Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [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. |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 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 | |
Colm Donelan | c42a987 | 2022-02-02 16:35:09 +0000 | [diff] [blame] | 8 | #include <armnnUtils/QuantizeHelper.hpp> |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 9 | #include <armnnUtils/Filesystem.hpp> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 10 | #include <ResolveType.hpp> |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 11 | |
Sadik Armagan | a097d2a | 2021-11-24 15:47:28 +0000 | [diff] [blame] | 12 | #include <armnnTestUtils/TensorCopyUtils.hpp> |
Colm Donelan | 0c47974 | 2021-12-10 12:43:54 +0000 | [diff] [blame] | 13 | #include <armnnTestUtils/WorkloadTestUtils.hpp> |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 14 | |
Colm Donelan | c42a987 | 2022-02-02 16:35:09 +0000 | [diff] [blame] | 15 | #include <armnnTestUtils/TensorHelpers.hpp> |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 16 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 17 | #include <doctest/doctest.h> |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 18 | #include <armnnUtils/Filesystem.hpp> |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 19 | |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 20 | namespace |
| 21 | { |
| 22 | |
| 23 | template<typename T, std::size_t Dim> |
| 24 | LayerTestResult<T, Dim> DebugTestImpl( |
| 25 | armnn::IWorkloadFactory& workloadFactory, |
| 26 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 27 | armnn::TensorInfo& inputTensorInfo, |
| 28 | armnn::TensorInfo& outputTensorInfo, |
| 29 | std::vector<float>& inputData, |
| 30 | std::vector<float>& outputExpectedData, |
| 31 | armnn::DebugQueueDescriptor descriptor, |
| 32 | const std::string expectedStringOutput, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 33 | const std::string& layerName, |
| 34 | bool toFile, |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 35 | const float qScale = 1.0f, |
| 36 | const int32_t qOffset = 0) |
| 37 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 38 | IgnoreUnused(memoryManager); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 39 | if(armnn::IsQuantizedType<T>()) |
| 40 | { |
| 41 | inputTensorInfo.SetQuantizationScale(qScale); |
| 42 | inputTensorInfo.SetQuantizationOffset(qOffset); |
| 43 | |
| 44 | outputTensorInfo.SetQuantizationScale(qScale); |
| 45 | outputTensorInfo.SetQuantizationOffset(qOffset); |
| 46 | } |
| 47 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 48 | std::vector<T> input = armnnUtils::QuantizedVector<T>(inputData, qScale, qOffset); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 49 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 50 | std::vector<T> actualOutput(outputTensorInfo.GetNumElements()); |
| 51 | std::vector<T> expectedOutput = armnnUtils::QuantizedVector<T>(outputExpectedData, qScale, qOffset); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 52 | |
Teresa Charlin | fbf0e5b | 2020-08-17 01:01:06 +0100 | [diff] [blame] | 53 | ARMNN_NO_DEPRECATE_WARN_BEGIN |
| 54 | std::unique_ptr<armnn::ITensorHandle> inputHandle = workloadFactory.CreateTensorHandle(inputTensorInfo); |
| 55 | std::unique_ptr<armnn::ITensorHandle> outputHandle = workloadFactory.CreateTensorHandle(outputTensorInfo); |
| 56 | ARMNN_NO_DEPRECATE_WARN_END |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 57 | |
| 58 | armnn::WorkloadInfo info; |
| 59 | AddInputToWorkload(descriptor, info, inputTensorInfo, inputHandle.get()); |
| 60 | AddOutputToWorkload(descriptor, info, outputTensorInfo, outputHandle.get()); |
| 61 | |
Teresa Charlin | 611c7fb | 2022-01-07 09:47:29 +0000 | [diff] [blame] | 62 | std::unique_ptr<armnn::IWorkload> workload = workloadFactory.CreateWorkload(armnn::LayerType::Debug, |
| 63 | descriptor, |
| 64 | info); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 65 | |
| 66 | inputHandle->Allocate(); |
| 67 | outputHandle->Allocate(); |
| 68 | |
| 69 | CopyDataToITensorHandle(inputHandle.get(), input.data()); |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 70 | |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 71 | if (toFile) |
| 72 | { |
| 73 | fs::path tmpDir = fs::temp_directory_path(); |
| 74 | std::string full_path = tmpDir.generic_string() + "/ArmNNIntermediateLayerOutputs/" + layerName + ".numpy"; |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 75 | |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 76 | ExecuteWorkload(*workload, memoryManager); |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 77 | |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 78 | armnnUtils::Filesystem::FileContents output = armnnUtils::Filesystem::ReadFileContentsIntoString(full_path); |
