#include #include #include #include #include #include #include "mp.h" #include "continuouscolorscale.h" #include "scatterplot.h" #include "interactionhandler.h" #include "distortionobserver.h" #include "npdistortion.h" int main(int argc, char **argv) { QApplication app(argc, argv); qmlRegisterType("PM", 1, 0, "Scatterplot"); // Set up multisampling QSurfaceFormat fmt; fmt.setSamples(16); QSurfaceFormat::setDefaultFormat(fmt); QQmlApplicationEngine engine(QUrl("qrc:///main_view.qml")); arma::mat dataset; if (argc > 1) { dataset.load(argv[1], arma::raw_ascii); } else { dataset.load(std::cin, arma::raw_ascii); } arma::mat X = dataset.cols(0, dataset.n_cols - 2); arma::vec labels = dataset.col(dataset.n_cols - 1); arma::uword n = dataset.n_rows; arma::uword subsampleSize = (arma::uword) sqrt(n) * 3; arma::uvec sampleIndices = arma::randi(subsampleSize, arma::distr_param(0, n-1)); arma::mat Ys(subsampleSize, 2, arma::fill::randn); Ys = mp::forceScheme(mp::dist(X.rows(sampleIndices)), Ys); 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()); Scatterplot *subsamplePlot = engine.rootObjects()[0]->findChild("subsamplePlot"); subsamplePlot->setAcceptedMouseButtons(Qt::LeftButton | Qt::MiddleButton | Qt::RightButton); subsamplePlot->setXY(Ys); subsamplePlot->setColorData(labels(sampleIndices)); subsamplePlot->setColorScale(&colorScale); Scatterplot *plot = engine.rootObjects()[0]->findChild("plot"); // connect both plots through interaction handler InteractionHandler interactionHandler(X, sampleIndices); QObject::connect(subsamplePlot, SIGNAL(xyChanged(const arma::mat &)), &interactionHandler, SLOT(setSubsample(const arma::mat &))); QObject::connect(&interactionHandler, SIGNAL(subsampleChanged(const arma::mat &)), plot, SLOT(setXY(const arma::mat &))); //DistortionObserver distortionObs(X, sampleIndices); //std::unique_ptr distortionMeasure(new NPDistortion()); //distortionObs.setMeasure(distortionMeasure.get()); //QObject::connect(&interactionHandler, SIGNAL(subsampleChanged(const arma::mat &)), // &distortionObs, SLOT(setMap(const arma::mat &))); //QObject::connect(&distortionObs, SIGNAL(mapChanged(const arma::vec &)), // plot, SLOT(setColorData(const arma::vec &))); //ContinuousColorScale ccolorScale = ContinuousColorScale::builtin(ContinuousColorScale::HEATED_OBJECTS); //ccolorScale.setExtents(-1, 1); plot->setColorScale(&colorScale); interactionHandler.setSubsample(Ys); // TODO: remove when proper measure coloring is done plot->setColorData(labels); return app.exec(); }