Keith Davis | a57eccb | 2019-06-14 17:33:22 +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. |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 5 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 6 | #include "SpaceToDepthTestImpl.hpp" |
| 7 | |
Aron Virginas-Tar | 48623a0 | 2019-10-22 10:00:28 +0100 | [diff] [blame] | 8 | #include <QuantizeHelper.hpp> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 9 | #include <ResolveType.hpp> |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 10 | |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 11 | |
Matteo Martincigh | e011d20 | 2019-11-28 11:35:47 +0000 | [diff] [blame] | 12 | #include <armnnUtils/Permute.hpp> |
| 13 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 14 | #include <backendsCommon/test/TensorCopyUtils.hpp> |
| 15 | #include <backendsCommon/test/WorkloadTestUtils.hpp> |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 16 | |
| 17 | #include <test/TensorHelpers.hpp> |
| 18 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 19 | namespace |
| 20 | { |
| 21 | |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 22 | template<typename T> |
| 23 | LayerTestResult<T, 4> SpaceToDepthTestImpl( |
| 24 | armnn::IWorkloadFactory& workloadFactory, |
| 25 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 26 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 27 | armnn::TensorInfo& inputTensorInfo, |
| 28 | armnn::TensorInfo& outputTensorInfo, |
| 29 | std::vector<float>& inputData, |
| 30 | std::vector<float>& outputExpectedData, |
| 31 | armnn::SpaceToDepthQueueDescriptor descriptor, |
| 32 | const float qScale = 1.0f, |
| 33 | const int32_t qOffset = 0) |
| 34 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 35 | IgnoreUnused(memoryManager); |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 36 | const armnn::PermutationVector NHWCToNCHW = {0, 2, 3, 1}; |
| 37 | |
| 38 | if (descriptor.m_Parameters.m_DataLayout == armnn::DataLayout::NCHW) |
| 39 | { |
| 40 | inputTensorInfo = armnnUtils::Permuted(inputTensorInfo, NHWCToNCHW); |
| 41 | outputTensorInfo = armnnUtils::Permuted(outputTensorInfo, NHWCToNCHW); |
| 42 | |
| 43 | std::vector<float> inputTmp(inputData.size()); |
| 44 | armnnUtils::Permute(inputTensorInfo.GetShape(), NHWCToNCHW, |
| 45 | inputData.data(), inputTmp.data(), sizeof(float)); |
| 46 | inputData = inputTmp; |
| 47 | |
| 48 | std::vector<float> outputTmp(outputExpectedData.size()); |
| 49 | armnnUtils::Permute(outputTensorInfo.GetShape(), NHWCToNCHW, |
| 50 | outputExpectedData.data(), outputTmp.data(), sizeof(float)); |
| 51 | outputExpectedData = outputTmp; |
| 52 | } |
| 53 | |
| 54 | if(armnn::IsQuantizedType<T>()) |
| 55 | { |
| 56 | inputTensorInfo.SetQuantizationScale(qScale); |
| 57 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 58 | outputTensorInfo.SetQuantizationScale(qScale); |
| 59 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 60 | } |
| 61 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 62 | std::vector<T> input = armnnUtils::QuantizedVector<T>(inputData, qScale, qOffset); |
| 63 | std::vector<T> expectedOutput = armnnUtils::QuantizedVector<T>(outputExpectedData, qScale, qOffset); |
| 64 | std::vector<T> actualOutput(outputTensorInfo.GetNumElements()); |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 65 | |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 66 | std::unique_ptr<armnn::ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputTensorInfo); |
| 67 | std::unique_ptr<armnn::ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputTensorInfo); |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 68 | |
| 69 | armnn::WorkloadInfo info; |
| 70 | AddInputToWorkload(descriptor, info, inputTensorInfo, inputHandle.get()); |
| 71 | AddOutputToWorkload(descriptor, info, outputTensorInfo, outputHandle.get()); |
| 72 | |
| 73 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateSpaceToDepth(descriptor, info); |
| 74 | |
| 75 | inputHandle->Allocate(); |
| 76 | outputHandle->Allocate(); |
| 77 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 78 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 79 | |
| 80 | workload->Execute(); |
| 81 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 82 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 83 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 84 | return LayerTestResult<T, 4>(actualOutput, |
| 85 | expectedOutput, |
| 86 | outputHandle->GetShape(), |
| 87 | outputTensorInfo.GetShape()); |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 88 | } |
| 89 | |
| 90 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
James Conroy | d2aa85e | 2019-07-01 17:12:40 +0100 | [diff] [blame] | 91 | LayerTestResult<T, 4> SpaceToDepthSimpleTest1( |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 92 | armnn::IWorkloadFactory& workloadFactory, |
| 93 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 94 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 95 | armnn::DataLayout dataLayout = armnn::DataLayout::NHWC) |
| 96 | { |
| 97 | unsigned int inputShape[] = {1, 2, 2, 1}; |
| 98 | unsigned int outputShape[] = {1, 1, 1, 4}; |
| 99 | |
| 100 | std::vector<float> input = std::vector<float>( |
| 101 | { |
| 102 | 1.0f, 2.0f, 3.0f, 4.0f |
| 103 | }); |
| 104 | |
| 105 | std::vector<float> outputExpected = std::vector<float>( |
| 106 | { |
| 107 | 1.0f, 2.0f, 3.0f, 4.0f |
| 108 | }); |
| 109 | |
| 110 | armnn::TensorInfo inputTensorInfo; |
| 111 | armnn::TensorInfo outputTensorInfo; |
| 112 | |
| 113 | armnn::SpaceToDepthQueueDescriptor desc; |
| 114 | desc.m_Parameters.m_DataLayout = dataLayout; |
| 115 | desc.m_Parameters.m_BlockSize = 2; |
| 116 | |
| 117 | inputTensorInfo = armnn::TensorInfo(4, inputShape, ArmnnType); |
| 118 | outputTensorInfo = armnn::TensorInfo(4, outputShape, ArmnnType); |
| 119 | |
| 120 | return SpaceToDepthTestImpl<T>( |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 121 | workloadFactory, memoryManager, tensorHandleFactory, |
| 122 | inputTensorInfo, outputTensorInfo, input, outputExpected, desc); |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 123 | } |
| 124 | |
| 125 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
James Conroy | d2aa85e | 2019-07-01 17:12:40 +0100 | [diff] [blame] | 126 | LayerTestResult<T, 4> SpaceToDepthSimpleTest2( |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 127 | armnn::IWorkloadFactory& workloadFactory, |
| 128 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 129 | const armnn::ITensorHandleFactory& tensorHandleFactory, |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 130 | armnn::DataLayout dataLayout = armnn::DataLayout::NHWC) |
| 131 | { |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 132 | unsigned int inputShape[] = {1, 2, 2, 2}; |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 133 | unsigned int outputShape[] = {1, 1, 1, 8}; |
| 134 | |
| 135 | std::vector<float> input = std::vector<float>( |
| 136 | { |
| 137 | 1.4f, 2.3f, 3.2f, 4.1f, 5.4f, 6.3f, 7.2f, 8.1f |
| 138 | }); |
| 139 | |
| 140 | std::vector<float> outputExpected = std::vector<float>( |
| 141 | { |
| 142 | 1.4f, 2.3f, 3.2f, 4.1f, 5.4f, 6.3f, 7.2f, 8.1f |
| 143 | }); |
| 144 | |
| 145 | armnn::TensorInfo inputTensorInfo; |
| 146 | armnn::TensorInfo outputTensorInfo; |
| 147 | |
| 148 | armnn::SpaceToDepthQueueDescriptor desc; |
| 149 | desc.m_Parameters.m_DataLayout = dataLayout; |
| 150 | desc.m_Parameters.m_BlockSize = 2; |
| 151 | |
| 152 | inputTensorInfo = armnn::TensorInfo(4, inputShape, ArmnnType); |
| 153 | outputTensorInfo = armnn::TensorInfo(4, outputShape, ArmnnType); |
| 154 | |
| 155 | return SpaceToDepthTestImpl<T>( |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 156 | workloadFactory, memoryManager, tensorHandleFactory, |
| 157 | inputTensorInfo, outputTensorInfo, input, outputExpected, desc); |
Keith Davis | a57eccb | 2019-06-14 17:33:22 +0100 | [diff] [blame] | 158 | } |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 159 | |
| 160 | } // anonymous namespace |
| 161 | |
| 162 | LayerTestResult<uint8_t, 4> SpaceToDepthNhwcAsymmQ8Test( |
| 163 | armnn::IWorkloadFactory& workloadFactory, |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 164 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 165 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 166 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 167 | return SpaceToDepthSimpleTest1<armnn::DataType::QAsymmU8>( |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 168 | workloadFactory, |
| 169 | memoryManager, |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 170 | tensorHandleFactory); |
| 171 | } |
| 172 | |
| 173 | LayerTestResult<uint8_t, 4> SpaceToDepthNchwAsymmQ8Test( |
| 174 | armnn::IWorkloadFactory& workloadFactory, |
| 175 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 176 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
| 177 | { |
| 178 | return SpaceToDepthSimpleTest1<armnn::DataType::QAsymmU8>( |
| 179 | workloadFactory, |
| 180 | memoryManager, |
| 181 | tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 182 | armnn::DataLayout::NCHW); |
| 183 | } |
| 184 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 185 | LayerTestResult<armnn::Half, 4> SpaceToDepthNhwcFloat16Test( |
| 186 | armnn::IWorkloadFactory& workloadFactory, |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 187 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 188 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 189 | { |
| 190 | return SpaceToDepthSimpleTest1<armnn::DataType::Float16>( |
| 191 | workloadFactory, |
| 192 | memoryManager, |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 193 | tensorHandleFactory); |
| 194 | } |
| 195 | |
| 196 | LayerTestResult<armnn::Half, 4> SpaceToDepthNchwFloat16Test( |
| 197 | armnn::IWorkloadFactory& workloadFactory, |
| 198 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 199 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
| 200 | { |
| 201 | return SpaceToDepthSimpleTest1<armnn::DataType::Float16>( |
| 202 | workloadFactory, |
| 203 | memoryManager, |
| 204 | tensorHandleFactory, |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 205 | armnn::DataLayout::NCHW); |
| 206 | } |
| 207 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 208 | LayerTestResult<float, 4> SpaceToDepthNhwcFloat32Test1( |
| 209 | armnn::IWorkloadFactory& workloadFactory, |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 210 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 211 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 212 | { |
| 213 | return SpaceToDepthSimpleTest1<armnn::DataType::Float32>( |
| 214 | workloadFactory, |
| 215 | memoryManager, |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 216 | tensorHandleFactory); |
| 217 | } |
| 218 | |
| 219 | LayerTestResult<float, 4> SpaceToDepthNchwFloat32Test1( |
| 220 | armnn::IWorkloadFactory& workloadFactory, |
| 221 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 222 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
| 223 | { |
| 224 | return SpaceToDepthSimpleTest1<armnn::DataType::Float32>( |
| 225 | workloadFactory, |
| 226 | memoryManager, |
| 227 | tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 228 | armnn::DataLayout::NCHW); |
| 229 | } |
| 230 | |
| 231 | LayerTestResult<float, 4> SpaceToDepthNhwcFloat32Test2( |
| 232 | armnn::IWorkloadFactory& workloadFactory, |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 233 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 234 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 235 | { |
| 236 | return SpaceToDepthSimpleTest2<armnn::DataType::Float32>( |
| 237 | workloadFactory, |
| 238 | memoryManager, |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 239 | tensorHandleFactory); |
| 240 | } |
| 241 | |
| 242 | LayerTestResult<float, 4> SpaceToDepthNchwFloat32Test2( |
| 243 | armnn::IWorkloadFactory& workloadFactory, |
| 244 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 245 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
| 246 | { |
| 247 | return SpaceToDepthSimpleTest2<armnn::DataType::Float32>( |
| 248 | workloadFactory, |
| 249 | memoryManager, |
| 250 | tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 251 | armnn::DataLayout::NCHW); |
| 252 | } |
| 253 | |
| 254 | LayerTestResult<int16_t, 4> SpaceToDepthNhwcQSymm16Test( |
| 255 | armnn::IWorkloadFactory& workloadFactory, |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 256 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 257 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 258 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 259 | return SpaceToDepthSimpleTest2<armnn::DataType::QSymmS16>( |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 260 | workloadFactory, |
| 261 | memoryManager, |
Sadik Armagan | 5e71984 | 2020-08-28 12:17:33 +0100 | [diff] [blame] | 262 | tensorHandleFactory); |
| 263 | } |
| 264 | |
| 265 | LayerTestResult<int16_t, 4> SpaceToDepthNchwQSymm16Test( |
| 266 | armnn::IWorkloadFactory& workloadFactory, |
| 267 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 268 | const armnn::ITensorHandleFactory& tensorHandleFactory) |
| 269 | { |
| 270 | return SpaceToDepthSimpleTest2<armnn::DataType::QSymmS16>( |
| 271 | workloadFactory, |
| 272 | memoryManager, |
| 273 | tensorHandleFactory, |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 274 | armnn::DataLayout::NCHW); |
| 275 | } |