Laurent Carlier | 749294b | 2020-06-01 09:03:17 +0100 | [diff] [blame] | 1 | // |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
Matthew Bentham | f48afc6 | 2020-01-15 17:55:08 +0000 | [diff] [blame] | 5 | #include <armnn/Logging.hpp> |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 6 | |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 7 | #if defined(ARMNN_CAFFE_PARSER) |
| 8 | #include <armnnCaffeParser/ICaffeParser.hpp> |
| 9 | #endif |
| 10 | #if defined(ARMNN_ONNX_PARSER) |
| 11 | #include <armnnOnnxParser/IOnnxParser.hpp> |
| 12 | #endif |
| 13 | #if defined(ARMNN_SERIALIZER) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 14 | #include <armnnSerializer/ISerializer.hpp> |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 15 | #endif |
| 16 | #if defined(ARMNN_TF_PARSER) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 17 | #include <armnnTfParser/ITfParser.hpp> |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 18 | #endif |
| 19 | #if defined(ARMNN_TF_LITE_PARSER) |
| 20 | #include <armnnTfLiteParser/ITfLiteParser.hpp> |
| 21 | #endif |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 22 | |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 23 | #include <HeapProfiling.hpp> |
Matthew Sloyan | 0663d66 | 2020-09-14 11:47:26 +0100 | [diff] [blame] | 24 | #include <armnn/utility/NumericCast.hpp> |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 25 | #include <armnn/utility/StringUtils.hpp> |
| 26 | |
| 27 | /* |
| 28 | * Historically we use the ',' character to separate dimensions in a tensor shape. However, cxxopts will read this |
| 29 | * an an array of values which is fine until we have multiple tensors specified. This lumps the values of all shapes |
| 30 | * together in a single array and we cannot break it up again. We'll change the vector delimiter to a '.'. We do this |
| 31 | * as close as possible to the usage of cxxopts to avoid polluting other possible uses. |
| 32 | */ |
| 33 | #define CXXOPTS_VECTOR_DELIMITER '.' |
| 34 | #include <cxxopts/cxxopts.hpp> |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 35 | |
Colm Donelan | 5b5c222 | 2020-09-09 12:48:16 +0100 | [diff] [blame] | 36 | #include <fmt/format.h> |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 37 | |
Les Bell | 10e6be4 | 2019-03-28 12:26:46 +0000 | [diff] [blame] | 38 | #include <cstdlib> |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 39 | #include <fstream> |
Les Bell | 10e6be4 | 2019-03-28 12:26:46 +0000 | [diff] [blame] | 40 | #include <iostream> |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 41 | |
| 42 | namespace |
| 43 | { |
| 44 | |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 45 | armnn::TensorShape ParseTensorShape(std::istream& stream) |
| 46 | { |
| 47 | std::vector<unsigned int> result; |
| 48 | std::string line; |
| 49 | |
| 50 | while (std::getline(stream, line)) |
| 51 | { |
David Monahan | a8837bf | 2020-04-16 10:01:56 +0100 | [diff] [blame] | 52 | std::vector<std::string> tokens = armnn::stringUtils::StringTokenizer(line, ","); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 53 | for (const std::string& token : tokens) |
| 54 | { |
| 55 | if (!token.empty()) |
| 56 | { |
| 57 | try |
| 58 | { |
Matthew Sloyan | 0663d66 | 2020-09-14 11:47:26 +0100 | [diff] [blame] | 59 | result.push_back(armnn::numeric_cast<unsigned int>(std::stoi((token)))); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 60 | } |
| 61 | catch (const std::exception&) |
| 62 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 63 | ARMNN_LOG(error) << "'" << token << "' is not a valid number. It has been ignored."; |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 64 | } |
| 65 | } |
| 66 | } |
| 67 | } |
| 68 | |
Matthew Sloyan | 0663d66 | 2020-09-14 11:47:26 +0100 | [diff] [blame] | 69 | return armnn::TensorShape(armnn::numeric_cast<unsigned int>(result.size()), result.data()); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 70 | } |
