Skip to content
  • Categories
  • Recent
  • Tags
  • Popular
  • Users
  • Groups
  • Search
  • Get Qt Extensions
  • Unsolved
Collapse
Brand Logo
  1. Home
  2. Qt Development
  3. General and Desktop
  4. Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB
Forum Updated to NodeBB v4.3 + New Features

Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB

Scheduled Pinned Locked Moved General and Desktop
64 Posts 7 Posters 12.3k Views 2 Watching
  • Oldest to Newest
  • Newest to Oldest
  • Most Votes
Reply
  • Reply as topic
Log in to reply
This topic has been deleted. Only users with topic management privileges can see it.
  • D DerReisende

    @TheLumbee Why don't you just parse the date string in a rust function which returns the number of msecs sinc midnight 1970? This way you only have to store a qint64 variable. If you need a QDateTime instance then just call QDateTime::fromMSecsSinceEpoch when needed. This should be fast.

    T Offline
    T Offline
    TheLumbee
    wrote on last edited by
    #37

    @DerReisende said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

    @TheLumbee Why don't you just parse the date string in a rust function which returns the number of msecs sinc midnight 1970? This way you only have to store a qint64 variable. If you need a QDateTime instance then just call QDateTime::fromMSecsSinceEpoch when needed. This should be fast.

    Don't know why I didn't think of that. I'll write the Rust lib, and hopefully have some great results. I'll let you know.

    1 Reply Last reply
    0
    • T TheLumbee

      @Christian-Ehrlicher said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

      @JonB said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

      nd the question is what to do from Qt to get acceptable performance regardless of the reasons?

      compare rust with std::get_time() or similar functions. And maybe open a bug report with the findings here.

      I'll try to get to this at some point. Just seems insane that the performance between Rust and C++ is so different when it comes to parsing these files.

      Christian EhrlicherC Offline
      Christian EhrlicherC Offline
      Christian Ehrlicher
      Lifetime Qt Champion
      wrote on last edited by
      #38

      @TheLumbee said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

      Just seems insane that the performance between Rust and C++ is so different when it comes to parsing these files.

      Simply read my explanation on what needs to be done when parsing a datetime string. This can be optimized in Qt but if someone needs speed other solutions are much better (see @J-Hilk 's solution by bypassing QDateTime::fromString() at all) so noone is doing it.

      Qt Online Installer direct download: https://download.qt.io/official_releases/online_installers/
      Visit the Qt Academy at https://academy.qt.io/catalog

      1 Reply Last reply
      0
      • T TheLumbee

        One issue I'm facing is still QDateTime parsing. Even if I create the Rust lib, it doesn't have QDateTime and std::chrono interoperability. So I was thinking of returning a Tick array with a const char* for DateTime but then I'd still have to go through the entire Tick array and convert all the values to QDateTimes anyway. This sort of bring back the initial problems.

        Honestly, this performance thing is the big reason I'm struggling to decide between this, https://github.com/fzyzcjy/flutter_rust_bridge, and Qt/QML for projects. I love Qt but performance is huge for me. Just looking for a justification here.

        JonBJ Online
        JonBJ Online
        JonB
        wrote on last edited by
        #39

        @TheLumbee
        From where you are now. If you comment out the datetime handling in the C++ (and the Rust if you like), is your performance timing for the Qt/C++ acceptable compared to the Rust? So it is only the QDateTime parsing which is the issue for you?

        T 1 Reply Last reply
        0
        • J.HilkJ J.Hilk

          @JonB said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

          I doubt this is significant

          it is, depending on Qt Version, if 5.15 than yes, using splitRef should be significantly faster. Not sure if they optimised split in Qt6 or simply dropped splitRef because hardly any one used it 🤷‍♂️

          Christian EhrlicherC Offline
          Christian EhrlicherC Offline
          Christian Ehrlicher
          Lifetime Qt Champion
          wrote on last edited by
          #40

          @J-Hilk said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

          Not sure if they optimised split in Qt6 or simply dropped splitRef because hardly any one used it 🤷‍♂️

          QStringRef is gone and so is splitRef().
          You should use QStringView and it's split() version.