| 79 | CHECK((output == expectedStringOutput)); |
| 80 | } |
| 81 | else |
| 82 | { |
| 83 | std::ostringstream oss; |
| 84 | std::streambuf* coutStreambuf = std::cout.rdbuf(); |
| 85 | std::cout.rdbuf(oss.rdbuf()); |
Matteo Martincigh | 4912402 | 2019-01-11 13:25:59 +0000 | [diff] [blame] | 86 | |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 87 | ExecuteWorkload(*workload, memoryManager); |
| 88 | |
| 89 | std::cout.rdbuf(coutStreambuf); |
| 90 | CHECK(oss.str() == expectedStringOutput); |
| 91 | } |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 92 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 93 | CopyDataFromITensorHandle(actualOutput.data(), outputHandle.get()); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 94 | |
Sadik Armagan | 483c811 | 2021-06-01 09:24:52 +0100 | [diff] [blame] | 95 | return LayerTestResult<T, Dim>(actualOutput, |
| 96 | expectedOutput, |
| 97 | outputHandle->GetShape(), |
| 98 | outputTensorInfo.GetShape()); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 99 | } |
| 100 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 101 | template <armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 102 | LayerTestResult<T, 4> Debug4dTest( |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 103 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 104 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 105 | bool toFile = false) |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 106 | { |
| 107 | armnn::TensorInfo inputTensorInfo; |
| 108 | armnn::TensorInfo outputTensorInfo; |
| 109 | |
| 110 | unsigned int inputShape[] = {1, 2, 2, 3}; |
| 111 | unsigned int outputShape[] = {1, 2, 2, 3}; |
| 112 | |
| 113 | armnn::DebugQueueDescriptor desc; |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 114 | desc.m_Guid = 1; |
| 115 | desc.m_LayerName = "TestOutput"; |
| 116 | desc.m_SlotIndex = 0; |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 117 | desc.m_LayerOutputToFile = toFile; |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 118 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 119 | inputTensorInfo = armnn::TensorInfo(4, inputShape, ArmnnType); |
| 120 | outputTensorInfo = armnn::TensorInfo(4, outputShape, ArmnnType); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 121 | |
| 122 | std::vector<float> input = std::vector<float>( |
| 123 | { |
| 124 | 1.0f, 2.0f, 3.0f, |
| 125 | 4.0f, 5.0f, 6.0f, |
| 126 | 7.0f, 8.0f, 9.0f, |
| 127 | 10.0f, 11.0f, 12.0f, |
| 128 | }); |
| 129 | |
| 130 | std::vector<float> outputExpected = std::vector<float>( |
| 131 | { |
| 132 | 1.0f, 2.0f, 3.0f, |
| 133 | 4.0f, 5.0f, 6.0f, |
| 134 | 7.0f, 8.0f, 9.0f, |
| 135 | 10.0f, 11.0f, 12.0f, |
| 136 | }); |
| 137 | |
| 138 | const std::string expectedStringOutput = |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 139 | "{ \"layerGuid\": 1," |
| 140 | " \"layerName\": \"TestOutput\"," |
| 141 | " \"outputSlot\": 0," |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 142 | " \"shape\": [1, 2, 2, 3]," |
| 143 | " \"min\": 1, \"max\": 12," |
| 144 | " \"data\": [[[[1, 2, 3], [4, 5, 6]], [[7, 8, 9], [10, 11, 12]]]] }\n"; |
| 145 | |
| 146 | return DebugTestImpl<T, 4>(workloadFactory, |
| 147 | memoryManager, |
| 148 | inputTensorInfo, |
| 149 | outputTensorInfo, |
| 150 | input, |
| 151 | outputExpected, |
| 152 | desc, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 153 | expectedStringOutput, |
| 154 | desc.m_LayerName, |
| 155 | toFile); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 156 | } |
| 157 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 158 | template <armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 159 | LayerTestResult<T, 3> Debug3dTest( |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 160 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 161 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 162 | bool toFile = false) |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 163 | { |
| 164 | armnn::TensorInfo inputTensorInfo; |
| 165 | armnn::TensorInfo outputTensorInfo; |
| 166 | |
| 167 | unsigned int inputShape[] = {3, 3, 1}; |
| 168 | unsigned int outputShape[] = {3, 3, 1}; |
| 169 | |
| 170 | armnn::DebugQueueDescriptor desc; |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 171 | desc.m_Guid = 1; |
| 172 | desc.m_LayerName = "TestOutput"; |
| 173 | desc.m_SlotIndex = 0; |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 174 | desc.m_LayerOutputToFile = toFile; |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 175 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 176 | inputTensorInfo = armnn::TensorInfo(3, inputShape, ArmnnType); |
