Nattapat Chaimanowong | 8a54ac0 | 2019-03-29 15:25:04 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
Nattapat Chaimanowong | 8a54ac0 | 2019-03-29 15:25:04 +0000 | [diff] [blame] | 5 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 6 | #include "DequantizeTestImpl.hpp" |
| 7 | |
| 8 | #include <ResolveType.hpp> |
Nattapat Chaimanowong | 8a54ac0 | 2019-03-29 15:25:04 +0000 | [diff] [blame] | 9 | |
| 10 | #include <armnn/ArmNN.hpp> |
Nattapat Chaimanowong | 8a54ac0 | 2019-03-29 15:25:04 +0000 | [diff] [blame] | 11 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 12 | #include <backendsCommon/test/TensorCopyUtils.hpp> |
| 13 | #include <backendsCommon/test/WorkloadTestUtils.hpp> |
Nattapat Chaimanowong | 8a54ac0 | 2019-03-29 15:25:04 +0000 | [diff] [blame] | 14 | |
| 15 | #include <test/TensorHelpers.hpp> |
| 16 | |
| 17 | namespace |
| 18 | { |
| 19 | |
| 20 | template<typename T, std::size_t Dim> |
| 21 | LayerTestResult<float, Dim> DequantizeTestImpl( |
| 22 | armnn::IWorkloadFactory& workloadFactory, |
| 23 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 24 | const armnn::TensorInfo& inputTensorInfo, |
| 25 | const armnn::TensorInfo& outputTensorInfo, |
| 26 | const std::vector<T>& inputData, |
| 27 | const std::vector<float>& expectedOutputData, |
| 28 | armnn::DequantizeQueueDescriptor descriptor) |
| 29 | { |
| 30 | boost::multi_array<T, Dim> input = MakeTensor<T, Dim>(inputTensorInfo, inputData); |
| 31 | |
| 32 | LayerTestResult<float, Dim> ret(outputTensorInfo); |
| 33 | ret.outputExpected = MakeTensor<float, Dim>(outputTensorInfo, expectedOutputData); |
| 34 | |
| 35 | std::unique_ptr<armnn::ITensorHandle> inputHandle = workloadFactory.CreateTensorHandle(inputTensorInfo); |
| 36 | std::unique_ptr<armnn::ITensorHandle> outputHandle = workloadFactory.CreateTensorHandle(outputTensorInfo); |
| 37 | |
| 38 | armnn::WorkloadInfo info; |
| 39 | AddInputToWorkload(descriptor, info, inputTensorInfo, inputHandle.get()); |
| 40 | AddOutputToWorkload(descriptor, info, outputTensorInfo, outputHandle.get()); |
| 41 | |
| 42 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateDequantize(descriptor, info); |
| 43 | |
| 44 | inputHandle->Allocate(); |
| 45 | outputHandle->Allocate(); |
| 46 | |
| 47 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
| 48 | |
| 49 | ExecuteWorkload(*workload, memoryManager); |
| 50 | |
| 51 | CopyDataFromITensorHandle(ret.output.data(), outputHandle.get()); |
| 52 | |
| 53 | return ret; |
| 54 | } |
| 55 | |
| 56 | template <armnn::DataType ArmnnInputType> |
| 57 | LayerTestResult<float, 4> DequantizeSimpleTest( |
| 58 | armnn::IWorkloadFactory& workloadFactory, |
| 59 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 60 | { |
| 61 | using T = armnn::ResolveType<ArmnnInputType>; |
| 62 | |
| 63 | armnn::DequantizeQueueDescriptor desc; |
| 64 | |
Nattapat Chaimanowong | afa4e3a | 2019-04-02 11:41:45 +0100 | [diff] [blame] | 65 | const armnn::TensorInfo inputTensorInfo({1, 2, 2, 3}, ArmnnInputType, 0.5f, 0); |