          Qt Online Installer direct download: https://download.qt.io/official_releases/online_installers/
          Visit the Qt Academy at https://academy.qt.io/catalog

          1 Reply Last reply
          0
          • D Offline
            D Offline
            DerReisende
            wrote on last edited by
            #41

            Here is a version of @J-Hilk 's program modified to run with Qt 6.4:

            int main(int argc, char **argv) {
                QFile *testFile = new QFile(R"(C:\Users\aea_t\Downloads\TestFile.txt)");
            
            
                testFile->open(QFile::ReadOnly);
                Instrument instr;
                Tick t;
            
                QElapsedTimer *parseTimer2 = new QElapsedTimer();
                parseTimer2->start();
                testFile->reset();
                instr.tickList.reserve(1000000);
            
                auto DateTimeParser = [](const QStringView string) -> QDateTime {
                    const QDate date(string.left(4).toInt(), string.mid(4, 2).toInt(), string.mid(6, 2).toInt());
                    const QTime time(string.mid(9, 2).toInt(), string.mid(11, 2).toInt(), string.mid(13, 2).toInt(),
                                     string.mid(15, 3).toInt());
                    QDateTime dt(date, time);
                    return dt;
                };
            
                QTextStream readFile(testFile);
                QString line;
                line.reserve(100);
                const QChar semicolon(';');
                while (!readFile.atEnd()) {
                    if (!readFile.readLineInto(&line, 100)) {
                        break;
                    }
                    const auto result = line.split(semicolon);
                    instr.tickList.append(
                            {DateTimeParser(result.at(0)), result.at(1).toFloat(), result.at(2).toFloat(), result.at(3).toFloat(),
                             result.at(3).toUInt()});
                }
                qDebug().noquote() << QString("Qt parse time: %1ms")
                        .arg(parseTimer2->elapsed());
            }
            

            Before we continue complaining about Qt it would be great to know on what OS @TheLumbee is running the code?
            All solution seem to run much slower on Windows than Linux and macOS.
            I tried the above version on my Win 11 machine VS2022 and it takes around 32 seconds to complete (compared to his 1.4 seconds on macOS). I don't have a mingw installation for comparison unfortunately :(

            Christian EhrlicherC T 2 Replies Last reply
            0
            • D DerReisende

              Here is a version of @J-Hilk 's program modified to run with Qt 6.4:

              int main(int argc, char **argv) {
                  QFile *testFile = new QFile(R"(C:\Users\aea_t\Downloads\TestFile.txt)");
              
              
                  testFile->open(QFile::ReadOnly);
                  Instrument instr;
                  Tick t;
              
                  QElapsedTimer *parseTimer2 = new QElapsedTimer();
                  parseTimer2->start();
                  testFile->reset();
                  instr.tickList.reserve(1000000);
              
                  auto DateTimeParser = [](const QStringView string) -> QDateTime {
                      const QDate date(string.left(4).toInt(), string.mid(4, 2).toInt(), string.mid(6, 2).toInt());
                      const QTime time(string.mid(9, 2).toInt(), string.mid(11, 2).toInt(), string.mid(13, 2).toInt(),
                                       string.mid(15, 3).toInt());
                      QDateTime dt(date, time);
                      return dt;
                  };
              
                  QTextStream readFile(testFile);
                  QString line;
                  line.reserve(100);
                  const QChar semicolon(';');
                  while (!readFile.atEnd()) {
                      if (!readFile.readLineInto(&line, 100)) {
                          break;
                      }
                      const auto result = line.split(semicolon);
                      instr.tickList.append(
                              {DateTimeParser(result.at(0)), result.at(1).toFloat(), result.at(2).toFloat(), result.at(3).toFloat(),
                               result.at(3).toUInt()});
                  }
                  qDebug().noquote() << QString("Qt parse time: %1ms")
                          .arg(parseTimer2->elapsed());
              }
              