| 71 | |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 72 | int ParseCommandLineArgs(int argc, char* argv[], |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 73 | std::string& modelFormat, |
| 74 | std::string& modelPath, |
| 75 | std::vector<std::string>& inputNames, |
| 76 | std::vector<std::string>& inputTensorShapeStrs, |
| 77 | std::vector<std::string>& outputNames, |
| 78 | std::string& outputPath, bool& isModelBinary) |
| 79 | { |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 80 | cxxopts::Options options("ArmNNConverter", "Convert a neural network model from provided file to ArmNN format."); |
| 81 | try |
| 82 | { |
| 83 | std::string modelFormatDescription("Format of the model file"); |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 84 | #if defined(ARMNN_CAFFE_PARSER) |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 85 | modelFormatDescription += ", caffe-binary, caffe-text"; |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 86 | #endif |
| 87 | #if defined(ARMNN_ONNX_PARSER) |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 88 | modelFormatDescription += ", onnx-binary, onnx-text"; |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 89 | #endif |
Les Bell | 10e6be4 | 2019-03-28 12:26:46 +0000 | [diff] [blame] | 90 | #if defined(ARMNN_TF_PARSER) |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 91 | modelFormatDescription += ", tensorflow-binary, tensorflow-text"; |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 92 | #endif |
| 93 | #if defined(ARMNN_TF_LITE_PARSER) |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 94 | modelFormatDescription += ", tflite-binary"; |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 95 | #endif |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 96 | modelFormatDescription += "."; |
| 97 | options.add_options() |
| 98 | ("help", "Display usage information") |
| 99 | ("f,model-format", modelFormatDescription, cxxopts::value<std::string>(modelFormat)) |
| 100 | ("m,model-path", "Path to model file.", cxxopts::value<std::string>(modelPath)) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 101 | |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 102 | ("i,input-name", "Identifier of the input tensors in the network. " |
| 103 | "Each input must be specified separately.", |
| 104 | cxxopts::value<std::vector<std::string>>(inputNames)) |
| 105 | ("s,input-tensor-shape", |
| 106 | "The shape of the input tensor in the network as a flat array of integers, " |
| 107 | "separated by comma. Each input shape must be specified separately after the input name. " |
| 108 | "This parameter is optional, depending on the network.", |
| 109 | cxxopts::value<std::vector<std::string>>(inputTensorShapeStrs)) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 110 | |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 111 | ("o,output-name", "Identifier of the output tensor in the network.", |
| 112 | cxxopts::value<std::vector<std::string>>(outputNames)) |
| 113 | ("p,output-path", |
| 114 | "Path to serialize the network to.", cxxopts::value<std::string>(outputPath)); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 115 | } |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 116 | catch (const std::exception& e) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 117 | { |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 118 | std::cerr << e.what() << std::endl << options.help() << std::endl; |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 119 | return EXIT_FAILURE; |
| 120 | } |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 121 | try |
| 122 | { |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 123 | cxxopts::ParseResult result = options.parse(argc, argv); |
