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_ONNX_PARSER) |
| 8 | #include <armnnOnnxParser/IOnnxParser.hpp> |
| 9 | #endif |
| 10 | #if defined(ARMNN_SERIALIZER) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 11 | #include <armnnSerializer/ISerializer.hpp> |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 12 | #endif |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 13 | #if defined(ARMNN_TF_LITE_PARSER) |
| 14 | #include <armnnTfLiteParser/ITfLiteParser.hpp> |
| 15 | #endif |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 16 | |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 17 | #include <HeapProfiling.hpp> |
Matthew Sloyan | 0663d66 | 2020-09-14 11:47:26 +0100 | [diff] [blame] | 18 | #include <armnn/utility/NumericCast.hpp> |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 19 | #include <armnn/utility/StringUtils.hpp> |
| 20 | |
| 21 | /* |
| 22 | * Historically we use the ',' character to separate dimensions in a tensor shape. However, cxxopts will read this |
| 23 | * an an array of values which is fine until we have multiple tensors specified. This lumps the values of all shapes |
| 24 | * together in a single array and we cannot break it up again. We'll change the vector delimiter to a '.'. We do this |
| 25 | * as close as possible to the usage of cxxopts to avoid polluting other possible uses. |
| 26 | */ |
| 27 | #define CXXOPTS_VECTOR_DELIMITER '.' |
| 28 | #include <cxxopts/cxxopts.hpp> |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 29 | |
Colm Donelan | 5b5c222 | 2020-09-09 12:48:16 +0100 | [diff] [blame] | 30 | #include <fmt/format.h> |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 31 | |
Les Bell | 10e6be4 | 2019-03-28 12:26:46 +0000 | [diff] [blame] | 32 | #include <cstdlib> |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 33 | #include <fstream> |
Les Bell | 10e6be4 | 2019-03-28 12:26:46 +0000 | [diff] [blame] | 34 | #include <iostream> |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 35 | |
| 36 | namespace |
| 37 | { |
| 38 | |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 39 | armnn::TensorShape ParseTensorShape(std::istream& stream) |
| 40 | { |
| 41 | std::vector<unsigned int> result; |
| 42 | std::string line; |
| 43 | |
| 44 | while (std::getline(stream, line)) |
| 45 | { |
David Monahan | a8837bf | 2020-04-16 10:01:56 +0100 | [diff] [blame] | 46 | std::vector<std::string> tokens = armnn::stringUtils::StringTokenizer(line, ","); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 47 | for (const std::string& token : tokens) |
| 48 | { |
| 49 | if (!token.empty()) |
| 50 | { |
| 51 | try |
| 52 | { |
Matthew Sloyan | 0663d66 | 2020-09-14 11:47:26 +0100 | [diff] [blame] | 53 | result.push_back(armnn::numeric_cast<unsigned int>(std::stoi((token)))); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 54 | } |
| 55 | catch (const std::exception&) |
| 56 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 57 | 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] | 58 | } |
| 59 | } |
| 60 | } |
| 61 | } |
| 62 | |
Matthew Sloyan | 0663d66 | 2020-09-14 11:47:26 +0100 | [diff] [blame] | 63 | return armnn::TensorShape(armnn::numeric_cast<unsigned int>(result.size()), result.data()); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 64 | } |
| 65 | |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 66 | int ParseCommandLineArgs(int argc, char* argv[], |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 67 | std::string& modelFormat, |
| 68 | std::string& modelPath, |
| 69 | std::vector<std::string>& inputNames, |
| 70 | std::vector<std::string>& inputTensorShapeStrs, |
| 71 | std::vector<std::string>& outputNames, |
| 72 | std::string& outputPath, bool& isModelBinary) |
| 73 | { |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 74 | cxxopts::Options options("ArmNNConverter", "Convert a neural network model from provided file to ArmNN format."); |
| 75 | try |
| 76 | { |
| 77 | std::string modelFormatDescription("Format of the model file"); |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 78 | #if defined(ARMNN_ONNX_PARSER) |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 79 | modelFormatDescription += ", onnx-binary, onnx-text"; |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 80 | #endif |