              Before we continue complaining about Qt it would be great to know on what OS @TheLumbee is running the code?
              All solution seem to run much slower on Windows than Linux and macOS.
              I tried the above version on my Win 11 machine VS2022 and it takes around 32 seconds to complete (compared to his 1.4 seconds on macOS). I don't have a mingw installation for comparison unfortunately :(

              Christian EhrlicherC Offline
              Christian EhrlicherC Offline
              Christian Ehrlicher
              Lifetime Qt Champion
              wrote on last edited by
              #42

              @DerReisende said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

              const auto result = line.split(semicolon);

              Please read my last post about QStringView

              Qt Online Installer direct download: https://download.qt.io/official_releases/online_installers/
              Visit the Qt Academy at https://academy.qt.io/catalog

              D 1 Reply Last reply
              0
              • Christian EhrlicherC Christian Ehrlicher

                @DerReisende said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

                const auto result = line.split(semicolon);

                Please read my last post about QStringView

                D Offline
                D Offline
                DerReisende
                wrote on last edited by
                #43

                @Christian-Ehrlicher It is just a port of @J-Hilk code to run with 6.4. I do not intend to rework it for QStringView - and my first attempt was incorrect anyways.

                Christian EhrlicherC 1 Reply Last reply
                0
                • D DerReisende

                  @Christian-Ehrlicher It is just a port of @J-Hilk code to run with 6.4. I do not intend to rework it for QStringView - and my first attempt was incorrect anyways.

                  Christian EhrlicherC Offline
                  Christian EhrlicherC Offline
                  Christian Ehrlicher
                  Lifetime Qt Champion
                  wrote on last edited by
                  #44

                  @DerReisende said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

                  It is just a port of @J-Hilk code to run with 6.4.

                  But the port is wrong - you're now creating useless QString objects ...

                  Qt Online Installer direct download: https://download.qt.io/official_releases/online_installers/
                  Visit the Qt Academy at https://academy.qt.io/catalog

                  D 1 Reply Last reply
                  0
                  • Christian EhrlicherC Christian Ehrlicher

                    @DerReisende said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

                    It is just a port of @J-Hilk code to run with 6.4.

                    But the port is wrong - you're now creating useless QString objects ...

                    D Offline
                    D Offline
                    DerReisende
                    wrote on last edited by
                    #45

                    @Christian-Ehrlicher Maybe I don't get the problem:
                    .splitRef() does not exist anymore in 64. .split() returns a QStringList which is implicitly shared according to the doc. Where is the mistake and how would you come to a QStringRef/QStringView version on Qt 6.4?

                    Christian EhrlicherC 1 Reply Last reply
                    0
                    • D DerReisende

                      @Christian-Ehrlicher Maybe I don't get the problem:
                      .splitRef() does not exist anymore in 64. .split() returns a QStringList which is implicitly shared according to the doc. Where is the mistake and how would you come to a QStringRef/QStringView version on Qt 6.4?

                      Christian EhrlicherC Offline
                      Christian EhrlicherC Offline
                      Christian Ehrlicher
                      Lifetime Qt Champion
                      wrote on last edited by
                      #46

                      @DerReisende said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

                      Where is the mistake and how would you come to a QStringRef/QStringView version on Qt 6.4?

                      QString::splitRef() - create a QList/Vector with references to parts of a QString, no QString objects are created, nothing gets copied
                      QString::split() - create a QList/Vector with newly create QString objects

                      To avoid the creation of the QString objects and get the same behavior as before, use QStringView::split()0

                      Qt Online Installer direct download: https://download.qt.io/official_releases/online_installers/
                      Visit the Qt Academy at https://academy.qt.io/catalog

                      D 1 Reply Last reply
                      0
                      • D DerReisende

                        Here is a version of @J-Hilk 's program modified to run with Qt 6.4:

                        int main(int argc, char **argv) {
                            QFile *testFile = new QFile(R"(C:\Users\aea_t\Downloads\TestFile.txt)");
                        
                        
                            testFile->open(QFile::ReadOnly);
                            Instrument instr;
                            Tick t;
                        