| 124 | if (result.count("help")) |
| 125 | { |
| 126 | std::cerr << options.help() << std::endl; |
| 127 | return EXIT_SUCCESS; |
| 128 | } |
| 129 | // Check for mandatory single options. |
| 130 | std::string mandatorySingleParameters[] = { "model-format", "model-path", "output-name", "output-path" }; |
| 131 | bool somethingsMissing = false; |
| 132 | for (auto param : mandatorySingleParameters) |
| 133 | { |
| 134 | if (result.count(param) != 1) |
| 135 | { |
| 136 | std::cerr << "Parameter \'--" << param << "\' is required but missing." << std::endl; |
| 137 | somethingsMissing = true; |
| 138 | } |
| 139 | } |
| 140 | // Check at least one "input-name" option. |
| 141 | if (result.count("input-name") == 0) |
| 142 | { |
| 143 | std::cerr << "Parameter \'--" << "input-name" << "\' must be specified at least once." << std::endl; |
| 144 | somethingsMissing = true; |
| 145 | } |
| 146 | // If input-tensor-shape is specified then there must be a 1:1 match with input-name. |
| 147 | if (result.count("input-tensor-shape") > 0) |
| 148 | { |
| 149 | if (result.count("input-tensor-shape") != result.count("input-name")) |
| 150 | { |
| 151 | std::cerr << "When specifying \'input-tensor-shape\' a matching number of \'input-name\' parameters " |
| 152 | "must be specified." << std::endl; |
| 153 | somethingsMissing = true; |
| 154 | } |
| 155 | } |
| 156 | |
| 157 | if (somethingsMissing) |
| 158 | { |
| 159 | std::cerr << options.help() << std::endl; |
| 160 | return EXIT_FAILURE; |
| 161 | } |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 162 | } |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 163 | catch (const cxxopts::OptionException& e) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 164 | { |
| 165 | std::cerr << e.what() << std::endl << std::endl; |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 166 | return EXIT_FAILURE; |
| 167 | } |
| 168 | |
| 169 | if (modelFormat.find("bin") != std::string::npos) |
| 170 | { |
| 171 | isModelBinary = true; |
| 172 | } |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 173 | else if (modelFormat.find("text") != std::string::npos) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 174 | { |
| 175 | isModelBinary = false; |
| 176 | } |
| 177 | else |
| 178 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 179 | ARMNN_LOG(fatal) << "Unknown model format: '" << modelFormat << "'. Please include 'binary' or 'text'"; |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 180 | return EXIT_FAILURE; |
| 181 | } |
| 182 | |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 183 | return EXIT_SUCCESS; |
| 184 | } |
| 185 | |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 186 | template<typename T> |
| 187 | struct ParserType |
| 188 | { |
| 189 | typedef T parserType; |
| 190 | }; |
| 191 | |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 192 | class ArmnnConverter |
| 193 | { |
| 194 | public: |
| 195 | ArmnnConverter(const std::string& modelPath, |
| 196 | const std::vector<std::string>& inputNames, |
| 197 | const std::vector<armnn::TensorShape>& inputShapes, |
| 198 | const std::vector<std::string>& outputNames, |
| 199 | const std::string& outputPath, |
| 200 | bool isModelBinary) |
| 201 | : m_NetworkPtr(armnn::INetworkPtr(nullptr, [](armnn::INetwork *){})), |
| 202 | m_ModelPath(modelPath), |
| 203 | m_InputNames(inputNames), |
| 204 | m_InputShapes(inputShapes), |
| 205 | m_OutputNames(outputNames), |
| 206 | m_OutputPath(outputPath), |
| 207 | m_IsModelBinary(isModelBinary) {} |
| 208 | |
| 209 | bool Serialize() |
| 210 | { |
| 211 | if (m_NetworkPtr.get() == nullptr) |
| 212 | { |
| 213 | return false; |
| 214 | } |
| 215 | |
| 216 | auto serializer(armnnSerializer::ISerializer::Create()); |
| 217 | |
| 218 | serializer->Serialize(*m_NetworkPtr); |
| 219 | |
| 220 | std::ofstream file(m_OutputPath, std::ios::out | std::ios::binary); |
