Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2020 Arm Ltd and Contributors. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "NetworkExecutionUtils.hpp" |
| 7 | |
Rob Hughes | 9542f90 | 2021-07-14 09:48:54 +0100 | [diff] [blame] | 8 | #include <armnnUtils/Filesystem.hpp> |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 9 | #include <InferenceTest.hpp> |
| 10 | #include <ResolveType.hpp> |
| 11 | |
| 12 | #if defined(ARMNN_SERIALIZER) |
| 13 | #include "armnnDeserializer/IDeserializer.hpp" |
| 14 | #endif |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 15 | #if defined(ARMNN_TF_LITE_PARSER) |
| 16 | #include "armnnTfLiteParser/ITfLiteParser.hpp" |
| 17 | #endif |
| 18 | #if defined(ARMNN_ONNX_PARSER) |
| 19 | #include "armnnOnnxParser/IOnnxParser.hpp" |
| 20 | #endif |
| 21 | |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 22 | template<armnn::DataType NonQuantizedType> |
| 23 | auto ParseDataArray(std::istream& stream); |
| 24 | |
| 25 | template<armnn::DataType QuantizedType> |
| 26 | auto ParseDataArray(std::istream& stream, |
| 27 | const float& quantizationScale, |
| 28 | const int32_t& quantizationOffset); |
| 29 | |
| 30 | template<> |
| 31 | auto ParseDataArray<armnn::DataType::Float32>(std::istream& stream) |
| 32 | { |
| 33 | return ParseArrayImpl<float>(stream, [](const std::string& s) { return std::stof(s); }); |
| 34 | } |
| 35 | |
| 36 | template<> |
David Monahan | 2d99561 | 2021-11-01 10:16:37 +0000 | [diff] [blame] | 37 | auto ParseDataArray<armnn::DataType::Float16>(std::istream& stream) |
| 38 | { |
| 39 | return ParseArrayImpl<armnn::Half>(stream, [](const std::string& s) |
| 40 | { |
| 41 | return armnn::Half(std::stof(s)); |
| 42 | }); |
| 43 | } |
| 44 | |
| 45 | template<> |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 46 | auto ParseDataArray<armnn::DataType::Signed32>(std::istream& stream) |
| 47 | { |
| 48 | return ParseArrayImpl<int>(stream, [](const std::string& s) { return std::stoi(s); }); |
| 49 | } |
| 50 | |
| 51 | template<> |
Mike Kelly | d7ed6d4 | 2021-07-21 09:42:43 +0100 | [diff] [blame] | 52 | auto ParseDataArray<armnn::DataType::QAsymmS8>(std::istream& stream) |
| 53 | { |
| 54 | return ParseArrayImpl<int8_t>(stream, |
| 55 | [](const std::string& s) { return armnn::numeric_cast<int8_t>(std::stoi(s)); }); |
| 56 | } |
| 57 | |
| 58 | template<> |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 59 | auto ParseDataArray<armnn::DataType::QAsymmU8>(std::istream& stream) |
| 60 | { |
| 61 | return ParseArrayImpl<uint8_t>(stream, |
| 62 | [](const std::string& s) { return armnn::numeric_cast<uint8_t>(std::stoi(s)); }); |
| 63 | } |
| 64 | |
Finn Williams | f806c4d | 2021-02-22 15:13:12 +0000 | [diff] [blame] | 65 | |
| 66 | template<> |
| 67 | auto ParseDataArray<armnn::DataType::QSymmS8>(std::istream& stream) |
| 68 | { |
| 69 | return ParseArrayImpl<int8_t>(stream, |
| 70 | [](const std::string& s) { return armnn::numeric_cast<int8_t>(std::stoi(s)); }); |
| 71 | } |
| 72 | |
Mike Kelly | d7ed6d4 | 2021-07-21 09:42:43 +0100 | [diff] [blame] | 73 | template<> |
| 74 | auto ParseDataArray<armnn::DataType::QAsymmS8>(std::istream& stream, |
| 75 | const float& quantizationScale, |
| 76 | const int32_t& quantizationOffset) |
| 77 | { |
| 78 | return ParseArrayImpl<int8_t>(stream, |
| 79 | [&quantizationScale, &quantizationOffset](const std::string& s) |
| 80 | { |
| 81 | return armnn::numeric_cast<int8_t>( |
| 82 | armnn::Quantize<int8_t>(std::stof(s), |
| 83 | quantizationScale, |
| 84 | quantizationOffset)); |
| 85 | }); |
| 86 | } |
Finn Williams | f806c4d | 2021-02-22 15:13:12 +0000 | [diff] [blame] | 87 | |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 88 | template<> |