Les Bell | 10e6be4 | 2019-03-28 12:26:46 +0000 | [diff] [blame] | 81 | #if defined(ARMNN_TF_PARSER) |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 82 | modelFormatDescription += ", tensorflow-binary, tensorflow-text"; |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 83 | #endif |
| 84 | #if defined(ARMNN_TF_LITE_PARSER) |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 85 | modelFormatDescription += ", tflite-binary"; |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 86 | #endif |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 87 | modelFormatDescription += "."; |
| 88 | options.add_options() |
| 89 | ("help", "Display usage information") |
| 90 | ("f,model-format", modelFormatDescription, cxxopts::value<std::string>(modelFormat)) |
| 91 | ("m,model-path", "Path to model file.", cxxopts::value<std::string>(modelPath)) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 92 | |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 93 | ("i,input-name", "Identifier of the input tensors in the network. " |
| 94 | "Each input must be specified separately.", |
| 95 | cxxopts::value<std::vector<std::string>>(inputNames)) |
| 96 | ("s,input-tensor-shape", |
| 97 | "The shape of the input tensor in the network as a flat array of integers, " |
| 98 | "separated by comma. Each input shape must be specified separately after the input name. " |
| 99 | "This parameter is optional, depending on the network.", |
| 100 | cxxopts::value<std::vector<std::string>>(inputTensorShapeStrs)) |
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 | ("o,output-name", "Identifier of the output tensor in the network.", |
| 103 | cxxopts::value<std::vector<std::string>>(outputNames)) |
| 104 | ("p,output-path", |
| 105 | "Path to serialize the network to.", cxxopts::value<std::string>(outputPath)); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 106 | } |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 107 | catch (const std::exception& e) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 108 | { |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 109 | std::cerr << e.what() << std::endl << options.help() << std::endl; |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 110 | return EXIT_FAILURE; |
| 111 | } |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 112 | try |
| 113 | { |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 114 | cxxopts::ParseResult result = options.parse(argc, argv); |
| 115 | if (result.count("help")) |
| 116 | { |
| 117 | std::cerr << options.help() << std::endl; |
| 118 | return EXIT_SUCCESS; |
| 119 | } |
| 120 | // Check for mandatory single options. |
| 121 | std::string mandatorySingleParameters[] = { "model-format", "model-path", "output-name", "output-path" }; |
| 122 | bool somethingsMissing = false; |
| 123 | for (auto param : mandatorySingleParameters) |
| 124 | { |
| 125 | if (result.count(param) != 1) |
| 126 | { |
| 127 | std::cerr << "Parameter \'--" << param << "\' is required but missing." << std::endl; |
| 128 | somethingsMissing = true; |
| 129 | } |
| 130 | } |
| 131 | // Check at least one "input-name" option. |
| 132 | if (result.count("input-name") == 0) |
| 133 | { |
| 134 | std::cerr << "Parameter \'--" << "input-name" << "\' must be specified at least once." << std::endl; |
| 135 | somethingsMissing = true; |
| 136 | } |
| 137 | // If input-tensor-shape is specified then there must be a 1:1 match with input-name. |
| 138 | if (result.count("input-tensor-shape") > 0) |
| 139 | { |
| 140 | if (result.count("input-tensor-shape") != result.count("input-name")) |
| 141 | { |
| 142 | std::cerr << "When specifying \'input-tensor-shape\' a matching number of \'input-name\' parameters " |
| 143 | "must be specified." << std::endl; |
| 144 | somethingsMissing = true; |
| 145 | } |
| 146 | } |
| 147 | |
| 148 | if (somethingsMissing) |
| 149 | { |
| 150 | std::cerr << options.help() << std::endl; |
| 151 | return EXIT_FAILURE; |