| 221 | |
| 222 | bool retVal = serializer->SaveSerializedToStream(file); |
| 223 | |
| 224 | return retVal; |
| 225 | } |
| 226 | |
| 227 | template <typename IParser> |
| 228 | bool CreateNetwork () |
| 229 | { |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 230 | return CreateNetwork (ParserType<IParser>()); |
| 231 | } |
| 232 | |
| 233 | private: |
| 234 | armnn::INetworkPtr m_NetworkPtr; |
| 235 | std::string m_ModelPath; |
| 236 | std::vector<std::string> m_InputNames; |
| 237 | std::vector<armnn::TensorShape> m_InputShapes; |
| 238 | std::vector<std::string> m_OutputNames; |
| 239 | std::string m_OutputPath; |
| 240 | bool m_IsModelBinary; |
| 241 | |
| 242 | template <typename IParser> |
| 243 | bool CreateNetwork (ParserType<IParser>) |
| 244 | { |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 245 | // Create a network from a file on disk |
| 246 | auto parser(IParser::Create()); |
| 247 | |
| 248 | std::map<std::string, armnn::TensorShape> inputShapes; |
| 249 | if (!m_InputShapes.empty()) |
| 250 | { |
| 251 | const size_t numInputShapes = m_InputShapes.size(); |
| 252 | const size_t numInputBindings = m_InputNames.size(); |
| 253 | if (numInputShapes < numInputBindings) |
| 254 | { |
Colm Donelan | 5b5c222 | 2020-09-09 12:48:16 +0100 | [diff] [blame] | 255 | throw armnn::Exception(fmt::format( |
| 256 | "Not every input has its tensor shape specified: expected={0}, got={1}", |
| 257 | numInputBindings, numInputShapes)); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 258 | } |
| 259 | |
| 260 | for (size_t i = 0; i < numInputShapes; i++) |
| 261 | { |
| 262 | inputShapes[m_InputNames[i]] = m_InputShapes[i]; |
| 263 | } |
| 264 | } |
| 265 | |
| 266 | { |
| 267 | ARMNN_SCOPED_HEAP_PROFILING("Parsing"); |
| 268 | m_NetworkPtr = (m_IsModelBinary ? |
| 269 | parser->CreateNetworkFromBinaryFile(m_ModelPath.c_str(), inputShapes, m_OutputNames) : |
| 270 | parser->CreateNetworkFromTextFile(m_ModelPath.c_str(), inputShapes, m_OutputNames)); |
| 271 | } |
| 272 | |
| 273 | return m_NetworkPtr.get() != nullptr; |
| 274 | } |
| 275 | |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 276 | #if defined(ARMNN_TF_LITE_PARSER) |
| 277 | bool CreateNetwork (ParserType<armnnTfLiteParser::ITfLiteParser>) |
| 278 | { |
| 279 | // Create a network from a file on disk |
| 280 | auto parser(armnnTfLiteParser::ITfLiteParser::Create()); |
| 281 | |
| 282 | if (!m_InputShapes.empty()) |
| 283 | { |
| 284 | const size_t numInputShapes = m_InputShapes.size(); |
| 285 | const size_t numInputBindings = m_InputNames.size(); |
| 286 | if (numInputShapes < numInputBindings) |
| 287 | { |
Colm Donelan | 5b5c222 | 2020-09-09 12:48:16 +0100 | [diff] [blame] | 288 | throw armnn::Exception(fmt::format( |
| 289 | "Not every input has its tensor shape specified: expected={0}, got={1}", |
| 290 | numInputBindings, numInputShapes)); |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 291 | } |
| 292 | } |
| 293 | |
| 294 | { |
| 295 | ARMNN_SCOPED_HEAP_PROFILING("Parsing"); |
| 296 | m_NetworkPtr = parser->CreateNetworkFromBinaryFile(m_ModelPath.c_str()); |
| 297 | } |
| 298 | |
| 299 | return m_NetworkPtr.get() != nullptr; |
| 300 | } |
| 301 | #endif |
| 302 | |
| 303 | #if defined(ARMNN_ONNX_PARSER) |
| 304 | bool CreateNetwork (ParserType<armnnOnnxParser::IOnnxParser>) |
| 305 | { |
| 306 | // Create a network from a file on disk |
| 307 | auto parser(armnnOnnxParser::IOnnxParser::Create()); |
| 308 | |
| 309 | if (!m_InputShapes.empty()) |
| 310 | { |
| 311 | const size_t numInputShapes = m_InputShapes.size(); |
| 312 | const size_t numInputBindings = m_InputNames.size(); |
| 313 | if (numInputShapes < numInputBindings) |
| 314 | { |
Colm Donelan | 5b5c222 | 2020-09-09 12:48:16 +0100 | [diff] [blame] | 315 | throw armnn::Exception(fmt::format( |
