Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 5 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 6 | #include "DebugTestImpl.hpp" |
| 7 | |
| 8 | #include <ResolveType.hpp> |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 9 | |
| 10 | #include <armnn/ArmNN.hpp> |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +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 | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 14 | |
| 15 | #include <test/TensorHelpers.hpp> |
| 16 | |
| 17 | namespace |
| 18 | { |
| 19 | |
| 20 | template<typename T, std::size_t Dim> |
| 21 | LayerTestResult<T, Dim> DebugTestImpl( |
| 22 | armnn::IWorkloadFactory& workloadFactory, |
| 23 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 24 | armnn::TensorInfo& inputTensorInfo, |
| 25 | armnn::TensorInfo& outputTensorInfo, |
| 26 | std::vector<float>& inputData, |
| 27 | std::vector<float>& outputExpectedData, |
| 28 | armnn::DebugQueueDescriptor descriptor, |
| 29 | const std::string expectedStringOutput, |
| 30 | const float qScale = 1.0f, |
| 31 | const int32_t qOffset = 0) |
| 32 | { |
| 33 | if(armnn::IsQuantizedType<T>()) |
| 34 | { |
| 35 | inputTensorInfo.SetQuantizationScale(qScale); |
| 36 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 37 | |
| 38 | outputTensorInfo.SetQuantizationScale(qScale); |
| 39 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 40 | } |
| 41 | |
| 42 | boost::multi_array<T, Dim> input = |
| 43 | MakeTensor<T, Dim>(inputTensorInfo, QuantizedVector<T>(qScale, qOffset, inputData)); |
| 44 | |
| 45 | LayerTestResult<T, Dim> ret(outputTensorInfo); |
| 46 | ret.outputExpected = |
| 47 | MakeTensor<T, Dim>(outputTensorInfo, QuantizedVector<T>(qScale, qOffset, outputExpectedData)); |
| 48 | |
| 49 | std::unique_ptr<armnn::ITensorHandle> inputHandle = |
| 50 | workloadFactory.CreateTensorHandle(inputTensorInfo); |
| 51 | |
| 52 | std::unique_ptr<armnn::ITensorHandle> outputHandle = |
| 53 | workloadFactory.CreateTensorHandle(outputTensorInfo); |
| 54 | |
| 55 | armnn::WorkloadInfo info; |
| 56 | AddInputToWorkload(descriptor, info, inputTensorInfo, inputHandle.get()); |
| 57 | AddOutputToWorkload(descriptor, info, outputTensorInfo, outputHandle.get()); |
| 58 | |
| 59 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateDebug(descriptor, info); |
| 60 | |
| 61 | inputHandle->Allocate(); |
| 62 | outputHandle->Allocate(); |
| 63 | |
| 64 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 65 | |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 66 | std::ostringstream oss; |
| 67 | std::streambuf* coutStreambuf = std::cout.rdbuf(); |
| 68 | std::cout.rdbuf(oss.rdbuf()); |
| 69 | |
| 70 | ExecuteWorkload(*workload, memoryManager); |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 71 | |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 72 | std::cout.rdbuf(coutStreambuf); |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 73 | |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 74 | BOOST_TEST(oss.str() == expectedStringOutput); |
| 75 | |
| 76 | CopyDataFromITensorHandle(ret.output.data(), outputHandle.get()); |
| 77 | |
| 78 | return ret; |
| 79 | } |
| 80 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 81 | template <armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 82 | LayerTestResult<T, 4> Debug4dTest( |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 83 | armnn::IWorkloadFactory& workloadFactory, |
| 84 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 85 | { |
| 86 | armnn::TensorInfo inputTensorInfo; |
| 87 | armnn::TensorInfo outputTensorInfo; |
| 88 | |
| 89 | unsigned int inputShape[] = {1, 2, 2, 3}; |
| 90 | unsigned int outputShape[] = {1, 2, 2, 3}; |
| 91 | |