| 152 | } |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 153 | } |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 154 | catch (const cxxopts::OptionException& e) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 155 | { |
| 156 | std::cerr << e.what() << std::endl << std::endl; |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 157 | return EXIT_FAILURE; |
| 158 | } |
| 159 | |
| 160 | if (modelFormat.find("bin") != std::string::npos) |
| 161 | { |
| 162 | isModelBinary = true; |
| 163 | } |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 164 | else if (modelFormat.find("text") != std::string::npos) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 165 | { |
| 166 | isModelBinary = false; |
| 167 | } |
| 168 | else |
| 169 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 170 | ARMNN_LOG(fatal) << "Unknown model format: '" << modelFormat << "'. Please include 'binary' or 'text'"; |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 171 | return EXIT_FAILURE; |
| 172 | } |
| 173 | |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 174 | return EXIT_SUCCESS; |
| 175 | } |
| 176 | |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 177 | template<typename T> |
| 178 | struct ParserType |
| 179 | { |
| 180 | typedef T parserType; |
| 181 | }; |
| 182 | |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 183 | class ArmnnConverter |
| 184 | { |
| 185 | public: |
| 186 | ArmnnConverter(const std::string& modelPath, |
| 187 | const std::vector<std::string>& inputNames, |
| 188 | const std::vector<armnn::TensorShape>& inputShapes, |
| 189 | const std::vector<std::string>& outputNames, |
| 190 | const std::string& outputPath, |
| 191 | bool isModelBinary) |
| 192 | : m_NetworkPtr(armnn::INetworkPtr(nullptr, [](armnn::INetwork *){})), |
| 193 | m_ModelPath(modelPath), |
| 194 | m_InputNames(inputNames), |
| 195 | m_InputShapes(inputShapes), |
| 196 | m_OutputNames(outputNames), |
| 197 | m_OutputPath(outputPath), |
| 198 | m_IsModelBinary(isModelBinary) {} |
| 199 | |
| 200 | bool Serialize() |
| 201 | { |
| 202 | if (m_NetworkPtr.get() == nullptr) |
| 203 | { |
| 204 | return false; |
| 205 | } |
| 206 | |
| 207 | auto serializer(armnnSerializer::ISerializer::Create()); |
| 208 | |
| 209 | serializer->Serialize(*m_NetworkPtr); |
| 210 | |
| 211 | std::ofstream file(m_OutputPath, std::ios::out | std::ios::binary); |
| 212 | |
| 213 | bool retVal = serializer->SaveSerializedToStream(file); |
| 214 | |
| 215 | return retVal; |
| 216 | } |
| 217 | |
| 218 | template <typename IParser> |
| 219 | bool CreateNetwork () |
| 220 | { |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 221 | return CreateNetwork (ParserType<IParser>()); |
| 222 | } |
| 223 | |
| 224 | private: |
| 225 | armnn::INetworkPtr m_NetworkPtr; |
| 226 | std::string m_ModelPath; |
| 227 | std::vector<std::string> m_InputNames; |
| 228 | std::vector<armnn::TensorShape> m_InputShapes; |
| 229 | std::vector<std::string> m_OutputNames; |
| 230 | std::string m_OutputPath; |
| 231 | bool m_IsModelBinary; |
| 232 | |
| 233 | template <typename IParser> |
| 234 | bool CreateNetwork (ParserType<IParser>) |
| 235 | { |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 236 | // Create a network from a file on disk |
| 237 | auto parser(IParser::Create()); |
| 238 | |
| 239 | std::map<std::string, armnn::TensorShape> inputShapes; |
| 240 | if (!m_InputShapes.empty()) |
| 241 | { |
| 242 | const size_t numInputShapes = m_InputShapes.size(); |
| 243 | const size_t numInputBindings = m_InputNames.size(); |
| 244 | if (numInputShapes < numInputBindings) |
| 245 | { |
Colm Donelan | 5b5c222 | 2020-09-09 12:48:16 +0100 | [diff] [blame] | 246 | throw armnn::Exception(fmt::format( |
| 247 | "Not every input has its tensor shape specified: expected={0}, got={1}", |
| 248 | numInputBindings, numInputShapes)); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 249 | } |
| 250 | |
| 251 | for (size_t i = 0; i < numInputShapes; i++) |
| 252 | { |
| 253 | inputShapes[m_InputNames[i]] = m_InputShapes[i]; |
| 254 | } |
| 255 | } |
| 256 | |
| 257 | { |
| 258 | ARMNN_SCOPED_HEAP_PROFILING("Parsing"); |
| 259 | m_NetworkPtr = (m_IsModelBinary ? |
| 260 | parser->CreateNetworkFromBinaryFile(m_ModelPath.c_str(), inputShapes, m_OutputNames) : |