| 316 | "Not every input has its tensor shape specified: expected={0}, got={1}", |
| 317 | numInputBindings, numInputShapes)); |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 318 | } |
| 319 | } |
| 320 | |
| 321 | { |
| 322 | ARMNN_SCOPED_HEAP_PROFILING("Parsing"); |
| 323 | m_NetworkPtr = (m_IsModelBinary ? |
| 324 | parser->CreateNetworkFromBinaryFile(m_ModelPath.c_str()) : |
| 325 | parser->CreateNetworkFromTextFile(m_ModelPath.c_str())); |
| 326 | } |
| 327 | |
| 328 | return m_NetworkPtr.get() != nullptr; |
| 329 | } |
| 330 | #endif |
| 331 | |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 332 | }; |
| 333 | |
| 334 | } // anonymous namespace |
| 335 | |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 336 | int main(int argc, char* argv[]) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 337 | { |
| 338 | |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 339 | #if (!defined(ARMNN_CAFFE_PARSER) \ |
| 340 | && !defined(ARMNN_ONNX_PARSER) \ |
| 341 | && !defined(ARMNN_TF_PARSER) \ |
| 342 | && !defined(ARMNN_TF_LITE_PARSER)) |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 343 | ARMNN_LOG(fatal) << "Not built with any of the supported parsers, Caffe, Onnx, Tensorflow, or TfLite."; |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 344 | return EXIT_FAILURE; |
| 345 | #endif |
| 346 | |
| 347 | #if !defined(ARMNN_SERIALIZER) |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 348 | ARMNN_LOG(fatal) << "Not built with Serializer support."; |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 349 | return EXIT_FAILURE; |
| 350 | #endif |
| 351 | |
| 352 | #ifdef NDEBUG |
| 353 | armnn::LogSeverity level = armnn::LogSeverity::Info; |
| 354 | #else |
| 355 | armnn::LogSeverity level = armnn::LogSeverity::Debug; |
| 356 | #endif |
| 357 | |
| 358 | armnn::ConfigureLogging(true, true, level); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 359 | |
| 360 | std::string modelFormat; |
| 361 | std::string modelPath; |
| 362 | |
| 363 | std::vector<std::string> inputNames; |
| 364 | std::vector<std::string> inputTensorShapeStrs; |
| 365 | std::vector<armnn::TensorShape> inputTensorShapes; |
| 366 | |
| 367 | std::vector<std::string> outputNames; |
| 368 | std::string outputPath; |
| 369 | |
| 370 | bool isModelBinary = true; |
| 371 | |
| 372 | if (ParseCommandLineArgs( |
| 373 | argc, argv, modelFormat, modelPath, inputNames, inputTensorShapeStrs, outputNames, outputPath, isModelBinary) |
| 374 | != EXIT_SUCCESS) |
| 375 | { |
| 376 | return EXIT_FAILURE; |
| 377 | } |
| 378 | |
| 379 | for (const std::string& shapeStr : inputTensorShapeStrs) |
| 380 | { |
| 381 | if (!shapeStr.empty()) |
| 382 | { |
| 383 | std::stringstream ss(shapeStr); |
| 384 | |
| 385 | try |
| 386 | { |
| 387 | armnn::TensorShape shape = ParseTensorShape(ss); |
| 388 | inputTensorShapes.push_back(shape); |
| 389 | } |
| 390 | catch (const armnn::InvalidArgumentException& e) |
| 391 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 392 | ARMNN_LOG(fatal) << "Cannot create tensor shape: " << e.what(); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 393 | return EXIT_FAILURE; |
| 394 | } |
| 395 | } |
| 396 | } |
| 397 | |
| 398 | ArmnnConverter converter(modelPath, inputNames, inputTensorShapes, outputNames, outputPath, isModelBinary); |
| 399 | |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 400 | try |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 401 | { |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 402 | if (modelFormat.find("caffe") != std::string::npos) |
| 403 | { |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 404 | #if defined(ARMNN_CAFFE_PARSER) |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 405 | if (!converter.CreateNetwork<armnnCaffeParser::ICaffeParser>()) |
| 406 | { |
| 407 | ARMNN_LOG(fatal) << "Failed to load model from file"; |