| 92 | armnn::DebugQueueDescriptor desc; |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 93 | desc.m_Guid = 1; |
| 94 | desc.m_LayerName = "TestOutput"; |
| 95 | desc.m_SlotIndex = 0; |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 96 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 97 | inputTensorInfo = armnn::TensorInfo(4, inputShape, ArmnnType); |
| 98 | outputTensorInfo = armnn::TensorInfo(4, outputShape, ArmnnType); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 99 | |
| 100 | std::vector<float> input = std::vector<float>( |
| 101 | { |
| 102 | 1.0f, 2.0f, 3.0f, |
| 103 | 4.0f, 5.0f, 6.0f, |
| 104 | 7.0f, 8.0f, 9.0f, |
| 105 | 10.0f, 11.0f, 12.0f, |
| 106 | }); |
| 107 | |
| 108 | std::vector<float> outputExpected = std::vector<float>( |
| 109 | { |
| 110 | 1.0f, 2.0f, 3.0f, |
| 111 | 4.0f, 5.0f, 6.0f, |
| 112 | 7.0f, 8.0f, 9.0f, |
| 113 | 10.0f, 11.0f, 12.0f, |
| 114 | }); |
| 115 | |
| 116 | const std::string expectedStringOutput = |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 117 | "{ \"layerGuid\": 1," |
| 118 | " \"layerName\": \"TestOutput\"," |
| 119 | " \"outputSlot\": 0," |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 120 | " \"shape\": [1, 2, 2, 3]," |
| 121 | " \"min\": 1, \"max\": 12," |
| 122 | " \"data\": [[[[1, 2, 3], [4, 5, 6]], [[7, 8, 9], [10, 11, 12]]]] }\n"; |
| 123 | |
| 124 | return DebugTestImpl<T, 4>(workloadFactory, |
| 125 | memoryManager, |
| 126 | inputTensorInfo, |
| 127 | outputTensorInfo, |
| 128 | input, |
| 129 | outputExpected, |
| 130 | desc, |
| 131 | expectedStringOutput); |
| 132 | } |
| 133 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 134 | template <armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 135 | LayerTestResult<T, 3> Debug3dTest( |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 136 | armnn::IWorkloadFactory& workloadFactory, |
| 137 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 138 | { |
| 139 | armnn::TensorInfo inputTensorInfo; |
| 140 | armnn::TensorInfo outputTensorInfo; |
| 141 | |
| 142 | unsigned int inputShape[] = {3, 3, 1}; |
| 143 | unsigned int outputShape[] = {3, 3, 1}; |
| 144 | |
| 145 | armnn::DebugQueueDescriptor desc; |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 146 | desc.m_Guid = 1; |
| 147 | desc.m_LayerName = "TestOutput"; |
| 148 | desc.m_SlotIndex = 0; |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 149 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 150 | inputTensorInfo = armnn::TensorInfo(3, inputShape, ArmnnType); |
| 151 | outputTensorInfo = armnn::TensorInfo(3, outputShape, ArmnnType); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 152 | |
| 153 | std::vector<float> input = std::vector<float>( |
| 154 | { |
| 155 | 1.0f, 2.0f, 3.0f, |
| 156 | 4.0f, 5.0f, 6.0f, |
| 157 | 7.0f, 8.0f, 9.0f, |
| 158 | }); |
| 159 | |
| 160 | std::vector<float> outputExpected = std::vector<float>( |
| 161 | { |
| 162 | 1.0f, 2.0f, 3.0f, |
| 163 | 4.0f, 5.0f, 6.0f, |
| 164 | 7.0f, 8.0f, 9.0f, |
| 165 | }); |
| 166 | |
| 167 | const std::string expectedStringOutput = |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 168 | "{ \"layerGuid\": 1," |
| 169 | " \"layerName\": \"TestOutput\"," |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 170 | " \"outputSlot\": 0," |
| 171 | " \"shape\": [3, 3, 1]," |
| 172 | " \"min\": 1, \"max\": 9," |
| 173 | " \"data\": [[[1], [2], [3]], [[4], [5], [6]], [[7], [8], [9]]] }\n"; |
| 174 | |
| 175 | return DebugTestImpl<T, 3>(workloadFactory, |
| 176 | memoryManager, |
| 177 | inputTensorInfo, |
| 178 | outputTensorInfo, |
| 179 | input, |
| 180 | outputExpected, |
| 181 | desc, |
| 182 | expectedStringOutput); |
| 183 | } |