| 261 | parser->CreateNetworkFromTextFile(m_ModelPath.c_str(), inputShapes, m_OutputNames)); |
| 262 | } |
| 263 | |
| 264 | return m_NetworkPtr.get() != nullptr; |
| 265 | } |
| 266 | |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 267 | #if defined(ARMNN_TF_LITE_PARSER) |
| 268 | bool CreateNetwork (ParserType<armnnTfLiteParser::ITfLiteParser>) |
| 269 | { |
| 270 | // Create a network from a file on disk |
| 271 | auto parser(armnnTfLiteParser::ITfLiteParser::Create()); |
| 272 | |
| 273 | if (!m_InputShapes.empty()) |
| 274 | { |
| 275 | const size_t numInputShapes = m_InputShapes.size(); |
| 276 | const size_t numInputBindings = m_InputNames.size(); |
| 277 | if (numInputShapes < numInputBindings) |
| 278 | { |
Colm Donelan | 5b5c222 | 2020-09-09 12:48:16 +0100 | [diff] [blame] | 279 | throw armnn::Exception(fmt::format( |
| 280 | "Not every input has its tensor shape specified: expected={0}, got={1}", |
| 281 | numInputBindings, numInputShapes)); |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 282 | } |
| 283 | } |
| 284 | |
| 285 | { |
| 286 | ARMNN_SCOPED_HEAP_PROFILING("Parsing"); |
| 287 | m_NetworkPtr = parser->CreateNetworkFromBinaryFile(m_ModelPath.c_str()); |
| 288 | } |
| 289 | |
| 290 | return m_NetworkPtr.get() != nullptr; |
| 291 | } |
| 292 | #endif |
| 293 | |
| 294 | #if defined(ARMNN_ONNX_PARSER) |
| 295 | bool CreateNetwork (ParserType<armnnOnnxParser::IOnnxParser>) |
| 296 | { |
| 297 | // Create a network from a file on disk |
| 298 | auto parser(armnnOnnxParser::IOnnxParser::Create()); |
| 299 | |
| 300 | if (!m_InputShapes.empty()) |
| 301 | { |
| 302 | const size_t numInputShapes = m_InputShapes.size(); |
| 303 | const size_t numInputBindings = m_InputNames.size(); |
| 304 | if (numInputShapes < numInputBindings) |
| 305 | { |
Colm Donelan | 5b5c222 | 2020-09-09 12:48:16 +0100 | [diff] [blame] | 306 | throw armnn::Exception(fmt::format( |
| 307 | "Not every input has its tensor shape specified: expected={0}, got={1}", |
| 308 | numInputBindings, numInputShapes)); |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 309 | } |
| 310 | } |
| 311 | |
| 312 | { |
| 313 | ARMNN_SCOPED_HEAP_PROFILING("Parsing"); |
| 314 | m_NetworkPtr = (m_IsModelBinary ? |
| 315 | parser->CreateNetworkFromBinaryFile(m_ModelPath.c_str()) : |
| 316 | parser->CreateNetworkFromTextFile(m_ModelPath.c_str())); |
| 317 | } |
| 318 | |
| 319 | return m_NetworkPtr.get() != nullptr; |
| 320 | } |
| 321 | #endif |
| 322 | |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 323 | }; |
| 324 | |
| 325 | } // anonymous namespace |
| 326 | |
Colm Donelan | b524ca0 | 2020-10-06 15:15:33 +0100 | [diff] [blame] | 327 | int main(int argc, char* argv[]) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 328 | { |
| 329 | |
Nikhil Raj | 6dd178f | 2021-04-02 22:04:39 +0100 | [diff] [blame] | 330 | #if (!defined(ARMNN_ONNX_PARSER) \ |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 331 | && !defined(ARMNN_TF_PARSER) \ |
| 332 | && !defined(ARMNN_TF_LITE_PARSER)) |
Nikhil Raj | 6dd178f | 2021-04-02 22:04:39 +0100 | [diff] [blame] | 333 | ARMNN_LOG(fatal) << "Not built with any of the supported parsers Onnx, Tensorflow, or TfLite."; |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 334 | return EXIT_FAILURE; |
| 335 | #endif |
| 336 | |
| 337 | #if !defined(ARMNN_SERIALIZER) |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 338 | ARMNN_LOG(fatal) << "Not built with Serializer support."; |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 339 | return EXIT_FAILURE; |
| 340 | #endif |
| 341 | |
| 342 | #ifdef NDEBUG |
| 343 | armnn::LogSeverity level = armnn::LogSeverity::Info; |
| 344 | #else |
| 345 | armnn::LogSeverity level = armnn::LogSeverity::Debug; |
| 346 | #endif |
| 347 | |
| 348 | armnn::ConfigureLogging(true, true, level); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 349 | |
| 350 | std::string modelFormat; |
| 351 | std::string modelPath; |
| 352 | |
| 353 | std::vector<std::string> inputNames; |
| 354 | std::vector<std::string> inputTensorShapeStrs; |
| 355 | std::vector<armnn::TensorShape> inputTensorShapes; |
| 356 | |
| 357 | std::vector<std::string> outputNames; |