                            QElapsedTimer *parseTimer2 = new QElapsedTimer();
                            parseTimer2->start();
                            testFile->reset();
                            instr.tickList.reserve(1000000);
                        
                            auto DateTimeParser = [](const QStringView string) -> QDateTime {
                                const QDate date(string.left(4).toInt(), string.mid(4, 2).toInt(), string.mid(6, 2).toInt());
                                const QTime time(string.mid(9, 2).toInt(), string.mid(11, 2).toInt(), string.mid(13, 2).toInt(),
                                                 string.mid(15, 3).toInt());
                                QDateTime dt(date, time);
                                return dt;
                            };
                        
                            QTextStream readFile(testFile);
                            QString line;
                            line.reserve(100);
                            const QChar semicolon(';');
                            while (!readFile.atEnd()) {
                                if (!readFile.readLineInto(&line, 100)) {
                                    break;
                                }
                                const auto result = line.split(semicolon);
                                instr.tickList.append(
                                        {DateTimeParser(result.at(0)), result.at(1).toFloat(), result.at(2).toFloat(), result.at(3).toFloat(),
                                         result.at(3).toUInt()});
                            }
                            qDebug().noquote() << QString("Qt parse time: %1ms")
                                    .arg(parseTimer2->elapsed());
                        }
                        

                        Before we continue complaining about Qt it would be great to know on what OS @TheLumbee is running the code?
                        All solution seem to run much slower on Windows than Linux and macOS.
                        I tried the above version on my Win 11 machine VS2022 and it takes around 32 seconds to complete (compared to his 1.4 seconds on macOS). I don't have a mingw installation for comparison unfortunately :(

                        T Offline
                        T Offline
                        TheLumbee
                        wrote on last edited by TheLumbee
                        #47

                        @DerReisende I'm running on Ubuntu 22.04 64-bit. I'm currently creating the Rust lib. Got the shared lib and C-header file generated, but having an issue linking it all. So hopefully that will be resolved soon.

                        1 Reply Last reply
                        0
                        • JonBJ JonB

                          @TheLumbee
                          From where you are now. If you comment out the datetime handling in the C++ (and the Rust if you like), is your performance timing for the Qt/C++ acceptable compared to the Rust? So it is only the QDateTime parsing which is the issue for you?

                          T Offline
                          T Offline
                          TheLumbee
                          wrote on last edited by
                          #48

                          @JonB Unfortunately, no. The solutions provided are by far leaps and bounds better than before, but the file sizes I'm expecting will definitely cause an issue if it's all done in Qt. I'm currently writing a Rust lib to resolve the problem for now, but even a 2-3x increase with Rust will make a monumental difference.

                          JoeCFDJ 1 Reply Last reply
                          0
                          • Christian EhrlicherC Christian Ehrlicher

                            @DerReisende said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

                            Where is the mistake and how would you come to a QStringRef/QStringView version on Qt 6.4?

                            QString::splitRef() - create a QList/Vector with references to parts of a QString, no QString objects are created, nothing gets copied
                            QString::split() - create a QList/Vector with newly create QString objects

                            To avoid the creation of the QString objects and get the same behavior as before, use QStringView::split()0

                            D Offline
                            D Offline
                            DerReisende
                            wrote on last edited by
                            #49

                            @Christian-Ehrlicher
                            Ok I modified it with the following:

                                    //const auto result = line.split(semicolon);
                                    const QStringView sv{line};
                                    const auto result = sv.split(semicolon);
                            

                            Doesn't make a difference in runtime. And looking at the QString split code I am almost sure that line.split already does this optimization through implicit sharing through QStringList.

                            Christian EhrlicherC 1 Reply Last reply
                            0
                            • D DerReisende

                              @Christian-Ehrlicher
                              Ok I modified it with the following:

                                      //const auto result = line.split(semicolon);
                                      const QStringView sv{line};
                                      const auto result = sv.split(semicolon);
                              

                              Doesn't make a difference in runtime. And looking at the QString split code I am almost sure that line.split already does this optimization through implicit sharing through QStringList.

