Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | #pragma once |
| 6 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 7 | #include "WorkloadTestUtils.hpp" |
| 8 | |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 9 | #include <armnn/ArmNN.hpp> |
| 10 | #include <armnn/Tensor.hpp> |
| 11 | #include <armnn/TypesUtils.hpp> |
| 12 | |
| 13 | #include <backendsCommon/CpuTensorHandle.hpp> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 14 | #include <backendsCommon/IBackendInternal.hpp> |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 15 | #include <backendsCommon/WorkloadFactory.hpp> |
| 16 | |
| 17 | #include <test/TensorHelpers.hpp> |
| 18 | |
| 19 | template<typename T> |
| 20 | LayerTestResult<T, 4> SpaceToBatchNdTestImpl( |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 21 | armnn::IWorkloadFactory& workloadFactory, |
| 22 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 23 | armnn::TensorInfo& inputTensorInfo, |
| 24 | armnn::TensorInfo& outputTensorInfo, |
| 25 | std::vector<float>& inputData, |
| 26 | std::vector<float>& outputExpectedData, |
| 27 | armnn::SpaceToBatchNdQueueDescriptor descriptor, |
| 28 | const float qScale = 1.0f, |
| 29 | const int32_t qOffset = 0) |
| 30 | { |
| 31 | const armnn::PermutationVector NCHWToNHWC = {0, 3, 1, 2}; |
| 32 | if (descriptor.m_Parameters.m_DataLayout == armnn::DataLayout::NHWC) |
| 33 | { |
| 34 | inputTensorInfo = armnnUtils::Permuted(inputTensorInfo, NCHWToNHWC); |
| 35 | outputTensorInfo = armnnUtils::Permuted(outputTensorInfo, NCHWToNHWC); |
| 36 | |
| 37 | std::vector<float> inputTmp(inputData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 38 | armnnUtils::Permute(inputTensorInfo.GetShape(), NCHWToNHWC, |
| 39 | inputData.data(), inputTmp.data(), sizeof(float)); |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 40 | inputData = inputTmp; |
| 41 | |
| 42 | std::vector<float> outputTmp(outputExpectedData.size()); |
Matteo Martincigh | d5b9e64 | 2019-01-04 18:01:21 +0000 | [diff] [blame] | 43 | armnnUtils::Permute(outputTensorInfo.GetShape(), NCHWToNHWC, |
| 44 | outputExpectedData.data(), outputTmp.data(), sizeof(float)); |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 45 | outputExpectedData = outputTmp; |
| 46 | } |
| 47 | |
| 48 | if(armnn::IsQuantizedType<T>()) |
| 49 | { |
| 50 | inputTensorInfo.SetQuantizationScale(qScale); |
| 51 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 52 | outputTensorInfo.SetQuantizationScale(qScale); |
| 53 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 54 | } |
| 55 | |
| 56 | boost::multi_array<T, 4> input = MakeTensor<T, 4>(inputTensorInfo, QuantizedVector<T>(qScale, qOffset, inputData)); |
| 57 | |
| 58 | LayerTestResult<T, 4> ret(outputTensorInfo); |
| 59 | ret.outputExpected = MakeTensor<T, 4>(outputTensorInfo, QuantizedVector<T>(qScale, qOffset, outputExpectedData)); |
| 60 | |
| 61 | std::unique_ptr<armnn::ITensorHandle> inputHandle = workloadFactory.CreateTensorHandle(inputTensorInfo); |
| 62 | std::unique_ptr<armnn::ITensorHandle> outputHandle = workloadFactory.CreateTensorHandle(outputTensorInfo); |
| 63 | |
| 64 | armnn::WorkloadInfo info; |
| 65 | AddInputToWorkload(descriptor, info, inputTensorInfo, inputHandle.get()); |
| 66 | AddOutputToWorkload(descriptor, info, outputTensorInfo, outputHandle.get()); |
| 67 | |
| 68 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateSpaceToBatchNd(descriptor, info); |
| 69 | |
| 70 | inputHandle->Allocate(); |
| 71 | outputHandle->Allocate(); |
| 72 | |
| 73 | CopyDataToITensorHandle(inputHandle.get(), &input[0][0][0][0]); |
| 74 | |
| 75 | workload->Execute(); |
| 76 | |
| 77 | CopyDataFromITensorHandle(&ret.output[0][0][0][0], outputHandle.get()); |
| 78 | |
| 79 | return ret; |
| 80 | } |
| 81 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 82 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 83 | LayerTestResult<T, 4> SpaceToBatchNdSimpleTest( |
| 84 | armnn::IWorkloadFactory& workloadFactory, |
| 85 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 86 | armnn::DataLayout dataLayout = armnn::DataLayout::NCHW) |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 87 | { |
| 88 | armnn::TensorInfo inputTensorInfo; |
| 89 | armnn::TensorInfo outputTensorInfo; |
| 90 | |
| 91 | unsigned int inputShape[] = {1, 1, 2, 2}; |
| 92 | unsigned int outputShape[] = {4, 1, 1, 1}; |
| 93 | |
