CreateTensorHandle(indicesInfo); |
| std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputInfo); |
| |
| armnn::GatherNdQueueDescriptor data; |
| armnn::WorkloadInfo info; |
| AddInputToWorkload(data, info, paramsInfo, paramsHandle.get()); |
| AddInputToWorkload(data, info, indicesInfo, indicesHandle.get()); |
| AddOutputToWorkload(data, info, outputInfo, outputHandle.get()); |
| |
| std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateWorkload(armnn::LayerType::GatherNd, |
| data, |
| info); |
| |
| paramsHandle->Allocate(); |
| indicesHandle->Allocate(); |
| outputHandle->Allocate(); |
| |
| CopyDataToITensorHandle(paramsHandle.get(), paramsData.data()); |
| CopyDataToITensorHandle(indicesHandle.get(), indicesData.data()); |
| |
| workload->Execute(); |
| |
| CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
| |
| return LayerTestResult<T, OutputDim>(actualOutput, |
| outputData, |
| outputHandle->GetShape(), |
| outputInfo.GetShape()); |
| } |
| } // anonymous namespace |
| |
| template<armnn::DataType ArmnnType, typename T> |
| LayerTestResult<T, 2> SimpleGatherNd2dTest( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory) |
| { |
| armnn::TensorInfo paramsInfo({ 5, 2 }, ArmnnType); |
| armnn::TensorInfo indicesInfo({ 3, 1 }, armnn::DataType::Signed32); |
| armnn::TensorInfo outputInfo({ 3, 2 }, ArmnnType); |
| if (armnn::IsQuantizedType<T>()) |
| { |
| paramsInfo.SetQuantizationScale(1.0f); |
| paramsInfo.SetQuantizationOffset(1); |
| outputInfo.SetQuantizationScale(1.0f); |
| outputInfo.SetQuantizationOffset(1); |
| } |
| const std::vector<T> params = ConvertToDataType<ArmnnType>( |
| { 1, 2, |
| 3, 4, |
| 5, 6, |
| 7, 8, |
| 9, 10}, |
| paramsInfo); |
| const std::vector<int32_t> indices = ConvertToDataType<armnn::DataType::Signed32>( |
| { 1, 0, 4}, |
| indicesInfo); |
| const std::vector<T> expectedOutput = ConvertToDataType<ArmnnType>( |
| { 3, 4, |
| 1, 2, |
| 9, 10}, |
| outputInfo); |
| return GatherNdTestImpl<ArmnnType, T, 2, 2, 2>( |
| workloadFactory, |
| memoryManager, |
| tensorHandleFactory, |
| paramsInfo, |
| indicesInfo, |
| outputInfo, |
| params, |
| indices, |
| expectedOutput); |
| } |
| |
| template<armnn::DataType ArmnnType, typename T> |
| LayerTestResult<T, 3> SimpleGatherNd3dTest( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory) |
| { |
| armnn::TensorInfo paramsInfo({ 2, 3, 8, 4 }, ArmnnType); |
| armnn::TensorInfo indicesInfo({ 2, 2 }, armnn::DataType::Signed32); |
| armnn::TensorInfo outputInfo({ 2, 8, 4 }, ArmnnType); |
| |
| if (armnn::IsQuantizedType<T>()) |
| { |
| paramsInfo.SetQuantizationScale(1.0f); |
| paramsInfo.SetQuantizationOffset(0); |
| outputInfo.SetQuantizationScale(1.0f); |
| outputInfo.SetQuantizationOffset(0); |
| } |
| const std::vector<T> params = ConvertToDataType<ArmnnType>( |
| { 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, |
| 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, |
| |
| 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, |
| 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, |
| |
| 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, |
| 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, |
| |
| 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, |
| 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, |
| |
| 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, |
| 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, |
| |
| 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, |
| 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191 }, |
| paramsInfo); |
| |