                              Christian EhrlicherC Offline
                              Christian EhrlicherC Offline
                              Christian Ehrlicher
                              Lifetime Qt Champion
                              wrote on last edited by
                              #50

                              @DerReisende said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

                              I am almost sure that line.split already does this optimization through implicit sharing through QStringList.

                              No, implicit sharing of a container has nothing to do with creating new QString objects - QStringList is a list of string objects, not a list of QStringViews ...

                              Qt Online Installer direct download: https://download.qt.io/official_releases/online_installers/
                              Visit the Qt Academy at https://academy.qt.io/catalog

                              1 Reply Last reply
                              0
                              • T TheLumbee

                                @JonB Unfortunately, no. The solutions provided are by far leaps and bounds better than before, but the file sizes I'm expecting will definitely cause an issue if it's all done in Qt. I'm currently writing a Rust lib to resolve the problem for now, but even a 2-3x increase with Rust will make a monumental difference.

                                JoeCFDJ Offline
                                JoeCFDJ Offline
                                JoeCFD
                                wrote on last edited by JoeCFD
                                #51

                                @TheLumbee That is what I did with Java code before. When I got any bottleneck in my Java apps, I tried to use C/C++ code to do the jobs. Good luck!

                                1 Reply Last reply
                                0
                                • T Offline
                                  T Offline
                                  TheLumbee
                                  wrote on last edited by TheLumbee
                                  #52

                                  Update

                                  I successfully created the Rust lib and it's passing all the data to Qt. Rust converts the dateTime portion to mSecsSinceEpoch and then it passes that to Qt to create a DateTime object. Much faster that way.

                                  This wasn't the preferred choice, but it does the job faster than I've ever seen. I do appreciate everyone's input and help. Hopefully in the future Qt would be able to match the performance of Rust with this particular issue.

                                  Also, I'm going to run some tests with this Rust lib on Windows to see if it's still glacial compared to Unix.

                                  1 Reply Last reply
                                  1
                                  • T Offline
                                    T Offline
                                    TheLumbee
                                    wrote on last edited by
                                    #53

                                    Windows Update

                                    After testing on Windows, I'm actually getting the same performance as Linux. So, it must be a C++ issue with Windows. I've tested with MinGW and MSVC with parsing and it's nearly unusable.

                                    Christian EhrlicherC 1 Reply Last reply
                                    0
                                    • T TheLumbee

                                      Windows Update

                                      After testing on Windows, I'm actually getting the same performance as Linux. So, it must be a C++ issue with Windows. I've tested with MinGW and MSVC with parsing and it's nearly unusable.

                                      Christian EhrlicherC Offline
                                      Christian EhrlicherC Offline
                                      Christian Ehrlicher
                                      Lifetime Qt Champion
                                      wrote on last edited by
                                      #54

                                      @TheLumbee said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

                                      So, it must be a C++ issue with Windows

                                      Again - use plain C++ and not Qt - the QDateTime parsing is painful slow...

                                      Qt Online Installer direct download: https://download.qt.io/official_releases/online_installers/
                                      Visit the Qt Academy at https://academy.qt.io/catalog

                                      T 1 Reply Last reply
                                      1
                                      • T TheLumbee

                                        @JonB @J-Hilk @DerReisende Thanks for all the responses! Didn't actually expect much here. I apologize for not providing more details. I've been dealing with this file parsing issue in C++ for years. Same code in Windows takes >100x times to complete rather than using Linux for some odd reason which I've posted in C++ forums prior to using Qt, but what you've provided is actually the first significant improvement I've ever seen.

                                        So thank you for that!

                                        I've tested this with versions 512, 5.15, 6.0, 6.2.4, and 6.4. Never noticed a major difference between them regarding this issue. Current machine: i7-6700 with 32GB RAM. So not sure what y'all are working with but the results seem promising.

                                        I was previously streaming into a QTextStream then reading line-by-line but came across this post: https://forum.qt.io/topic/98282/parsing-large-big-text-files-quickly and a couple of others that suggested that is more expensive that using a QByteArray. I didn't notice much difference to be quite honest.