| 94 | armnn::SpaceToBatchNdQueueDescriptor desc; |
| 95 | desc.m_Parameters.m_DataLayout = dataLayout; |
| 96 | desc.m_Parameters.m_BlockShape = {2, 2}; |
| 97 | desc.m_Parameters.m_PadList = {{0, 0}, {0, 0}}; |
| 98 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 99 | inputTensorInfo = armnn::TensorInfo(4, inputShape, ArmnnType); |
| 100 | outputTensorInfo = armnn::TensorInfo(4, outputShape, ArmnnType); |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 101 | |
| 102 | std::vector<float> input = std::vector<float>( |
| 103 | { |
| 104 | 1.0f, 2.0f, 3.0f, 4.0f |
| 105 | }); |
| 106 | |
| 107 | std::vector<float> outputExpected = std::vector<float>( |
| 108 | { |
| 109 | 1.0f, 2.0f, 3.0f, 4.0f |
| 110 | }); |
| 111 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 112 | return SpaceToBatchNdTestImpl<T>( |
| 113 | workloadFactory, memoryManager, inputTensorInfo, outputTensorInfo, input, outputExpected, desc); |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 114 | } |
| 115 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 116 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 117 | LayerTestResult<T, 4> SpaceToBatchNdMultiChannelsTest( |
| 118 | armnn::IWorkloadFactory& workloadFactory, |
| 119 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 120 | armnn::DataLayout dataLayout = armnn::DataLayout::NCHW) |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 121 | { |
| 122 | armnn::TensorInfo inputTensorInfo; |
| 123 | armnn::TensorInfo outputTensorInfo; |
| 124 | |
| 125 | unsigned int inputShape[] = {1, 3, 2, 2}; |
| 126 | unsigned int outputShape[] = {4, 3, 1, 1}; |
| 127 | |
| 128 | armnn::SpaceToBatchNdQueueDescriptor desc; |
| 129 | desc.m_Parameters.m_DataLayout = dataLayout; |
| 130 | desc.m_Parameters.m_BlockShape = {2, 2}; |
| 131 | desc.m_Parameters.m_PadList = {{0, 0}, {0, 0}}; |
| 132 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 133 | inputTensorInfo = armnn::TensorInfo(4, inputShape, ArmnnType); |
| 134 | outputTensorInfo = armnn::TensorInfo(4, outputShape, ArmnnType); |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 135 | |
| 136 | std::vector<float> input = std::vector<float>( |
| 137 | { |
| 138 | 1.0f, 4.0f, 7.0f, 10.0f, |
| 139 | 2.0f, 5.0, 8.0, 11.0f, |
| 140 | 3.0f, 6.0f, 9.0f, 12.0f |
| 141 | }); |
| 142 | |
| 143 | std::vector<float> outputExpected = std::vector<float>( |
| 144 | { |
| 145 | 1.0f, 2.0f, 3.0f, |
| 146 | 4.0f, 5.0f, 6.0f, |
| 147 | 7.0f, 8.0f, 9.0f, |
| 148 | 10.0f, 11.0f, 12.0f |
| 149 | }); |
| 150 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 151 | return SpaceToBatchNdTestImpl<T>( |
| 152 | workloadFactory, memoryManager, inputTensorInfo, outputTensorInfo, input, outputExpected, desc); |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 153 | } |
| 154 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 155 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 156 | LayerTestResult<T, 4> SpaceToBatchNdMultiBlockTest( |
| 157 | armnn::IWorkloadFactory& workloadFactory, |
| 158 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 159 | armnn::DataLayout dataLayout = armnn::DataLayout::NCHW) |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 160 | { |
| 161 | armnn::TensorInfo inputTensorInfo; |
| 162 | armnn::TensorInfo outputTensorInfo; |
| 163 | |
| 164 | unsigned int inputShape[] = {1, 1, 4, 4}; |
| 165 | unsigned int outputShape[] = {4, 1, 2, 2}; |
| 166 | |
| 167 | armnn::SpaceToBatchNdQueueDescriptor desc; |
| 168 | desc.m_Parameters.m_DataLayout = dataLayout; |
| 169 | desc.m_Parameters.m_BlockShape = {2, 2}; |
| 170 | desc.m_Parameters.m_PadList = {{0, 0}, {0, 0}}; |
| 171 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 172 | inputTensorInfo = armnn::TensorInfo(4, inputShape, ArmnnType); |
| 173 | outputTensorInfo = armnn::TensorInfo(4, outputShape, ArmnnType); |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 174 | |
| 175 | std::vector<float> input = std::vector<float>( |
| 176 | { |
| 177 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 178 | 5.0f, 6.0f, 7.0f, 8.0f, |
| 179 | 9.0f, 10.0f, 11.0f, 12.0f, |
| 180 | 13.0f, 14.0f, 15.0f, 16.0f |
| 181 | }); |
| 182 | |
| 183 | std::vector<float> outputExpected = std::vector<float>( |
| 184 | { |
| 185 | 1.0f, 3.0f, 9.0f, 11.0f, |
| 186 | 2.0f, 4.0f, 10.0f, 12.0f, |
| 187 | 5.0f, 7.0f, 13.0f, 15.0f, |
| 188 | 6.0f, 8.0f, 14.0f, 16.0f |
| 189 | }); |
