It takes JavaFX 15 minutes to build described LineChart which doesn't work for my task.
Similar implementation using good old Swing and jFreeChart takes 1.5 seconds to build chart.
But I would still like to implement a JavaFX one.
Here is my code:
public class FXMLController implements Initializable {
@FXML
private Label statusbar;
@FXML
public LineChart lineChart;
@FXML
public Button connect;
@FXML
public MenuItem options;
@FXML
public NumberAxis xAxis;
@FXML
NumberAxis yAxis;
@FXML
private void connect(ActionEvent event) {
}
public static FileChooser fileChooser = new FileChooser();
public static String path;
public static XYChart.Series<Integer, Integer> dataSeries = new XYChart.Series<Integer, Integer>();
public static int y = 0;
public static XYChart.Data<Integer, Integer> data;
@FXML
private void open(ActionEvent event) {
    fileChooser.setTitle("Open Resource File");
    fileChooser.getExtensionFilters().addAll(
            new ExtensionFilter("Text Files", "*.txt"),
            new ExtensionFilter("Image Files", "*.png", "*.jpg", "*.gif"),
            new ExtensionFilter("Audio Files", "*.wav", "*.mp3", "*.aac"),
            new ExtensionFilter("All Files", "*.*"));
    File selectedFile = fileChooser.showOpenDialog(new Stage());
    if (selectedFile != null) {
        path = selectedFile.getAbsolutePath();
        System.out.println(path);
        try {
            ReadingFromFile.readFile(path);
        } catch (IOException ex) {
            Logger.getLogger(FXMLController.class.getName()).log(Level.SEVERE, null, ex);
        }
    }
}
@FXML
private void close(ActionEvent event) {
}
@FXML
private void getconnect(ActionEvent event) {
}
@Override
public void initialize(URL url, ResourceBundle rb) {
    xAxis.setLabel("Tick");
    xAxis.setTickUnit(100);
    yAxis.setLabel("Signal");
    xAxis.setForceZeroInRange(false);
    lineChart.setLegendVisible(false);
    lineChart.setCreateSymbols(false);
    lineChart.setAnimated(false);
    lineChart.getData().add(dataSeries);
  }
}
and reading from file:
public class ReadingFromFile extends FXMLController {
public static String s = null;
public static String[] str;
public static int parseInt;
public static void readFile(String filename)
        throws IOException {
    BufferedReader br = new BufferedReader(new FileReader(filename));
    try {
        StringBuilder sb = new StringBuilder();
        String line = br.readLine();
        while (line != null) {
            sb.append(line);
            sb.append(System.lineSeparator());
            line = br.readLine();
            System.out.println(line);
            try {
                str = line.split(" ");
                for (int i = 0; i < str.length; i = i + 2) {
                    s = str[i + 1] + str[i];
                    parseInt = Integer.parseInt(s, 16);
                    javafx.application.Platform.runLater(new Runnable() {
                        @Override
                        public void run() {
                            data = new XYChart.Data<Integer, Integer>(y, parseInt);
                            //data.setNode(new HoveredThresholdNode(0, second, ""));
                            dataSeries.getData().add(data);
                            y++;
                        }
                    });
                }
            } catch (java.lang.NullPointerException ex) {
                System.out.println("тут ноль!!!");
            }
        }
    } finally {
        br.close();
    }
}
}
I experienced a similar problem, adding 100,000 points to a LineChart every couple of seconds. We solved it using the Ramer–Douglas–Peucker algorithm, this reduces the number of points in the line without the user noticing. I found an ready-made implementation in the JTS topology suite under LGPL license.
Here's the my test code.
public class ChartUpdate extends Application {
    public static void main(String[] args) {
        launch(args);
    }
    @Override
    public void start(Stage stage) {
        NumberAxis xAxis = new NumberAxis(0, 50_000, 5000);
        xAxis.setAutoRanging(false);
        NumberAxis yAxis = new NumberAxis(-1, 1, 25);
        yAxis.setAutoRanging(false);
        LineChart<Number, Number> graph = new LineChart<>(xAxis, yAxis);
        graph.setAnimated(false);
        graph.setCreateSymbols(false);
        graph.setLegendVisible(false);
        Series<Number, Number> series = new Series<>();
        stage.setScene(new Scene(graph));
        GeometryFactory gf = new GeometryFactory();
        long t0 = System.nanoTime();
        Coordinate[] coordinates = new Coordinate[100_000];
        for (int i = 0; i < coordinates.length; i++) {
            coordinates[i] = new Coordinate(i, Math.sin(Math.toRadians(i / 100)));
        }
        Geometry geom = new LineString(new CoordinateArraySequence(coordinates), gf);
        Geometry simplified = DouglasPeuckerSimplifier.simplify(geom, 0.00001);
        List<Data<Number, Number>> update = new ArrayList<Data<Number, Number>>();
        for (Coordinate each : simplified.getCoordinates()) {
            update.add(new Data<>(each.x, each.y));
        }
        long t1 = System.nanoTime();
        System.out.println(String.format("Reduces points from %d to %d in %.1f ms", coordinates.length, update.size(),
                (t1 - t0) / 1e6));
        ObservableList<Data<Number, Number>> list = FXCollections.observableArrayList(update);
        series.setData(list);
        graph.getData().add(series);
        stage.show();
    }
}
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