diff options
Diffstat (limited to 'src/backends/backendsCommon/test')
4 files changed, 108 insertions, 0 deletions
diff --git a/src/backends/backendsCommon/test/CMakeLists.txt b/src/backends/backendsCommon/test/CMakeLists.txt index 124d8f2744..47d52312b6 100644 --- a/src/backends/backendsCommon/test/CMakeLists.txt +++ b/src/backends/backendsCommon/test/CMakeLists.txt @@ -14,6 +14,7 @@ list(APPEND armnnBackendsCommonUnitTests_sources ConvertFp16ToFp32TestImpl.hpp ConvertFp32ToFp16TestImpl.hpp DebugTestImpl.hpp + DequantizeTestImpl.hpp DetectionPostProcessLayerTestImpl.hpp DetectionPostProcessTestImpl.hpp EndToEndTestImpl.hpp diff --git a/src/backends/backendsCommon/test/DequantizeTestImpl.hpp b/src/backends/backendsCommon/test/DequantizeTestImpl.hpp new file mode 100644 index 0000000000..5c10c751e6 --- /dev/null +++ b/src/backends/backendsCommon/test/DequantizeTestImpl.hpp @@ -0,0 +1,95 @@ +// +// Copyright © 2017 Arm Ltd. All rights reserved. +// SPDX-License-Identifier: MIT +// +#pragma once + +#include "WorkloadTestUtils.hpp" + +#include <armnn/ArmNN.hpp> +#include <armnn/Tensor.hpp> +#include <armnn/TypesUtils.hpp> + +#include <backendsCommon/CpuTensorHandle.hpp> +#include <backendsCommon/IBackendInternal.hpp> +#include <backendsCommon/WorkloadFactory.hpp> + +#include <test/TensorHelpers.hpp> + +namespace +{ + +template<typename T, std::size_t Dim> +LayerTestResult<float, Dim> DequantizeTestImpl( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, + const armnn::TensorInfo& inputTensorInfo, + const armnn::TensorInfo& outputTensorInfo, + const std::vector<T>& inputData, + const std::vector<float>& expectedOutputData, + armnn::DequantizeQueueDescriptor descriptor) +{ + boost::multi_array<T, Dim> input = MakeTensor<T, Dim>(inputTensorInfo, inputData); + + LayerTestResult<float, Dim> ret(outputTensorInfo); + ret.outputExpected = MakeTensor<float, Dim>(outputTensorInfo, expectedOutputData); + + std::unique_ptr<armnn::ITensorHandle> inputHandle = workloadFactory.CreateTensorHandle(inputTensorInfo); + std::unique_ptr<armnn::ITensorHandle> outputHandle = workloadFactory.CreateTensorHandle(outputTensorInfo); + + armnn::WorkloadInfo info; + AddInputToWorkload(descriptor, info, inputTensorInfo, inputHandle.get()); + AddOutputToWorkload(descriptor, info, outputTensorInfo, outputHandle.get()); + + std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateDequantize(descriptor, info); + + inputHandle->Allocate(); + outputHandle->Allocate(); + + CopyDataToITensorHandle(inputHandle.get(), input.data()); + + ExecuteWorkload(*workload, memoryManager); + + CopyDataFromITensorHandle(ret.output.data(), outputHandle.get()); + + return ret; +} + +template <armnn::DataType ArmnnInputType> +LayerTestResult<float, 4> DequantizeSimpleTest( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) +{ + using T = armnn::ResolveType<ArmnnInputType>; + + armnn::DequantizeQueueDescriptor desc; + + const armnn::TensorInfo inputTensorInfo({1, 2, 2, 3}, ArmnnInputType, 0.5f, 1); + const armnn::TensorInfo outputTensorInfo({1, 2, 2, 3}, armnn::DataType::Float32); + + std::vector<T> inputData = std::vector<T>( + { + 3, 5, 7, + 9, 11, 13, + 15, 17, 19, + 21, 23, 25, + }); + + std::vector<float> expectedOutputData = std::vector<float>( + { + 1.0f, 2.0f, 3.0f, + 4.0f, 5.0f, 6.0f, + 7.0f, 8.0f, 9.0f, + 10.0f, 11.0f, 12.0f, + }); + + return DequantizeTestImpl<T, 4>(workloadFactory, + memoryManager, + inputTensorInfo, + outputTensorInfo, + inputData, + expectedOutputData, + desc); +} + +} // anonymous namespace diff --git a/src/backends/backendsCommon/test/LayerTests.cpp b/src/backends/backendsCommon/test/LayerTests.cpp index a088aaa947..be1d43541c 100644 --- a/src/backends/backendsCommon/test/LayerTests.cpp +++ b/src/backends/backendsCommon/test/LayerTests.cpp @@ -43,6 +43,7 @@ #include "ConvertFp16ToFp32TestImpl.hpp" #include "ConvertFp32ToFp16TestImpl.hpp" #include "DebugTestImpl.hpp" +#include "DequantizeTestImpl.hpp" // 3-channel 16x8 image used as common input data for a number of Conv2d tests. static std::vector<float> ConvInput3x8x16({ @@ -8969,3 +8970,10 @@ LayerTestResult<uint8_t, 4> GatherMultiDimParamsMultiDimIndicesUint8Test( return GatherMultiDimParamsMultiDimIndicesTestImpl<armnn::DataType::QuantisedAsymm8>( workloadFactory, memoryManager); } + +LayerTestResult<float, 4> DequantizeUint8Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) +{ + return DequantizeSimpleTest<armnn::DataType::QuantisedAsymm8>(workloadFactory, memoryManager); +} diff --git a/src/backends/backendsCommon/test/LayerTests.hpp b/src/backends/backendsCommon/test/LayerTests.hpp index a8cb553ce9..c14ba7b35f 100644 --- a/src/backends/backendsCommon/test/LayerTests.hpp +++ b/src/backends/backendsCommon/test/LayerTests.hpp @@ -1439,3 +1439,7 @@ LayerTestResult<float, 4> GatherMultiDimParamsMultiDimIndicesFloatTest( LayerTestResult<uint8_t, 4> GatherMultiDimParamsMultiDimIndicesUint8Test( armnn::IWorkloadFactory& workloadFactory, const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); + +LayerTestResult<float, 4> DequantizeUint8Test( + armnn::IWorkloadFactory& workloadFactory, + const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager); |