| 89 | auto ParseDataArray<armnn::DataType::QAsymmU8>(std::istream& stream, |
| 90 | const float& quantizationScale, |
| 91 | const int32_t& quantizationOffset) |
| 92 | { |
| 93 | return ParseArrayImpl<uint8_t>(stream, |
| 94 | [&quantizationScale, &quantizationOffset](const std::string& s) |
| 95 | { |
| 96 | return armnn::numeric_cast<uint8_t>( |
| 97 | armnn::Quantize<uint8_t>(std::stof(s), |
| 98 | quantizationScale, |
| 99 | quantizationOffset)); |
| 100 | }); |
| 101 | } |
| 102 | |
| 103 | template<armnn::DataType ArmnnType, typename T = armnn::ResolveType<ArmnnType>> |
| 104 | std::vector<T> GenerateDummyTensorData(unsigned int numElements) |
| 105 | { |
| 106 | return std::vector<T>(numElements, static_cast<T>(0)); |
| 107 | } |
| 108 | |
| 109 | |
| 110 | std::vector<unsigned int> ParseArray(std::istream& stream) |
| 111 | { |
| 112 | return ParseArrayImpl<unsigned int>( |
| 113 | stream, |
| 114 | [](const std::string& s) { return armnn::numeric_cast<unsigned int>(std::stoi(s)); }); |
| 115 | } |
| 116 | |
| 117 | std::vector<std::string> ParseStringList(const std::string& inputString, const char* delimiter) |
| 118 | { |
| 119 | std::stringstream stream(inputString); |
| 120 | return ParseArrayImpl<std::string>(stream, [](const std::string& s) { |
| 121 | return armnn::stringUtils::StringTrimCopy(s); }, delimiter); |
| 122 | } |
| 123 | |
| 124 | |
| 125 | TensorPrinter::TensorPrinter(const std::string& binding, |
| 126 | const armnn::TensorInfo& info, |
| 127 | const std::string& outputTensorFile, |
Jan Eilers | 284b5d1 | 2021-09-07 12:46:15 +0100 | [diff] [blame] | 128 | bool dequantizeOutput, |
| 129 | const bool printToConsole) |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 130 | : m_OutputBinding(binding) |
| 131 | , m_Scale(info.GetQuantizationScale()) |
| 132 | , m_Offset(info.GetQuantizationOffset()) |
| 133 | , m_OutputTensorFile(outputTensorFile) |
Jan Eilers | 284b5d1 | 2021-09-07 12:46:15 +0100 | [diff] [blame] | 134 | , m_DequantizeOutput(dequantizeOutput) |
| 135 | , m_PrintToConsole(printToConsole) {} |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 136 | |
| 137 | void TensorPrinter::operator()(const std::vector<float>& values) |
| 138 | { |
Jan Eilers | 284b5d1 | 2021-09-07 12:46:15 +0100 | [diff] [blame] | 139 | if (m_PrintToConsole) |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 140 | { |
Jan Eilers | 284b5d1 | 2021-09-07 12:46:15 +0100 | [diff] [blame] | 141 | std::cout << m_OutputBinding << ": "; |
| 142 | ForEachValue(values, [](float value) |
| 143 | { |
| 144 | printf("%f ", value); |
| 145 | }); |
| 146 | printf("\n"); |
| 147 | } |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 148 | WriteToFile(values); |
| 149 | } |
| 150 | |
David Monahan | 2d99561 | 2021-11-01 10:16:37 +0000 | [diff] [blame] | 151 | void TensorPrinter::operator()(const std::vector<armnn::Half>& values) |
| 152 | { |
| 153 | if (m_PrintToConsole) |
| 154 | { |
| 155 | std::cout << m_OutputBinding << ": "; |
| 156 | ForEachValue(values, [](armnn::Half value) |
| 157 | { |
| 158 | printf("%f ", static_cast<float>(value)); |
| 159 | }); |
| 160 | printf("\n"); |
| 161 | } |
| 162 | WriteToFile(values); |
| 163 | } |
| 164 | |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 165 | void TensorPrinter::operator()(const std::vector<uint8_t>& values) |
| 166 | { |
| 167 | if(m_DequantizeOutput) |
| 168 | { |
| 169 | auto& scale = m_Scale; |
| 170 | auto& offset = m_Offset; |
| 171 | std::vector<float> dequantizedValues; |
| 172 | ForEachValue(values, [&scale, &offset, &dequantizedValues](uint8_t value) |
| 173 | { |
| 174 | auto dequantizedValue = armnn::Dequantize(value, scale, offset); |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 175 | dequantizedValues.push_back(dequantizedValue); |