| const std::vector<int32_t> indices = ConvertToDataType<armnn::DataType::Signed32>( |
| { 1, 2, 1, 1}, |
| indicesInfo); |
| |
| const std::vector<T> expectedOutput = ConvertToDataType<ArmnnType>( |
| { 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, |
| 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, |
| |
| 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, |
| 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159}, |
| outputInfo); |
| |
| return GatherNdTestImpl<ArmnnType, T, 4, 2, 3>( |
| workloadFactory, |
| memoryManager, |
| tensorHandleFactory, |
| paramsInfo, |
| indicesInfo, |
| outputInfo, |
| params, |
| indices, |
| expectedOutput); |
| } |
| |
| template<armnn::DataType ArmnnType, typename T> |
| LayerTestResult<T, 4> SimpleGatherNd4dTest( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory) |
| { |
| armnn::TensorInfo paramsInfo({ 5, 5, 2 }, ArmnnType); |
| armnn::TensorInfo indicesInfo({ 2, 2, 3, 2 }, armnn::DataType::Signed32); |
| armnn::TensorInfo outputInfo({ 2, 2, 3, 2 }, ArmnnType); |
| |
| if (armnn::IsQuantizedType<T>()) |
| { |
| paramsInfo.SetQuantizationScale(1.0f); |
| paramsInfo.SetQuantizationOffset(0); |
| outputInfo.SetQuantizationScale(1.0f); |
| outputInfo.SetQuantizationOffset(0); |
| } |
| const std::vector<T> params = ConvertToDataType<ArmnnType>( |
| { 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, |
| 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, |
| 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, |
| 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, |
| 40, 41, 42, 43, 44, 45, 46, 47, 48, 49 }, |
| paramsInfo); |
| |
| const std::vector<int32_t> indices = ConvertToDataType<armnn::DataType::Signed32>( |
| { 0, 0, |
| 3, 3, |
| 4, 4, |
| |
| 0, 0, |
| 1, 1, |
| 2, 2, |
| |
| 4, 4, |
| 3, 3, |
| 0, 0, |
| |
| 2, 2, |
| 1, 1, |
| 0, 0 }, |
| indicesInfo); |
| |
| const std::vector<T> expectedOutput = ConvertToDataType<ArmnnType>( |
| { 0, 1, |
| 36, 37, |
| 48, 49, |
| |
| 0, 1, |
| 12, 13, |
| 24, 25, |
| |
| 48, 49, |
| 36, 37, |
| 0, 1, |
| |
| 24, 25, |
| 12, 13, |
| 0, 1 }, |
| outputInfo); |
| |
| return GatherNdTestImpl<ArmnnType, T, 3, 4, 4>( |
| workloadFactory, |
| memoryManager, |
| tensorHandleFactory, |
| paramsInfo, |
| indicesInfo, |
| outputInfo, |
| params, |
| indices, |
| expectedOutput); |
| } |
| |
| // |
| // Explicit template specializations |
| // |
| |
| template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 2> |
| SimpleGatherNd2dTest<armnn::DataType::Float32>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 3> |
| SimpleGatherNd3dTest<armnn::DataType::Float32>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| SimpleGatherNd4dTest<armnn::DataType::Float32>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 2> |
| SimpleGatherNd2dTest<armnn::DataType::QAsymmS8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 3> |
| SimpleGatherNd3dTest<armnn::DataType::QAsymmS8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| SimpleGatherNd4dTest<armnn::DataType::QAsymmS8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<armnn::ResolveType<armnn::DataType::Signed32>, 2> |
| SimpleGatherNd2dTest<armnn::DataType::Signed32>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<armnn::ResolveType<armnn::DataType::Signed32>, 3> |
| SimpleGatherNd3dTest<armnn::DataType::Signed32>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<armnn::ResolveType<armnn::DataType::Signed32>, 4> |
| SimpleGatherNd4dTest<armnn::DataType::Signed32>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |