Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 1 | // |
Teresa Charlin | fbf0e5b | 2020-08-17 01:01:06 +0100 | [diff] [blame] | 2 | // Copyright © 2017 Arm Ltd and Contributors. All rights reserved. |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "ReshapeTestImpl.hpp" |
| 7 | |
Sadik Armagan | a097d2a | 2021-11-24 15:47:28 +0000 | [diff] [blame] | 8 | #include <DataTypeUtils.hpp> |
| 9 | #include <armnnTestUtils/TensorCopyUtils.hpp> |
Colm Donelan | 0c47974 | 2021-12-10 12:43:54 +0000 | [diff] [blame] | 10 | #include <armnnTestUtils/WorkloadTestUtils.hpp> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 11 | |
Colm Donelan | c42a987 | 2022-02-02 16:35:09 +0000 | [diff] [blame] | 12 | #include <armnnTestUtils/TensorHelpers.hpp> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 13 | |
| 14 | namespace |
| 15 | { |
| 16 | |
| 17 | template<typename T, size_t NumDims> |
| 18 | LayerTestResult<T, NumDims> SimpleReshapeTestImpl( |
| 19 | armnn::IWorkloadFactory& workloadFactory, |
| 20 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Finn Williams | ec36d3e | 2020-08-28 13:17:05 +0100 | [diff] [blame] | 21 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 22 | armnn::TensorInfo inputTensorInfo, |
| 23 | armnn::TensorInfo outputTensorInfo, |
| 24 | const std::vector<T>& inputData, |
| 25 | const std::vector<T>& outputExpectedData) |
| 26 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 27 | IgnoreUnused(memoryManager); |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 28 | std::vector<T> actualOutput(outputTensorInfo.GetNumElements()); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 29 | |
Finn Williams | ec36d3e | 2020-08-28 13:17:05 +0100 | [diff] [blame] | 30 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 31 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 32 | |
| 33 | armnn::ReshapeQueueDescriptor data; |
| 34 | armnn::WorkloadInfo info; |
| 35 | AddInputToWorkload(data, info, inputTensorInfo, inputHandle.get()); |
| 36 | AddOutputToWorkload(data, info, outputTensorInfo, outputHandle.get()); |
| 37 | |
Teresa Charlin | 611c7fb | 2022-01-07 09:47:29 +0000 | [diff] [blame] | 38 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateWorkload(armnn::LayerType::Reshape, data, info); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 39 | |
| 40 | inputHandle->Allocate(); |
| 41 | outputHandle->Allocate(); |
| 42 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 43 | CopyDataToITensorHandle(inputHandle.get(), inputData.data()); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 44 | |
| 45 | workload->Execute(); |
| 46 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 47 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 48 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 49 | return LayerTestResult<T, NumDims>(actualOutput, |
| 50 | outputExpectedData, |
| 51 | outputHandle->GetShape(), |
| 52 | outputTensorInfo.GetShape()); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 53 | } |
| 54 | |
| 55 | } // anonymous namespace |
| 56 | |
| 57 | template<armnn::DataType ArmnnType, typename T> |
| 58 | LayerTestResult<T, 4> SimpleReshapeTest( |
| 59 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | ec36d3e | 2020-08-28 13:17:05 +0100 | [diff] [blame] | 60 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 61 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 62 | { |
| 63 | armnn::TensorInfo inputTensorInfo; |
| 64 | armnn::TensorInfo outputTensorInfo; |
| 65 | |
| 66 | unsigned int inputShape[] = { 2, 2, 3, 3 }; |
| 67 | unsigned int outputShape[] = { 2, 2, 9, 1 }; |
| 68 | |
| 69 | inputTensorInfo = armnn::TensorInfo(4, inputShape, ArmnnType); |
| 70 | inputTensorInfo.SetQuantizationScale(1.0f); |
| 71 | outputTensorInfo = armnn::TensorInfo(4, outputShape, ArmnnType); |
| 72 | outputTensorInfo.SetQuantizationScale(1.0f); |
| 73 | |
| 74 | auto input = ConvertToDataType<ArmnnType>( |
| 75 | { |
| 76 | 0.0f, 1.0f, 2.0f, |
| 77 | 3.0f, 4.0f, 5.0f, |
| 78 | 6.0f, 7.0f, 8.0f, |
| 79 | |
| 80 | 9.0f, 10.0f, 11.0f, |
| 81 | 12.0f, 13.0f, 14.0f, |
| 82 | 15.0f, 16.0f, 17.0f, |
| 83 | |
| 84 | 18.0f, 19.0f, 20.0f, |
| 85 | 21.0f, 22.0f, 23.0f, |
| 86 | 24.0f, 25.0f, 26.0f, |
| 87 | |
| 88 | 27.0f, 28.0f, 29.0f, |
| 89 | 30.0f, 31.0f, 32.0f, |
| 90 | 33.0f, 34.0f, 35.0f, |
| 91 | }, |
| 92 | inputTensorInfo); |
| 93 | |
| 94 | auto outputExpected = ConvertToDataType<ArmnnType>( |
| 95 | { |
| 96 | 0.0f, 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, |
| 97 | |
| 98 | 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, |
| 99 | |
| 100 | 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, |
| 101 | |
| 102 | 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f, 33.0f, 34.0f, 35.0f, |
| 103 | }, |
| 104 | outputTensorInfo); |
| 105 | |
| 106 | return SimpleReshapeTestImpl<T, 4>( |
Finn Williams | ec36d3e | 2020-08-28 13:17:05 +0100 | [diff] [blame] | 107 | workloadFactory, memoryManager, tensorHandleFactory, inputTensorInfo, outputTensorInfo, input, outputExpected); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 108 | } |
| 109 | |
| 110 | template<armnn::DataType ArmnnType, typename T> |
| 111 | LayerTestResult<T, 5> Reshape5dTest( |
| 112 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | ec36d3e | 2020-08-28 13:17:05 +0100 | [diff] [blame] | 113 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 114 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 115 | { |
| 116 | armnn::TensorInfo inputTensorInfo; |
| 117 | armnn::TensorInfo outputTensorInfo; |
| 118 | |
| 119 | unsigned int inputShape[] = { 2, 2, 8, 1, 1 }; |
| 120 | unsigned int outputShape[] = { 2, 2, 2, 2, 2 }; |
| 121 | |
| 122 | inputTensorInfo = armnn::TensorInfo(5, inputShape, ArmnnType); |
| 123 | inputTensorInfo.SetQuantizationScale(1.0f); |
| 124 | outputTensorInfo = armnn::TensorInfo(5, outputShape, ArmnnType); |
| 125 | outputTensorInfo.SetQuantizationScale(1.0f); |
| 126 | |
| 127 | auto input = ConvertToDataType<ArmnnType>( |
| 128 | { |
| 129 | 0.0f, 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, |
| 130 | 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, |
| 131 | |
| 132 | 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, |
| 133 | 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, |
| 134 | }, |
| 135 | inputTensorInfo); |
| 136 | |
| 137 | auto outputExpected = ConvertToDataType<ArmnnType>( |
| 138 | { |
| 139 | 0.0f, 1.0f, |
| 140 | 2.0f, 3.0f, |
| 141 | |
| 142 | 4.0f, 5.0f, |
| 143 | 6.0f, 7.0f, |
| 144 | |
| 145 | |
| 146 | 8.0f, 9.0f, |
| 147 | 10.0f, 11.0f, |
| 148 | |
| 149 | 12.0f, 13.0f, |
| 150 | 14.0f, 15.0f, |
| 151 | |
| 152 | |
| 153 | |
| 154 | 16.0f, 17.0f, |
| 155 | 18.0f, 19.0f, |
| 156 | |
| 157 | 20.0f, 21.0f, |
| 158 | 22.0f, 23.0f, |
| 159 | |
| 160 | |
| 161 | 24.0f, 25.0f, |
| 162 | 26.0f, 27.0f, |
| 163 | |
| 164 | 28.0f, 29.0f, |
| 165 | 30.0f, 31.0f, |
| 166 | }, |
| 167 | outputTensorInfo); |
| 168 | |
| 169 | return SimpleReshapeTestImpl<T, 5>( |
Finn Williams | ec36d3e | 2020-08-28 13:17:05 +0100 | [diff] [blame] | 170 | workloadFactory, memoryManager, tensorHandleFactory, inputTensorInfo, outputTensorInfo, input, outputExpected); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 171 | } |
| 172 | |
Narumol Prangnawarat | 0c95f4c | 2020-11-18 16:52:07 +0000 | [diff] [blame] | 173 | LayerTestResult<uint8_t, 2> ReshapeBooleanTest( |
| 174 | armnn::IWorkloadFactory& workloadFactory, |
| 175 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 176 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
| 177 | { |
| 178 | armnn::TensorInfo inputTensorInfo; |
| 179 | armnn::TensorInfo outputTensorInfo; |
| 180 | |
| 181 | unsigned int inputShape[] = { 1, 4 }; |
| 182 | unsigned int outputShape[] = { 2, 2 }; |
| 183 | |
| 184 | inputTensorInfo = armnn::TensorInfo(2, inputShape, armnn::DataType::Boolean); |
| 185 | inputTensorInfo.SetQuantizationScale(1.0f); |
| 186 | outputTensorInfo = armnn::TensorInfo(2, outputShape, armnn::DataType::Boolean); |
| 187 | outputTensorInfo.SetQuantizationScale(1.0f); |
| 188 | |