| 176 | }); |
Jan Eilers | 284b5d1 | 2021-09-07 12:46:15 +0100 | [diff] [blame] | 177 | |
| 178 | if (m_PrintToConsole) |
| 179 | { |
| 180 | std::cout << m_OutputBinding << ": "; |
| 181 | ForEachValue(dequantizedValues, [](float value) |
| 182 | { |
| 183 | printf("%f ", value); |
| 184 | }); |
| 185 | printf("\n"); |
| 186 | } |
| 187 | |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 188 | WriteToFile(dequantizedValues); |
| 189 | } |
| 190 | else |
| 191 | { |
| 192 | const std::vector<int> intValues(values.begin(), values.end()); |
| 193 | operator()(intValues); |
| 194 | } |
| 195 | } |
| 196 | |
Finn Williams | f806c4d | 2021-02-22 15:13:12 +0000 | [diff] [blame] | 197 | void TensorPrinter::operator()(const std::vector<int8_t>& values) |
| 198 | { |
Jan Eilers | 284b5d1 | 2021-09-07 12:46:15 +0100 | [diff] [blame] | 199 | if (m_PrintToConsole) |
Finn Williams | f806c4d | 2021-02-22 15:13:12 +0000 | [diff] [blame] | 200 | { |
Jan Eilers | 284b5d1 | 2021-09-07 12:46:15 +0100 | [diff] [blame] | 201 | std::cout << m_OutputBinding << ": "; |
| 202 | ForEachValue(values, [](int8_t value) |
| 203 | { |
| 204 | printf("%d ", value); |
| 205 | }); |
| 206 | printf("\n"); |
| 207 | } |
Finn Williams | f806c4d | 2021-02-22 15:13:12 +0000 | [diff] [blame] | 208 | WriteToFile(values); |
| 209 | } |
| 210 | |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 211 | void TensorPrinter::operator()(const std::vector<int>& values) |
| 212 | { |
Jan Eilers | 284b5d1 | 2021-09-07 12:46:15 +0100 | [diff] [blame] | 213 | if (m_PrintToConsole) |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 214 | { |
Jan Eilers | 284b5d1 | 2021-09-07 12:46:15 +0100 | [diff] [blame] | 215 | std::cout << m_OutputBinding << ": "; |
| 216 | ForEachValue(values, [](int value) |
| 217 | { |
| 218 | printf("%d ", value); |
| 219 | }); |
| 220 | printf("\n"); |
| 221 | } |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 222 | WriteToFile(values); |
| 223 | } |
| 224 | |
| 225 | template<typename Container, typename Delegate> |
| 226 | void TensorPrinter::ForEachValue(const Container& c, Delegate delegate) |
| 227 | { |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 228 | for (const auto& value : c) |
| 229 | { |
| 230 | delegate(value); |
| 231 | } |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 232 | } |
| 233 | |
| 234 | template<typename T> |
| 235 | void TensorPrinter::WriteToFile(const std::vector<T>& values) |
| 236 | { |
| 237 | if (!m_OutputTensorFile.empty()) |
| 238 | { |
| 239 | std::ofstream outputTensorFile; |
| 240 | outputTensorFile.open(m_OutputTensorFile, std::ofstream::out | std::ofstream::trunc); |
| 241 | if (outputTensorFile.is_open()) |
| 242 | { |
| 243 | outputTensorFile << m_OutputBinding << ": "; |
| 244 | std::copy(values.begin(), values.end(), std::ostream_iterator<T>(outputTensorFile, " ")); |
| 245 | } |
| 246 | else |
| 247 | { |
| 248 | ARMNN_LOG(info) << "Output Tensor File: " << m_OutputTensorFile << " could not be opened!"; |
| 249 | } |
| 250 | outputTensorFile.close(); |
| 251 | } |
| 252 | } |
| 253 | |
Francis Murtagh | 40d2741 | 2021-10-28 11:11:35 +0100 | [diff] [blame] | 254 | void PopulateTensorWithData(armnnUtils::TContainer& tensorData, |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 255 | unsigned int numElements, |
| 256 | const std::string& dataTypeStr, |
| 257 | const armnn::Optional<QuantizationParams>& qParams, |
| 258 | const armnn::Optional<std::string>& dataFile) |
| 259 | { |
| 260 | const bool readFromFile = dataFile.has_value() && !dataFile.value().empty(); |
| 261 | const bool quantizeData = qParams.has_value(); |
| 262 | |
| 263 | std::ifstream inputTensorFile; |
| 264 | if (readFromFile) |
| 265 | { |
