| // |
| // Copyright © 2020 Arm Ltd and Contributors. All rights reserved. |
| // SPDX-License-Identifier: MIT |
| // |
| |
| #include "RankTestImpl.hpp" |
| |
| #include <DataTypeUtils.hpp> |
| #include <armnnTestUtils/TensorCopyUtils.hpp> |
| #include <armnnTestUtils/WorkloadTestUtils.hpp> |
| |
| #include <armnnTestUtils/TensorHelpers.hpp> |
| |
| template<typename T, std::size_t n> |
| LayerTestResult<int32_t, 1> RankTest( |
| armnn::TensorInfo inputTensorInfo, |
| std::vector<T> input, |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory) |
| { |
| IgnoreUnused(memoryManager); |
| |
| const armnn::TensorShape outputShape{armnn::Dimensionality::Scalar}; |
| armnn::TensorInfo outputTensorInfo(outputShape, armnn::DataType::Signed32); |
| |
| std::vector<int32_t> actualOutput(outputTensorInfo.GetNumElements()); |
| std::vector<int32_t> expectedOutput = { n }; |
| |
| std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
| |
| armnn::RankQueueDescriptor data; |
| armnn::WorkloadInfo info; |
| AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get()); |
| AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get()); |
| |
| std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateWorkload(armnn::LayerType::Rank, data, info); |
| |
| inputHandle->Allocate(); |
| outputHandle->Allocate(); |
| |
| CopyDataToITensorHandle(inputHandle.get(), input.data()); |
| |
| workload->Execute(); |
| |
| CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
| |
| return LayerTestResult<int32_t, 1>(actualOutput, |
| expectedOutput, |
| outputHandle->GetShape(), |
| outputTensorInfo.GetShape()); |
| } |
| |
| template<armnn::DataType ArmnnType, typename T> |
| LayerTestResult<int32_t, 1> RankDimSize1Test( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory) |
| { |
| armnn::TensorInfo inputTensorInfo({6}, ArmnnType, 1.0f, 0); |
| auto input = ConvertToDataType<ArmnnType>({ -37.5f, -15.2f, -8.76f, -2.0f, -1.3f, -0.5f }, inputTensorInfo); |
| |
| return RankTest<T, 1>(inputTensorInfo, input, workloadFactory, memoryManager, tensorHandleFactory); |
| } |
| |
| template<armnn::DataType ArmnnType, typename T> |
| LayerTestResult<int32_t, 1> RankDimSize2Test( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory) |
| { |
| armnn::TensorInfo inputTensorInfo({1, 3}, ArmnnType, 1.0f, 0); |
| auto input = ConvertToDataType<ArmnnType>({ -37.5f, -15.2f, -8.76f }, inputTensorInfo); |
| |
| return RankTest<T, 2>(inputTensorInfo, input, workloadFactory, memoryManager, tensorHandleFactory); |
| } |
| |
| template<armnn::DataType ArmnnType, typename T> |
| LayerTestResult<int32_t, 1> RankDimSize3Test( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory) |
| { |
| armnn::TensorInfo inputTensorInfo({1, 3, 2}, ArmnnType, 1.0f, 0); |
| auto input = ConvertToDataType<ArmnnType>({ -37.5f, -15.2f, -8.76f, -2.0f, -1.5f, -1.3f}, inputTensorInfo); |
| |
| return RankTest<T, 3>(inputTensorInfo, input, workloadFactory, memoryManager, tensorHandleFactory); |
| } |
| |
| template<armnn::DataType ArmnnType, typename T> |
| LayerTestResult<int32_t, 1> RankDimSize4Test( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory) |
| { |
| armnn::TensorInfo inputTensorInfo({1, 3, 2, 3}, ArmnnType, 1.0f, 0); |
| auto input = ConvertToDataType<ArmnnType>( |
| { -37.5f, -15.2f, -8.76f, -2.0f, -1.5f, -1.3f, -0.5f, -0.4f, 0.0f, |
| 1.0f, 0.4f, 0.5f, 1.3f, 1.5f, 2.0f, 8.76f, 15.2f, 37.5f }, |
| inputTensorInfo); |
| |
| return RankTest<T, 4>(inputTensorInfo, input, workloadFactory, memoryManager, tensorHandleFactory); |
| } |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize4Test<armnn::DataType::Float16>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize4Test<armnn::DataType::Float32>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize4Test<armnn::DataType::QAsymmU8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize4Test<armnn::DataType::Signed32>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize4Test<armnn::DataType::QSymmS16>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize4Test<armnn::DataType::QSymmS8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize4Test<armnn::DataType::QAsymmS8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize4Test<armnn::DataType::BFloat16>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize3Test<armnn::DataType::Float16>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize3Test<armnn::DataType::Float32>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize3Test<armnn::DataType::QAsymmU8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize3Test<armnn::DataType::Signed32>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize3Test<armnn::DataType::QSymmS16>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize3Test<armnn::DataType::QSymmS8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize3Test<armnn::DataType::QAsymmS8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize3Test<armnn::DataType::BFloat16>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize2Test<armnn::DataType::Float16>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize2Test<armnn::DataType::Float32>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize2Test<armnn::DataType::QAsymmU8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize2Test<armnn::DataType::Signed32>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize2Test<armnn::DataType::QSymmS16>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize2Test<armnn::DataType::QSymmS8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize2Test<armnn::DataType::QAsymmS8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize2Test<armnn::DataType::BFloat16>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize1Test<armnn::DataType::Float16>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize1Test<armnn::DataType::Float32>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize1Test<armnn::DataType::QAsymmU8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize1Test<armnn::DataType::Signed32>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize1Test<armnn::DataType::QSymmS16>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize1Test<armnn::DataType::QSymmS8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize1Test<armnn::DataType::QAsymmS8>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |
| |
| template LayerTestResult<int32_t, 1> |
| RankDimSize1Test<armnn::DataType::BFloat16>( |
| armnn::IWorkloadFactory& workloadFactory, |
| const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| const armnn::ITensorHandleFactory& tensorHandleFactory); |