| 177 | outputTensorInfo = armnn::TensorInfo(3, outputShape, ArmnnType); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 178 | |
| 179 | std::vector<float> input = std::vector<float>( |
| 180 | { |
| 181 | 1.0f, 2.0f, 3.0f, |
| 182 | 4.0f, 5.0f, 6.0f, |
| 183 | 7.0f, 8.0f, 9.0f, |
| 184 | }); |
| 185 | |
| 186 | std::vector<float> outputExpected = std::vector<float>( |
| 187 | { |
| 188 | 1.0f, 2.0f, 3.0f, |
| 189 | 4.0f, 5.0f, 6.0f, |
| 190 | 7.0f, 8.0f, 9.0f, |
| 191 | }); |
| 192 | |
| 193 | const std::string expectedStringOutput = |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 194 | "{ \"layerGuid\": 1," |
| 195 | " \"layerName\": \"TestOutput\"," |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 196 | " \"outputSlot\": 0," |
| 197 | " \"shape\": [3, 3, 1]," |
| 198 | " \"min\": 1, \"max\": 9," |
| 199 | " \"data\": [[[1], [2], [3]], [[4], [5], [6]], [[7], [8], [9]]] }\n"; |
| 200 | |
| 201 | return DebugTestImpl<T, 3>(workloadFactory, |
| 202 | memoryManager, |
| 203 | inputTensorInfo, |
| 204 | outputTensorInfo, |
| 205 | input, |
| 206 | outputExpected, |
| 207 | desc, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 208 | expectedStringOutput, |
| 209 | desc.m_LayerName, |
| 210 | toFile); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 211 | } |
| 212 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 213 | template <armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 214 | LayerTestResult<T, 2> Debug2dTest( |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 215 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 216 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 217 | bool toFile = false) |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 218 | { |
| 219 | armnn::TensorInfo inputTensorInfo; |
| 220 | armnn::TensorInfo outputTensorInfo; |
| 221 | |
| 222 | unsigned int inputShape[] = {2, 2}; |
| 223 | unsigned int outputShape[] = {2, 2}; |
| 224 | |
| 225 | armnn::DebugQueueDescriptor desc; |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 226 | desc.m_Guid = 1; |
| 227 | desc.m_LayerName = "TestOutput"; |
| 228 | desc.m_SlotIndex = 0; |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 229 | desc.m_LayerOutputToFile = toFile; |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 230 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 231 | inputTensorInfo = armnn::TensorInfo(2, inputShape, ArmnnType); |
| 232 | outputTensorInfo = armnn::TensorInfo(2, outputShape, ArmnnType); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 233 | |
| 234 | std::vector<float> input = std::vector<float>( |
| 235 | { |
| 236 | 1.0f, 2.0f, |
| 237 | 3.0f, 4.0f, |
| 238 | }); |
| 239 | |
| 240 | std::vector<float> outputExpected = std::vector<float>( |
| 241 | { |
| 242 | 1.0f, 2.0f, |
| 243 | 3.0f, 4.0f, |
| 244 | }); |
| 245 | |
| 246 | const std::string expectedStringOutput = |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 247 | "{ \"layerGuid\": 1," |
| 248 | " \"layerName\": \"TestOutput\"," |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 249 | " \"outputSlot\": 0," |
| 250 | " \"shape\": [2, 2]," |
| 251 | " \"min\": 1, \"max\": 4," |
| 252 | " \"data\": [[1, 2], [3, 4]] }\n"; |
| 253 | |
| 254 | return DebugTestImpl<T, 2>(workloadFactory, |
| 255 | memoryManager, |
| 256 | inputTensorInfo, |
| 257 | outputTensorInfo, |
| 258 | input, |
| 259 | outputExpected, |
| 260 | desc, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 261 | expectedStringOutput, |
| 262 | desc.m_LayerName, |
| 263 | toFile); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 264 | } |
| 265 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 266 | template <armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 267 | LayerTestResult<T, 1> Debug1dTest( |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 268 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 269 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 270 | bool toFile = false) |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 271 | { |
| 272 | armnn::TensorInfo inputTensorInfo; |
| 273 | armnn::TensorInfo outputTensorInfo; |
| 274 | |
| 275 | unsigned int inputShape[] = {4}; |
| 276 | unsigned int outputShape[] = {4}; |
| 277 | |
| 278 | armnn::DebugQueueDescriptor desc; |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 279 | desc.m_Guid = 1; |
| 280 | desc.m_LayerName = "TestOutput"; |
| 281 | desc.m_SlotIndex = 0; |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 282 | desc.m_LayerOutputToFile = toFile; |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 283 | |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 284 | inputTensorInfo = armnn::TensorInfo(1, inputShape, ArmnnType); |