| 358 | std::string outputPath; |
| 359 | |
| 360 | bool isModelBinary = true; |
| 361 | |
| 362 | if (ParseCommandLineArgs( |
| 363 | argc, argv, modelFormat, modelPath, inputNames, inputTensorShapeStrs, outputNames, outputPath, isModelBinary) |
| 364 | != EXIT_SUCCESS) |
| 365 | { |
| 366 | return EXIT_FAILURE; |
| 367 | } |
| 368 | |
| 369 | for (const std::string& shapeStr : inputTensorShapeStrs) |
| 370 | { |
| 371 | if (!shapeStr.empty()) |
| 372 | { |
| 373 | std::stringstream ss(shapeStr); |
| 374 | |
| 375 | try |
| 376 | { |
| 377 | armnn::TensorShape shape = ParseTensorShape(ss); |
| 378 | inputTensorShapes.push_back(shape); |
| 379 | } |
| 380 | catch (const armnn::InvalidArgumentException& e) |
| 381 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 382 | ARMNN_LOG(fatal) << "Cannot create tensor shape: " << e.what(); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 383 | return EXIT_FAILURE; |
| 384 | } |
| 385 | } |
| 386 | } |
| 387 | |
| 388 | ArmnnConverter converter(modelPath, inputNames, inputTensorShapes, outputNames, outputPath, isModelBinary); |
| 389 | |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 390 | try |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 391 | { |
Nikhil Raj | 6dd178f | 2021-04-02 22:04:39 +0100 | [diff] [blame] | 392 | if (modelFormat.find("onnx") != std::string::npos) |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 393 | { |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 394 | #if defined(ARMNN_ONNX_PARSER) |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 395 | if (!converter.CreateNetwork<armnnOnnxParser::IOnnxParser>()) |
| 396 | { |
| 397 | ARMNN_LOG(fatal) << "Failed to load model from file"; |
| 398 | return EXIT_FAILURE; |
| 399 | } |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 400 | #else |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 401 | ARMNN_LOG(fatal) << "Not built with Onnx parser support."; |
| 402 | return EXIT_FAILURE; |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 403 | #endif |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 404 | } |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 405 | else if (modelFormat.find("tflite") != std::string::npos) |
| 406 | { |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 407 | #if defined(ARMNN_TF_LITE_PARSER) |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 408 | if (!isModelBinary) |
| 409 | { |
| 410 | ARMNN_LOG(fatal) << "Unknown model format: '" << modelFormat << "'. Only 'binary' format supported \ |
| 411 | for tflite files"; |
| 412 | return EXIT_FAILURE; |
| 413 | } |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 414 | |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 415 | if (!converter.CreateNetwork<armnnTfLiteParser::ITfLiteParser>()) |
| 416 | { |
| 417 | ARMNN_LOG(fatal) << "Failed to load model from file"; |
| 418 | return EXIT_FAILURE; |
| 419 | } |
| 420 | #else |
| 421 | ARMNN_LOG(fatal) << "Not built with TfLite parser support."; |
| 422 | return EXIT_FAILURE; |
| 423 | #endif |
| 424 | } |
| 425 | else |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 426 | { |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 427 | ARMNN_LOG(fatal) << "Unknown model format: '" << modelFormat << "'"; |
Sadik Armagan | 232cfc2 | 2019-03-13 18:33:10 +0000 | [diff] [blame] | 428 | return EXIT_FAILURE; |
| 429 | } |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 430 | } |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 431 | catch(armnn::Exception& e) |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 432 | { |
Derek Lamberti | c9e5279 | 2020-03-11 11:42:26 +0000 | [diff] [blame] | 433 | ARMNN_LOG(fatal) << "Failed to load model from file: " << e.what(); |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 434 | return EXIT_FAILURE; |
| 435 | } |
| 436 | |
| 437 | if (!converter.Serialize()) |
| 438 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 439 | ARMNN_LOG(fatal) << "Failed to serialize model"; |
Nattapat Chaimanowong | 4fbae33 | 2019-02-14 15:28:02 +0000 | [diff] [blame] | 440 | return EXIT_FAILURE; |
| 441 | } |
| 442 | |
| 443 | return EXIT_SUCCESS; |
| 444 | } |