| 408 | return EXIT_FAILURE; |
| 409 | } |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 410 | #else |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 411 | ARMNN_LOG(fatal) << "Not built with Caffe parser support."; |
| 412 | return EXIT_FAILURE; |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 413 | #endif |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 414 | } |
| 415 | else if (modelFormat.find("onnx") != std::string::npos) |
| 416 | { |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 417 | #if defined(ARMNN_ONNX_PARSER) |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 418 | if (!converter.CreateNetwork<armnnOnnxParser::IOnnxParser>()) |
| 419 | { |
| 420 | ARMNN_LOG(fatal) << "Failed to load model from file"; |
| 421 | return EXIT_FAILURE; |
| 422 | } |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 423 | #else |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 424 | ARMNN_LOG(fatal) << "Not built with Onnx parser support."; |
| 425 | return EXIT_FAILURE; |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 426 | #endif |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 427 | } |
| 428 | else if (modelFormat.find("tensorflow") != std::string::npos) |
| 429 | { |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 430 | #if defined(ARMNN_TF_PARSER) |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 431 | if (!converter.CreateNetwork<armnnTfParser::ITfParser>()) |
| 432 | { |
| 433 | ARMNN_LOG(fatal) << "Failed to load model from file"; |
| 434 | return EXIT_FAILURE; |
| 435 | } |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 436 | #else |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 437 | ARMNN_LOG(fatal) << "Not built with Tensorflow parser support."; |
| 438 | return EXIT_FAILURE; |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 439 | #endif |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 440 | } |
| 441 | else if (modelFormat.find("tflite") != std::string::npos) |
| 442 | { |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 443 | #if defined(ARMNN_TF_LITE_PARSER) |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 444 | if (!isModelBinary) |
| 445 | { |
| 446 | ARMNN_LOG(fatal) << "Unknown model format: '" << modelFormat << "'. Only 'binary' format supported \ |
| 447 | for tflite files"; |
| 448 | return EXIT_FAILURE; |
| 449 | } |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 450 | |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 451 | if (!converter.CreateNetwork<armnnTfLiteParser::ITfLiteParser>()) |
| 452 | { |
| 453 | ARMNN_LOG(fatal) << "Failed to load model from file"; |
| 454 | return EXIT_FAILURE; |
| 455 | } |
| 456 | #else |
| 457 | ARMNN_LOG(fatal) << "Not built with TfLite parser support."; |
| 458 | return EXIT_FAILURE; |
| 459 | #endif |
| 460 | } |
| 461 | else |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 462 | { |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 463 | ARMNN_LOG(fatal) << "Unknown model format: '" << modelFormat << "'"; |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 464 | return EXIT_FAILURE; |
| 465 | } |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 466 | } |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 467 | catch(armnn::Exception& e) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 468 | { |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 469 | ARMNN_LOG(fatal) << "Failed to load model from file: " << e.what(); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 470 | return EXIT_FAILURE; |
| 471 | } |
| 472 | |
| 473 | if (!converter.Serialize()) |
| 474 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 475 | ARMNN_LOG(fatal) << "Failed to serialize model"; |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 476 | return EXIT_FAILURE; |
| 477 | } |
| 478 | |
| 479 | return EXIT_SUCCESS; |
| 480 | } |