| 189 | const std::vector<uint8_t> input = { true, false, false, true }; |
| 190 | |
| 191 | const std::vector<uint8_t> outputExpected = { true, false, false, true }; |
| 192 | |
| 193 | return SimpleReshapeTestImpl<uint8_t, 2>( |
| 194 | workloadFactory, memoryManager, tensorHandleFactory, inputTensorInfo, outputTensorInfo, input, outputExpected); |
| 195 | } |
| 196 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 197 | // |
| 198 | // Explicit template specializations |
| 199 | // |
| 200 | |
| 201 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 4> |
| 202 | SimpleReshapeTest<armnn::DataType::Float32>( |
| 203 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | ec36d3e | 2020-08-28 13:17:05 +0100 | [diff] [blame] | 204 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 205 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 206 | |
Sadik Armagan | 303980c | 2020-04-17 12:45:14 +0100 | [diff] [blame] | 207 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 4> |
| 208 | SimpleReshapeTest<armnn::DataType::QAsymmS8>( |
| 209 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | ec36d3e | 2020-08-28 13:17:05 +0100 | [diff] [blame] | 210 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 211 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Sadik Armagan | 303980c | 2020-04-17 12:45:14 +0100 | [diff] [blame] | 212 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 213 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 4> |
| 214 | SimpleReshapeTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 215 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | ec36d3e | 2020-08-28 13:17:05 +0100 | [diff] [blame] | 216 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 217 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 218 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 219 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 4> |
| 220 | SimpleReshapeTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 221 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | ec36d3e | 2020-08-28 13:17:05 +0100 | [diff] [blame] | 222 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 223 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 224 | |
| 225 | template LayerTestResult<armnn::ResolveType<armnn::DataType::Float32>, 5> |
| 226 | Reshape5dTest<armnn::DataType::Float32>( |
| 227 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | ec36d3e | 2020-08-28 13:17:05 +0100 | [diff] [blame] | 228 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 229 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 230 | |
Sadik Armagan | 303980c | 2020-04-17 12:45:14 +0100 | [diff] [blame] | 231 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmS8>, 5> |
| 232 | Reshape5dTest<armnn::DataType::QAsymmS8>( |
| 233 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | ec36d3e | 2020-08-28 13:17:05 +0100 | [diff] [blame] | 234 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 235 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Sadik Armagan | 303980c | 2020-04-17 12:45:14 +0100 | [diff] [blame] | 236 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 237 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QAsymmU8>, 5> |
| 238 | Reshape5dTest<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 239 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | ec36d3e | 2020-08-28 13:17:05 +0100 | [diff] [blame] | 240 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 241 | const armnn::ITensorHandleFactory& tensorHandleFactory); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 242 | |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 243 | template LayerTestResult<armnn::ResolveType<armnn::DataType::QSymmS16>, 5> |
| 244 | Reshape5dTest<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 245 | armnn::IWorkloadFactory& workloadFactory, |
Finn Williams | ec36d3e | 2020-08-28 13:17:05 +0100 | [diff] [blame] | 246 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 247 | const armnn::ITensorHandleFactory& tensorHandleFactory); |