                                        I did comment out the QDateTime parsing just to check and it was a significant improvement. Not quite like Rust but I'll attribute that to @JonB comment:

                                        That "naive" means it does not do any local time/daylight etc, conversions.
                                        

                                        If any of you are interested, I'll test each of your solutions and provide an update. But this actually woke me up and got me excited to start my day so thank you.

                                        JonBJ Online
                                        JonBJ Online
                                        JonB
                                        wrote on last edited by
                                        #55

                                        @TheLumbee said in Rust file parsing significantly faster than Qt/C++ file parsing. Solutions for Qt implementation wanted. File size: 68.5 MB:

                                        I've tested this with versions 512, 5.15, 6.0, 6.2.4, and 6.4. Never noticed a major difference between them regarding this issue.

                                        Do you have access to both Qt 6.4 and C++20? If so, can you try combining
                                        https://doc.qt.io/qt-6/qdatetime.html#fromStdTimePoint-1 (QDateTime QDateTime::fromStdTimePoint(const std::chrono::local_time<std::chrono::milliseconds> &time))
                                        https://en.cppreference.com/w/cpp/chrono/parse (std::chrono::parse())
                                        to see whether the datetime conversion part now matches Rust's?

                                        For right or for wrong, I have appended a post into https://bugreports.qt.io/browse/QTBUG-97489 for this whole datetime parsing to QDateTime issue, as I am concerned it is a "show-stopper" if you have a large amountof string datetime data you need to get into Qt's QDateTime.

                                        1 Reply Last reply
                                        0
                                        • Christian EhrlicherC Offline
                                          Christian EhrlicherC Offline
                                          Christian Ehrlicher
                                          Lifetime Qt Champion
                                          wrote on last edited by Christian Ehrlicher
                                          #56

                                          Ok, some c++20 magic to use c++ instead c, but not really optimized

                                          testFile.open(QFile::ReadOnly);
                                          instr.tickList.clear();
                                          instr.tickList.reserve(1000000);
                                          QElapsedTimer parseTimer1;
                                          parseTimer1.start();
                                          const QByteArrayList allData = testFile.readAll().split('\n');
                                          for (const auto &line : allData)
                                          {
                                              const QByteArrayList data = line.split(';');
                                              std::string str = data.at(0).data();   // TODO: use data.at(0).toStdString()
                                              str[15] = '.';                         // sadly needed for correct msec parsing
                                              std::istringstream stream(str);
                                              std::chrono::sys_time<std::chrono::milliseconds> tTimePoint;
                                              std::chrono::from_stream(stream, "%Y%m%d %H%M%S", tTimePoint);
                                              instr.tickList.push_back({
                                                  QDateTime::fromMSecsSinceEpoch(tTimePoint.time_since_epoch().count()),
                                                  data.at(1).toDouble(),
                                                  data.at(2).toDouble(),
                                                  data.at(3).toDouble(),
                                                  data.at(4).toInt()
                                              });
                                          }
                                          qDebug().noquote() << QString("Qt parse time: %1ms").arg(parseTimer1.elapsed());```
                                          
                                          compared to @J-Hilk 's version:
                                          
                                          compiled with debug:
                                          Qt parse time: 32125ms
                                          Qt parse time: 154511ms
                                          
                                          compiled with release:
                                          Qt parse time: 17926ms
                                          Qt parse time: 157748ms
                                          
                                          Attention: Qt debug libs, the emplace_back() doesn't help much.

                                          Qt Online Installer direct download: https://download.qt.io/official_releases/online_installers/
                                          Visit the Qt Academy at https://academy.qt.io/catalog

                                          1 Reply Last reply
                                          0

                                          • Login

                                          • Login or register to search.
                                          • First post
                                            Last post
                                          0
                                          • Categories
                                          • Recent
                                          • Tags
                                          • Popular
                                          • Users
                                          • Groups
                                          • Search
                                          • Get Qt Extensions
                                          • Unsolved