#include #include #include #include #include #include #include #include #include "main.h" #include "mp.h" #include "continuouscolorscale.h" #include "scatterplot.h" #include "voronoisplat.h" #include "historygraph.h" #include "barchart.h" #include "interactionhandler.h" #include "selectionhandler.h" #include "skelft.h" static QObject *mainProvider(QQmlEngine *engine, QJSEngine *scriptEngine) { Q_UNUSED(engine) Q_UNUSED(scriptEngine) return Main::instance(); } int main(int argc, char **argv) { QApplication app(argc, argv); app.setApplicationName("pm"); app.setApplicationVersion("1.0"); // app.setAttribute(Qt::AA_ShareOpenGLContexts); QCommandLineParser parser; parser.setApplicationDescription("Interactive multidimensional projections."); parser.addHelpOption(); parser.addVersionOption(); parser.addPositionalArgument("dataset", "Dataset filename (.tbl file)"); QCommandLineOption indicesFileOutputOption(QStringList() << "i" << "indices", "Filename to store the subsample indices. Omitting this option disables saving indices.", "filename"); parser.addOption(indicesFileOutputOption); QCommandLineOption subsampleFileOutputOption(QStringList() << "s" << "subsample", "Filename to store subsample mapping. Omitting this option disables saving subsamples.", "filename"); parser.addOption(subsampleFileOutputOption); parser.process(app); QStringList args = parser.positionalArguments(); if (args.size() != 1) { parser.showHelp(1); } Main *m = Main::instance(); m->loadDataset(args[0].toStdString()); arma::mat X = m->X(); arma::vec labels = m->labels(); arma::uword n = X.n_rows; int subsampleSize = (int) (3 * sqrt(n)); arma::uvec sampleIndices; arma::mat Ys; if (parser.isSet(indicesFileOutputOption)) { const QString &indicesFilename = parser.value(indicesFileOutputOption); m->setIndicesSavePath(indicesFilename); QFile indicesFile(indicesFilename); if (indicesFile.exists()) { sampleIndices.load(indicesFilename.toStdString(), arma::raw_ascii); subsampleSize = sampleIndices.n_elem; } else { // sampleIndices = relevanceSampling(X, subsampleSize); sampleIndices = arma::randi(subsampleSize, arma::distr_param(0, n-1)); } } if (parser.isSet(subsampleFileOutputOption)) { const QString &subsampleFilename = parser.value(subsampleFileOutputOption); m->setSubsampleSavePath(subsampleFilename); QFile subsampleFile(subsampleFilename); if (subsampleFile.exists()) { Ys.load(subsampleFilename.toStdString(), arma::raw_ascii); } else { Ys.set_size(subsampleSize, 2); mp::forceScheme(mp::dist(X.rows(sampleIndices)), Ys); } } m->setSubsampleIndices(sampleIndices); m->setSubsample(Ys); qmlRegisterType("PM", 1, 0, "Scatterplot"); qmlRegisterType("PM", 1, 0, "HistoryGraph"); qmlRegisterType("PM", 1, 0, "BarChart"); qmlRegisterType("PM", 1, 0, "InteractionHandler"); qmlRegisterSingletonType
("PM", 1, 0, "Main", mainProvider); // Set up multisampling QSurfaceFormat fmt; fmt.setSamples(16); fmt.setRenderableType(QSurfaceFormat::OpenGL); fmt.setVersion(4, 5); QSurfaceFormat::setDefaultFormat(fmt); QQmlApplicationEngine engine(QUrl("qrc:///main_view.qml")); ColorScale colorScale{ QColor("#1f77b4"), QColor("#ff7f0e"), QColor("#2ca02c"), QColor("#d62728"), QColor("#9467bd"), QColor("#8c564b"), QColor("#e377c2"), QColor("#17becf"), QColor("#7f7f7f"), }; colorScale.setExtents(labels.min(), labels.max()); //ContinuousColorScale colorScale = ContinuousColorScale::builtin(ContinuousColorScale::RED_GRAY_BLUE); //colorScale.setExtents(-1, 1); Scatterplot *subsamplePlot = engine.rootObjects()[0]->findChild("subsamplePlot"); subsamplePlot->setDisplaySplat(false); subsamplePlot->setAcceptedMouseButtons(Qt::LeftButton | Qt::MiddleButton | Qt::RightButton); // subsamplePlot->setColorData(arma::zeros(subsampleSize)); subsamplePlot->setColorScale(&colorScale); Scatterplot *plot = engine.rootObjects()[0]->findChild("plot"); skelft2DInitialization(plot->width()); // Keep track of the current subsample (in order to save them later, if requested) QObject::connect(subsamplePlot, SIGNAL(xyChanged(const arma::mat &)), m, SLOT(setSubsample(const arma::mat &))); QObject::connect(subsamplePlot, SIGNAL(xyInteractivelyChanged(const arma::mat &)), m, SLOT(setSubsample(const arma::mat &))); // Update projection as the subsample is modified InteractionHandler interactionHandler(X, sampleIndices); m->setInteractionHandler(&interactionHandler); QObject::connect(subsamplePlot, SIGNAL(xyChanged(const arma::mat &)), &interactionHandler, SLOT(setSubsample(const arma::mat &))); QObject::connect(subsamplePlot, SIGNAL(xyInteractivelyChanged(const arma::mat &)), &interactionHandler, SLOT(setSubsample(const arma::mat &))); QObject::connect(&interactionHandler, SIGNAL(subsampleChanged(const arma::mat &)), plot, SLOT(setXY(const arma::mat &))); m->setTechnique(InteractionHandler::TECHNIQUE_LAMP); // Linking between selections in subsample plot and full dataset plot SelectionHandler selectionHandler(sampleIndices); QObject::connect(subsamplePlot, SIGNAL(selectionChanged(const QSet &)), &selectionHandler, SLOT(setSelection(const QSet &))); QObject::connect(&selectionHandler, SIGNAL(selectionChanged(const QSet &)), plot, SLOT(setSelection(const QSet &))); // Connections between history graph and subsample plot //HistoryGraph *history = engine.rootObjects()[0]->findChild("history"); //QObject::connect(subsamplePlot, SIGNAL(xyInteractivelyChanged(const arma::mat &)), // history, SLOT(addHistoryItem(const arma::mat &))); //QObject::connect(history, SIGNAL(currentItemChanged(const arma::mat &)), // subsamplePlot, SLOT(setXY(const arma::mat &))); QObject::connect(plot, SIGNAL(scaleChanged(const LinearScale &, const LinearScale &)), subsamplePlot, SLOT(setScale(const LinearScale &, const LinearScale &))); BarChart *barChart = engine.rootObjects()[0]->findChild("barChart"); barChart->setValues(arma::randn(100)); //history->addHistoryItem(Ys); plot->setColorScale(&colorScale); plot->setColorData(labels, false); subsamplePlot->setAutoScale(false); subsamplePlot->setColorData(labels(sampleIndices), false); subsamplePlot->setXY(Ys, false); subsamplePlot->update(); auto ret = app.exec(); skelft2DDeinitialization(); return ret; }