| 285 | outputTensorInfo = armnn::TensorInfo(1, outputShape, ArmnnType); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 286 | |
| 287 | std::vector<float> input = std::vector<float>( |
| 288 | { |
| 289 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 290 | }); |
| 291 | |
| 292 | std::vector<float> outputExpected = std::vector<float>( |
| 293 | { |
| 294 | 1.0f, 2.0f, 3.0f, 4.0f, |
| 295 | }); |
| 296 | |
| 297 | const std::string expectedStringOutput = |
Nattapat Chaimanowong | 964e955 | 2019-03-26 11:03:26 +0000 | [diff] [blame] | 298 | "{ \"layerGuid\": 1," |
| 299 | " \"layerName\": \"TestOutput\"," |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 300 | " \"outputSlot\": 0," |
| 301 | " \"shape\": [4]," |
| 302 | " \"min\": 1, \"max\": 4," |
| 303 | " \"data\": [1, 2, 3, 4] }\n"; |
| 304 | |
| 305 | return DebugTestImpl<T, 1>(workloadFactory, |
| 306 | memoryManager, |
| 307 | inputTensorInfo, |
| 308 | outputTensorInfo, |
| 309 | input, |
| 310 | outputExpected, |
| 311 | desc, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 312 | expectedStringOutput, |
| 313 | desc.m_LayerName, |
| 314 | toFile); |
Nattapat Chaimanowong | cfdcadf | 2018-12-06 11:54:33 +0000 | [diff] [blame] | 315 | } |
| 316 | |
| 317 | } // anonymous namespace |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 318 | |
| 319 | LayerTestResult<float, 4> Debug4dFloat32Test( |
| 320 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 321 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 322 | bool toFile = false) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 323 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 324 | return Debug4dTest<armnn::DataType::Float32>(workloadFactory, memoryManager, toFile); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 325 | } |
| 326 | |
| 327 | LayerTestResult<float, 3> Debug3dFloat32Test( |
| 328 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 329 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 330 | bool toFile = false) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 331 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 332 | return Debug3dTest<armnn::DataType::Float32>(workloadFactory, memoryManager, toFile); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 333 | } |
| 334 | |
| 335 | LayerTestResult<float, 2> Debug2dFloat32Test( |
| 336 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 337 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 338 | bool toFile = false) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 339 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 340 | return Debug2dTest<armnn::DataType::Float32>(workloadFactory, memoryManager, toFile); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 341 | } |
| 342 | |
| 343 | LayerTestResult<float, 1> Debug1dFloat32Test( |
| 344 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 345 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 346 | bool toFile = false) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 347 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 348 | return Debug1dTest<armnn::DataType::Float32>(workloadFactory, memoryManager, toFile); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 349 | } |
| 350 | |
Narumol Prangnawarat | 403a185 | 2020-03-12 14:24:13 +0000 | [diff] [blame] | 351 | LayerTestResult<armnn::BFloat16, 4> Debug4dBFloat16Test( |
| 352 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 353 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 354 | bool toFile = false) |
Narumol Prangnawarat | 403a185 | 2020-03-12 14:24:13 +0000 | [diff] [blame] | 355 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 356 | return Debug4dTest<armnn::DataType::BFloat16>(workloadFactory, memoryManager, toFile); |
Narumol Prangnawarat | 403a185 | 2020-03-12 14:24:13 +0000 | [diff] [blame] | 357 | } |
| 358 | |
| 359 | LayerTestResult<armnn::BFloat16, 3> Debug3dBFloat16Test( |
| 360 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 361 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 362 | bool toFile = false) |
Narumol Prangnawarat | 403a185 | 2020-03-12 14:24:13 +0000 | [diff] [blame] | 363 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 364 | return Debug3dTest<armnn::DataType::BFloat16>(workloadFactory, memoryManager, toFile); |
Narumol Prangnawarat | 403a185 | 2020-03-12 14:24:13 +0000 | [diff] [blame] | 365 | } |
| 366 | |
| 367 | LayerTestResult<armnn::BFloat16, 2> Debug2dBFloat16Test( |
| 368 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 369 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 370 | bool toFile = false) |
