// // Copyright © 2017 Arm Ltd. All rights reserved. // SPDX-License-Identifier: MIT // #include "CommandLineProcessor.hpp" #include #include #include #include #include #include int main(int argc, char* argv[]) { armnnQuantizer::CommandLineProcessor cmdline; if (!cmdline.ProcessCommandLine(argc, argv)) { return -1; } armnnDeserializer::IDeserializerPtr parser = armnnDeserializer::IDeserializer::Create(); std::ifstream inputFileStream(cmdline.GetInputFileName(), std::ios::binary); std::vector binaryContent; while (inputFileStream) { char c; inputFileStream.get(c); if (inputFileStream) { binaryContent.push_back(static_cast(c)); } } inputFileStream.close(); armnn::QuantizerOptions quantizerOptions; quantizerOptions.m_ActivationFormat = cmdline.GetQuantizationScheme() == "QSymm16" ? armnn::DataType::QuantisedSymm16 : armnn::DataType::QuantisedAsymm8; armnn::INetworkPtr network = parser->CreateNetworkFromBinary(binaryContent); armnn::INetworkQuantizerPtr quantizer = armnn::INetworkQuantizer::Create(network.get(), quantizerOptions); std::string csvFileName = cmdline.GetCsvFileName(); if (csvFileName != "") { // Call the Quantizer::Refine() function which will update the min/max ranges for the quantize constants std::ifstream csvFileStream(csvFileName); std::string line; std::string csvDirectory = cmdline.GetCsvFileDirectory(); while(getline(csvFileStream, line)) { std::istringstream s(line); std::vector row; std::string entry; while(getline(s, entry, ',')) { entry.erase(std::remove(entry.begin(), entry.end(), ' '), entry.end()); entry.erase(std::remove(entry.begin(), entry.end(), '"'), entry.end()); row.push_back(entry); } std::string rawFileName = cmdline.GetCsvFileDirectory() + "/" + row[2]; // passId: row[0] // bindingId: row[1] // rawFileName: file contains the RAW input tensor data // LATER: Quantizer::Refine() function will be called with those arguments when it is implemented } csvFileStream.close(); } armnn::INetworkPtr quantizedNetwork = quantizer->ExportNetwork(); armnnSerializer::ISerializerPtr serializer = armnnSerializer::ISerializer::Create(); serializer->Serialize(*quantizedNetwork); std::string output(cmdline.GetOutputDirectoryName()); output.append(cmdline.GetOutputFileName()); std::ofstream outputFileStream; outputFileStream.open(output); serializer->SaveSerializedToStream(outputFileStream); outputFileStream.flush(); outputFileStream.close(); return 0; }