| 66 | const armnn::TensorInfo outputTensorInfo({1, 2, 2, 3}, armnn::DataType::Float32); |
| 67 | |
| 68 | std::vector<T> inputData = std::vector<T>( |
| 69 | { |
| 70 | 2, 4, 6, |
| 71 | 8, 10, 12, |
| 72 | 14, 16, 18, |
| 73 | 20, 22, 24, |
| 74 | }); |
| 75 | |
| 76 | std::vector<float> expectedOutputData = std::vector<float>( |
| 77 | { |
| 78 | 1.0f, 2.0f, 3.0f, |
| 79 | 4.0f, 5.0f, 6.0f, |
| 80 | 7.0f, 8.0f, 9.0f, |
| 81 | 10.0f, 11.0f, 12.0f, |
| 82 | }); |
| 83 | |
| 84 | return DequantizeTestImpl<T, 4>(workloadFactory, |
| 85 | memoryManager, |
| 86 | inputTensorInfo, |
| 87 | outputTensorInfo, |
| 88 | inputData, |
| 89 | expectedOutputData, |
| 90 | desc); |
| 91 | } |
| 92 | |
| 93 | template <armnn::DataType ArmnnInputType> |
| 94 | LayerTestResult<float, 4> DequantizeOffsetTest( |
| 95 | armnn::IWorkloadFactory& workloadFactory, |
| 96 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 97 | { |
| 98 | using T = armnn::ResolveType<ArmnnInputType>; |
| 99 | |
| 100 | armnn::DequantizeQueueDescriptor desc; |
| 101 | |
Nattapat Chaimanowong | 8a54ac0 | 2019-03-29 15:25:04 +0000 | [diff] [blame] | 102 | const armnn::TensorInfo inputTensorInfo({1, 2, 2, 3}, ArmnnInputType, 0.5f, 1); |
| 103 | const armnn::TensorInfo outputTensorInfo({1, 2, 2, 3}, armnn::DataType::Float32); |
| 104 | |
| 105 | std::vector<T> inputData = std::vector<T>( |
| 106 | { |
| 107 | 3, 5, 7, |
| 108 | 9, 11, 13, |
| 109 | 15, 17, 19, |
| 110 | 21, 23, 25, |
| 111 | }); |
| 112 | |
| 113 | std::vector<float> expectedOutputData = std::vector<float>( |
| 114 | { |
| 115 | 1.0f, 2.0f, 3.0f, |
| 116 | 4.0f, 5.0f, 6.0f, |
| 117 | 7.0f, 8.0f, 9.0f, |
| 118 | 10.0f, 11.0f, 12.0f, |
| 119 | }); |
| 120 | |
| 121 | return DequantizeTestImpl<T, 4>(workloadFactory, |
| 122 | memoryManager, |
| 123 | inputTensorInfo, |
| 124 | outputTensorInfo, |
| 125 | inputData, |
| 126 | expectedOutputData, |
| 127 | desc); |
| 128 | } |
| 129 | |
| 130 | } // anonymous namespace |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 131 | |
| 132 | LayerTestResult<float, 4> DequantizeSimpleUint8Test( |
| 133 | armnn::IWorkloadFactory& workloadFactory, |
| 134 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 135 | { |
| 136 | return DequantizeSimpleTest<armnn::DataType::QuantisedAsymm8>(workloadFactory, memoryManager); |
| 137 | } |
| 138 | |
| 139 | LayerTestResult<float, 4> DequantizeOffsetUint8Test( |
| 140 | armnn::IWorkloadFactory& workloadFactory, |
| 141 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 142 | { |
| 143 | return DequantizeOffsetTest<armnn::DataType::QuantisedAsymm8>(workloadFactory, memoryManager); |
| 144 | } |
| 145 | |
| 146 | LayerTestResult<float, 4> DequantizeSimpleInt16Test( |
| 147 | armnn::IWorkloadFactory& workloadFactory, |
| 148 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 149 | { |
| 150 | return DequantizeSimpleTest<armnn::DataType::QuantisedSymm16>(workloadFactory, memoryManager); |
| 151 | } |