| 184 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 185 | template <armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 186 | LayerTestResult<T, 2> Debug2dTest( |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 187 | armnn::IWorkloadFactory& workloadFactory, |
| 188 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 189 | { |
| 190 | armnn::TensorInfo inputTensorInfo; |
| 191 | armnn::TensorInfo outputTensorInfo; |
| 192 | |
| 193 | unsigned int inputShape[] = {2, 2}; |
| 194 | unsigned int outputShape[] = {2, 2}; |
| 195 | |
| 196 | armnn::DebugQueueDescriptor desc; |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 197 | desc.m_Guid = 1; |
| 198 | desc.m_LayerName = "TestOutput"; |
| 199 | desc.m_SlotIndex = 0; |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 200 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 201 | inputTensorInfo = armnn::TensorInfo(2, inputShape, ArmnnType); |
| 202 | outputTensorInfo = armnn::TensorInfo(2, outputShape, ArmnnType); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 203 | |
| 204 | std::vector<float> input = std::vector<float>( |
| 205 | { |
| 206 | 1.0f, 2.0f, |
| 207 | 3.0f, 4.0f, |
| 208 | }); |
| 209 | |
| 210 | std::vector<float> outputExpected = std::vector<float>( |
| 211 | { |
| 212 | 1.0f, 2.0f, |
| 213 | 3.0f, 4.0f, |
| 214 | }); |
| 215 | |
| 216 | const std::string expectedStringOutput = |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 217 | "{ \"layerGuid\": 1," |
| 218 | " \"layerName\": \"TestOutput\"," |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 219 | " \"outputSlot\": 0," |
| 220 | " \"shape\": [2, 2]," |
| 221 | " \"min\": 1, \"max\": 4," |
| 222 | " \"data\": [[1, 2], [3, 4]] }\n"; |
| 223 | |
| 224 | return DebugTestImpl<T, 2>(workloadFactory, |
| 225 | memoryManager, |
| 226 | inputTensorInfo, |
| 227 | outputTensorInfo, |
| 228 | input, |
| 229 | outputExpected, |
| 230 | desc, |
| 231 | expectedStringOutput); |
| 232 | } |
| 233 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 234 | template <armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 235 | LayerTestResult<T, 1> Debug1dTest( |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 236 | armnn::IWorkloadFactory& workloadFactory, |
| 237 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 238 | { |
| 239 | armnn::TensorInfo inputTensorInfo; |
| 240 | armnn::TensorInfo outputTensorInfo; |
| 241 | |
| 242 | unsigned int inputShape[] = {4}; |
| 243 | unsigned int outputShape[] = {4}; |
| 244 | |
| 245 | armnn::DebugQueueDescriptor desc; |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 246 | desc.m_Guid = 1; |
| 247 | desc.m_LayerName = "TestOutput"; |
| 248 | desc.m_SlotIndex = 0; |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 249 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 250 | inputTensorInfo = armnn::TensorInfo(1, inputShape, ArmnnType); |
| 251 | outputTensorInfo = armnn::TensorInfo(1, outputShape, ArmnnType); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 252 | |
| 253 | std::vector<float> input = std::vector<float>( |
| 254 | { |
| 255 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 256 | }); |
| 257 | |
| 258 | std::vector<float> outputExpected = std::vector<float>( |
| 259 | { |
| 260 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 261 | }); |
| 262 | |
| 263 | const std::string expectedStringOutput = |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 264 | "{ \"layerGuid\": 1," |
| 265 | " \"layerName\": \"TestOutput\"," |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 266 | " \"outputSlot\": 0," |
| 267 | " \"shape\": [4]," |
| 268 | " \"min\": 1, \"max\": 4," |
| 269 | " \"data\": [1, 2, 3, 4] }\n"; |
| 270 | |
| 271 | return DebugTestImpl<T, 1>(workloadFactory, |
| 272 | memoryManager, |
| 273 | inputTensorInfo, |