Narumol Prangnawarat | 403a185 | 2020-03-12 14:24:13 +0000 | [diff] [blame] | 371 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 372 | return Debug2dTest<armnn::DataType::BFloat16>(workloadFactory, memoryManager, toFile); |
Narumol Prangnawarat | 403a185 | 2020-03-12 14:24:13 +0000 | [diff] [blame] | 373 | } |
| 374 | |
| 375 | LayerTestResult<armnn::BFloat16, 1> Debug1dBFloat16Test( |
| 376 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 377 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 378 | bool toFile = false) |
Narumol Prangnawarat | 403a185 | 2020-03-12 14:24:13 +0000 | [diff] [blame] | 379 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 380 | return Debug1dTest<armnn::DataType::BFloat16>(workloadFactory, memoryManager, toFile); |
Narumol Prangnawarat | 403a185 | 2020-03-12 14:24:13 +0000 | [diff] [blame] | 381 | } |
| 382 | |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 383 | LayerTestResult<uint8_t, 4> Debug4dUint8Test( |
| 384 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 385 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 386 | bool toFile = false) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 387 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 388 | return Debug4dTest<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, toFile); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 389 | } |
| 390 | |
| 391 | LayerTestResult<uint8_t, 3> Debug3dUint8Test( |
| 392 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 393 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 394 | bool toFile = false) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 395 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 396 | return Debug3dTest<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, toFile); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 397 | } |
| 398 | |
| 399 | LayerTestResult<uint8_t, 2> Debug2dUint8Test( |
| 400 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 401 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 402 | bool toFile = false) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 403 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 404 | return Debug2dTest<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, toFile); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 405 | } |
| 406 | |
| 407 | LayerTestResult<uint8_t, 1> Debug1dUint8Test( |
| 408 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 409 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 410 | bool toFile = false) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 411 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 412 | return Debug1dTest<armnn::DataType::QAsymmU8>(workloadFactory, memoryManager, toFile); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 413 | } |
| 414 | |
| 415 | LayerTestResult<int16_t, 4> Debug4dInt16Test( |
| 416 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 417 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 418 | bool toFile = false) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 419 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 420 | return Debug4dTest<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, toFile); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 421 | } |
| 422 | |
| 423 | LayerTestResult<int16_t, 3> Debug3dInt16Test( |
| 424 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 425 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 426 | bool toFile = false) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 427 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 428 | return Debug3dTest<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, toFile); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 429 | } |
| 430 | |
| 431 | LayerTestResult<int16_t, 2> Debug2dInt16Test( |
| 432 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 433 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 434 | bool toFile = false) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 435 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 436 | return Debug2dTest<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, toFile); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 437 | } |
| 438 | |
| 439 | LayerTestResult<int16_t, 1> Debug1dInt16Test( |
| 440 | armnn::IWorkloadFactory& workloadFactory, |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 441 | const armnn::IBackendInternal::IMemoryManagerSharedPtr& memoryManager, |
| 442 | bool toFile = false) |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 443 | { |
Keith Davis | 15f9c68 | 2022-10-14 15:50:33 +0100 | [diff] [blame^] | 444 | return Debug1dTest<armnn::DataType::QSymmS16>(workloadFactory, memoryManager, toFile); |
Aron Virginas-Tar | 00d306e | 2019-08-28 18:08:46 +0100 | [diff] [blame] | 445 | } |