| 190 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 191 | return SpaceToBatchNdTestImpl<T>( |
| 192 | workloadFactory, memoryManager, inputTensorInfo, outputTensorInfo, input, outputExpected, desc); |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 193 | } |
| 194 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 195 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 196 | LayerTestResult<T, 4> SpaceToBatchNdPaddingTest( |
| 197 | armnn::IWorkloadFactory& workloadFactory, |
| 198 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 199 | armnn::DataLayout dataLayout = armnn::DataLayout::NCHW) |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 200 | { |
| 201 | armnn::TensorInfo inputTensorInfo; |
| 202 | armnn::TensorInfo outputTensorInfo; |
| 203 | |
| 204 | unsigned int inputShape[] = {2, 1, 2, 4}; |
| 205 | unsigned int outputShape[] = {8, 1, 1, 3}; |
| 206 | |
| 207 | armnn::SpaceToBatchNdQueueDescriptor desc; |
| 208 | desc.m_Parameters.m_DataLayout = dataLayout; |
| 209 | desc.m_Parameters.m_BlockShape = {2, 2}; |
| 210 | desc.m_Parameters.m_PadList = {{0, 0}, {2, 0}}; |
| 211 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 212 | inputTensorInfo = armnn::TensorInfo(4, inputShape, ArmnnType); |
| 213 | outputTensorInfo = armnn::TensorInfo(4, outputShape, ArmnnType); |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 214 | |
| 215 | std::vector<float> input = std::vector<float>( |
| 216 | { |
| 217 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 218 | 5.0f, 6.0f, 7.0f, 8.0f, |
| 219 | 9.0f, 10.0f, 11.0f, 12.0f, |
| 220 | 13.0f, 14.0f, 15.0f, 16.0f |
| 221 | }); |
| 222 | |
| 223 | std::vector<float> outputExpected = std::vector<float>( |
| 224 | { |
| 225 | 0.0f, 1.0f, 3.0f, |
| 226 | 0.0f, 9.0f, 11.0f, |
| 227 | 0.0f, 2.0f, 4.0f, |
| 228 | 0.0f, 10.0f, 12.0f, |
| 229 | 0.0f, 5.0f, 7.0f, |
| 230 | 0.0f, 13.0f, 15.0f, |
| 231 | 0.0f, 6.0f, 8.0f, |
| 232 | 0.0f, 14.0f, 16.0f |
| 233 | }); |
| 234 | |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 235 | return SpaceToBatchNdTestImpl<T>( |
| 236 | workloadFactory, memoryManager, inputTensorInfo, outputTensorInfo, input, outputExpected, desc); |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 237 | } |
| 238 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 239 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 240 | LayerTestResult<T, 4> SpaceToBatchNdSimpleNHWCTest( |
| 241 | armnn::IWorkloadFactory& workloadFactory, |
| 242 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 243 | { |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 244 | return SpaceToBatchNdSimpleTest<ArmnnType>(workloadFactory, memoryManager, armnn::DataLayout::NHWC); |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 245 | } |
| 246 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 247 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 248 | LayerTestResult<T, 4> SpaceToBatchNdMultiChannelsNHWCTest( |
| 249 | armnn::IWorkloadFactory& workloadFactory, |
| 250 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 251 | { |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 252 | return SpaceToBatchNdMultiChannelsTest<ArmnnType>(workloadFactory, memoryManager, armnn::DataLayout::NHWC); |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 253 | } |
| 254 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 255 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 256 | LayerTestResult<T, 4> SpaceToBatchNdMultiBlockNHWCTest( |
| 257 | armnn::IWorkloadFactory& workloadFactory, |
| 258 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 259 | { |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 260 | return SpaceToBatchNdMultiBlockTest<ArmnnType>(workloadFactory, memoryManager, armnn::DataLayout::NHWC); |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 261 | } |
| 262 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 263 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 264 | LayerTestResult<T, 4> SpaceToBatchNdPaddingNHWCTest( |
| 265 | armnn::IWorkloadFactory& workloadFactory, |
| 266 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 267 | { |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 268 | return SpaceToBatchNdPaddingTest<ArmnnType>(workloadFactory, memoryManager, armnn::DataLayout::NHWC); |
Nattapat Chaimanowong | 3ea76d5 | 2018-11-09 14:10:38 +0000 | [diff] [blame] | 269 | } |