RankTestImpl.cpp

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//
// Copyright © 2020 Arm Ltd and Contributors. All rights reserved.
// SPDX-License-Identifier: MIT
//

#include "RankTestImpl.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> 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.CreateRank(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);