| 266 | inputTensorFile = std::ifstream(dataFile.value()); |
| 267 | } |
| 268 | |
| 269 | if (dataTypeStr.compare("float") == 0) |
| 270 | { |
| 271 | if (quantizeData) |
| 272 | { |
| 273 | const float qScale = qParams.value().first; |
| 274 | const int qOffset = qParams.value().second; |
| 275 | |
| 276 | tensorData = readFromFile ? |
| 277 | ParseDataArray<armnn::DataType::QAsymmU8>(inputTensorFile, qScale, qOffset) : |
| 278 | GenerateDummyTensorData<armnn::DataType::QAsymmU8>(numElements); |
| 279 | } |
| 280 | else |
| 281 | { |
| 282 | tensorData = readFromFile ? |
| 283 | ParseDataArray<armnn::DataType::Float32>(inputTensorFile) : |
| 284 | GenerateDummyTensorData<armnn::DataType::Float32>(numElements); |
| 285 | } |
| 286 | } |
David Monahan | 2d99561 | 2021-11-01 10:16:37 +0000 | [diff] [blame] | 287 | else if (dataTypeStr.compare("float16") == 0) |
| 288 | { |
| 289 | tensorData = readFromFile ? |
| 290 | ParseDataArray<armnn::DataType::Float16>(inputTensorFile) : |
| 291 | GenerateDummyTensorData<armnn::DataType::Float16>(numElements); |
| 292 | } |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 293 | else if (dataTypeStr.compare("int") == 0) |
| 294 | { |
| 295 | tensorData = readFromFile ? |
| 296 | ParseDataArray<armnn::DataType::Signed32>(inputTensorFile) : |
| 297 | GenerateDummyTensorData<armnn::DataType::Signed32>(numElements); |
| 298 | } |
Finn Williams | f806c4d | 2021-02-22 15:13:12 +0000 | [diff] [blame] | 299 | else if (dataTypeStr.compare("qsymms8") == 0) |
| 300 | { |
| 301 | tensorData = readFromFile ? |
| 302 | ParseDataArray<armnn::DataType::QSymmS8>(inputTensorFile) : |
| 303 | GenerateDummyTensorData<armnn::DataType::QSymmS8>(numElements); |
| 304 | } |
Mike Kelly | d7ed6d4 | 2021-07-21 09:42:43 +0100 | [diff] [blame] | 305 | else if (dataTypeStr.compare("qasymm8") == 0 || dataTypeStr.compare("qasymmu8") == 0) |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 306 | { |
| 307 | tensorData = readFromFile ? |
| 308 | ParseDataArray<armnn::DataType::QAsymmU8>(inputTensorFile) : |
| 309 | GenerateDummyTensorData<armnn::DataType::QAsymmU8>(numElements); |
| 310 | } |
Mike Kelly | d7ed6d4 | 2021-07-21 09:42:43 +0100 | [diff] [blame] | 311 | else if (dataTypeStr.compare("qasymms8") == 0) |
| 312 | { |
| 313 | tensorData = readFromFile ? |
| 314 | ParseDataArray<armnn::DataType::QAsymmS8>(inputTensorFile) : |
| 315 | GenerateDummyTensorData<armnn::DataType::QAsymmS8>(numElements); |
| 316 | } |
Jan Eilers | 4527490 | 2020-10-15 18:34:43 +0100 | [diff] [blame] | 317 | else |
| 318 | { |
| 319 | std::string errorMessage = "Unsupported tensor data type " + dataTypeStr; |
| 320 | ARMNN_LOG(fatal) << errorMessage; |
| 321 | |
| 322 | inputTensorFile.close(); |
| 323 | throw armnn::Exception(errorMessage); |
| 324 | } |
| 325 | |
| 326 | inputTensorFile.close(); |
| 327 | } |
| 328 | |
| 329 | bool ValidatePath(const std::string& file, const bool expectFile) |
| 330 | { |
| 331 | if (!fs::exists(file)) |
| 332 | { |
| 333 | std::cerr << "Given file path '" << file << "' does not exist" << std::endl; |
| 334 | return false; |
| 335 | } |
| 336 | if (!fs::is_regular_file(file) && expectFile) |
| 337 | { |
| 338 | std::cerr << "Given file path '" << file << "' is not a regular file" << std::endl; |
| 339 | return false; |
| 340 | } |
| 341 | return true; |
| 342 | } |
| 343 | |
| 344 | bool ValidatePaths(const std::vector<std::string>& fileVec, const bool expectFile) |
| 345 | { |
| 346 | bool allPathsValid = true; |
| 347 | for (auto const& file : fileVec) |
| 348 | { |
| 349 | if(!ValidatePath(file, expectFile)) |
| 350 | { |
| 351 | allPathsValid = false; |
| 352 | } |
| 353 | } |
| 354 | return allPathsValid; |
| 355 | } |
| 356 | |
| 357 | |
| 358 | |