| 274 | outputTensorInfo, |
| 275 | input, |
| 276 | outputExpected, |
| 277 | desc, |
| 278 | expectedStringOutput); |
| 279 | } |
| 280 | |
| 281 | } // anonymous namespace |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 282 | |
| 283 | LayerTestResult<float, 4> Debug4dFloat32Test( |
| 284 | armnn::IWorkloadFactory& workloadFactory, |
| 285 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 286 | { |
| 287 | return Debug4dTest<armnn::DataType::Float32>(workloadFactory, memoryManager); |
| 288 | } |
| 289 | |
| 290 | LayerTestResult<float, 3> Debug3dFloat32Test( |
| 291 | armnn::IWorkloadFactory& workloadFactory, |
| 292 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 293 | { |
| 294 | return Debug3dTest<armnn::DataType::Float32>(workloadFactory, memoryManager); |
| 295 | } |
| 296 | |
| 297 | LayerTestResult<float, 2> Debug2dFloat32Test( |
| 298 | armnn::IWorkloadFactory& workloadFactory, |
| 299 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 300 | { |
| 301 | return Debug2dTest<armnn::DataType::Float32>(workloadFactory, memoryManager); |
| 302 | } |
| 303 | |
| 304 | LayerTestResult<float, 1> Debug1dFloat32Test( |
| 305 | armnn::IWorkloadFactory& workloadFactory, |
| 306 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 307 | { |
| 308 | return Debug1dTest<armnn::DataType::Float32>(workloadFactory, memoryManager); |
| 309 | } |
| 310 | |
| 311 | LayerTestResult<uint8_t, 4> Debug4dUint8Test( |
| 312 | armnn::IWorkloadFactory& workloadFactory, |
| 313 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 314 | { |
| 315 | return Debug4dTest<armnn::DataType::QuantisedAsymm8>(workloadFactory, memoryManager); |
| 316 | } |
| 317 | |
| 318 | LayerTestResult<uint8_t, 3> Debug3dUint8Test( |
| 319 | armnn::IWorkloadFactory& workloadFactory, |
| 320 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 321 | { |
| 322 | return Debug3dTest<armnn::DataType::QuantisedAsymm8>(workloadFactory, memoryManager); |
| 323 | } |
| 324 | |
| 325 | LayerTestResult<uint8_t, 2> Debug2dUint8Test( |
| 326 | armnn::IWorkloadFactory& workloadFactory, |
| 327 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 328 | { |
| 329 | return Debug2dTest<armnn::DataType::QuantisedAsymm8>(workloadFactory, memoryManager); |
| 330 | } |
| 331 | |
| 332 | LayerTestResult<uint8_t, 1> Debug1dUint8Test( |
| 333 | armnn::IWorkloadFactory& workloadFactory, |
| 334 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 335 | { |
| 336 | return Debug1dTest<armnn::DataType::QuantisedAsymm8>(workloadFactory, memoryManager); |
| 337 | } |
| 338 | |
| 339 | LayerTestResult<int16_t, 4> Debug4dInt16Test( |
| 340 | armnn::IWorkloadFactory& workloadFactory, |
| 341 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 342 | { |
| 343 | return Debug4dTest<armnn::DataType::QuantisedSymm16>(workloadFactory, memoryManager); |
| 344 | } |
| 345 | |
| 346 | LayerTestResult<int16_t, 3> Debug3dInt16Test( |
| 347 | armnn::IWorkloadFactory& workloadFactory, |
| 348 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 349 | { |
| 350 | return Debug3dTest<armnn::DataType::QuantisedSymm16>(workloadFactory, memoryManager); |
| 351 | } |
| 352 | |
| 353 | LayerTestResult<int16_t, 2> Debug2dInt16Test( |
| 354 | armnn::IWorkloadFactory& workloadFactory, |
| 355 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 356 | { |
| 357 | return Debug2dTest<armnn::DataType::QuantisedSymm16>(workloadFactory, memoryManager); |
| 358 | } |
| 359 | |
| 360 | LayerTestResult<int16_t, 1> Debug1dInt16Test( |
| 361 | armnn::IWorkloadFactory& workloadFactory, |
| 362 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager) |
| 363 | { |
| 364 | return Debug1dTest<armnn::DataType::QuantisedSymm16>(workloadFactory, memoryManager); |
| 365 | } |