pr.ui.InputForm.java Source code

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Here is the source code for pr.ui.InputForm.java

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/*
 * To change this license header, choose License Headers in Project Properties.
 * To change this template file, choose Tools | Templates
 * and open the template in the editor.
 */
package pr.ui;

import java.awt.Dimension;
import java.io.File;
import java.io.IOException;
import java.nio.file.Files;
import java.nio.file.Paths;
import java.util.ArrayList;
import java.util.List;
import java.util.logging.Level;
import java.util.logging.Logger;
import javax.swing.JFileChooser;
import javax.swing.JFrame;
import org.jfree.chart.ChartFactory;
import org.jfree.chart.ChartPanel;
import org.jfree.chart.ChartUtilities;
import org.jfree.chart.JFreeChart;
import org.jfree.chart.axis.NumberAxis;
import org.jfree.chart.axis.StandardTickUnitSource;
import org.jfree.chart.plot.CategoryPlot;
import org.jfree.chart.plot.PlotOrientation;
import org.jfree.chart.plot.XYPlot;
import org.jfree.data.category.DefaultCategoryDataset;
import org.jfree.data.xy.XYSeries;
import org.jfree.data.xy.XYSeriesCollection;
import pr.algorithms.Adaline;
import pr.algorithms.Algorithm;
import pr.algorithms.PerceptronV2;
import pr.util.Utils;

/**
 *
 * @author Joel de Santos <joeldesantos@gmail.com>
 */
public class InputForm extends javax.swing.JFrame {

    /**
     * Creates new form InputForm
     */
    public InputForm() {
        initComponents();
    }

    /**
     * This method is called from within the constructor to initialize the form.
     * WARNING: Do NOT modify this code. The content of this method is always
     * regenerated by the Form Editor.
     */
    @SuppressWarnings("unchecked")
    // <editor-fold defaultstate="collapsed" desc="Generated Code">//GEN-BEGIN:initComponents
    private void initComponents() {

        jLabel3 = new javax.swing.JLabel();
        jMenuItem8 = new javax.swing.JMenuItem();
        trainDataTF = new javax.swing.JTextField();
        jLabel1 = new javax.swing.JLabel();
        textDataBtn = new javax.swing.JButton();
        trainBtn = new javax.swing.JButton();
        jSeparator2 = new javax.swing.JSeparator();
        jLabel2 = new javax.swing.JLabel();
        learningRateTF = new javax.swing.JTextField();
        jLabel4 = new javax.swing.JLabel();
        epochLimitTF = new javax.swing.JTextField();
        jLabel6 = new javax.swing.JLabel();
        thetaTF = new javax.swing.JTextField();
        jSeparator3 = new javax.swing.JSeparator();
        jLabel7 = new javax.swing.JLabel();
        testDataTF = new javax.swing.JTextField();
        testDataBtn = new javax.swing.JButton();
        testBtn = new javax.swing.JButton();
        manualEntryBtn = new javax.swing.JButton();
        showWeightsBtn = new javax.swing.JButton();
        jSeparator6 = new javax.swing.JSeparator();
        showPlaneBtn = new javax.swing.JButton();
        jLabel5 = new javax.swing.JLabel();
        showErrorsBtn = new javax.swing.JButton();
        showWeigthsLogBtn = new javax.swing.JButton();
        showPlaneLogBtn = new javax.swing.JButton();
        jLabel8 = new javax.swing.JLabel();
        resultTF = new javax.swing.JTextField();
        algorithmCB = new javax.swing.JComboBox<>();
        showTestDataBtn = new javax.swing.JButton();
        jMenuBar1 = new javax.swing.JMenuBar();
        jMenu1 = new javax.swing.JMenu();
        minimuDistanceMI = new javax.swing.JMenuItem();
        perceptronMI = new javax.swing.JMenuItem();
        adelineMI = new javax.swing.JMenuItem();
        jSeparator1 = new javax.swing.JPopupMenu.Separator();
        showWeightsMI = new javax.swing.JMenuItem();
        showPlaneMI = new javax.swing.JMenuItem();
        showErrorsMI = new javax.swing.JMenuItem();
        showWeigthsLogMI = new javax.swing.JMenuItem();
        showPlaneLogMI = new javax.swing.JMenuItem();
        jSeparator5 = new javax.swing.JPopupMenu.Separator();
        jMenuItem7 = new javax.swing.JMenuItem();
        jMenu2 = new javax.swing.JMenu();
        aboutMI = new javax.swing.JMenuItem();

        jLabel3.setText("jLabel3");

        jMenuItem8.setText("jMenuItem8");

        setDefaultCloseOperation(javax.swing.WindowConstants.EXIT_ON_CLOSE);
        setTitle("Reconocimiento de Patrones");

        trainDataTF.setEditable(false);

        jLabel1.setText("Datos de entrenamiento:");

        textDataBtn.setText("Browse");
        textDataBtn.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                textDataBtnActionPerformed(evt);
            }
        });

        trainBtn.setText("Train");
        trainBtn.setEnabled(false);
        trainBtn.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                trainBtnActionPerformed(evt);
            }
        });

        jLabel2.setText("Learning Rate:");

        learningRateTF.setText("0.1");

        jLabel4.setText("Limite de epocas:");

        epochLimitTF.setText("100");

        jLabel6.setText("Theta:");

        thetaTF.setText("1");

        jLabel7.setText("Datos de prueba:");

        testDataTF.setEditable(false);

        testDataBtn.setText("Browse");
        testDataBtn.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                testDataBtnActionPerformed(evt);
            }
        });

        testBtn.setText("Prueba");
        testBtn.setEnabled(false);
        testBtn.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                testBtnActionPerformed(evt);
            }
        });

        manualEntryBtn.setText("Entrada Manual");
        manualEntryBtn.setEnabled(false);

        showWeightsBtn.setText("Mostrar pesos");
        showWeightsBtn.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                showWeightsBtnActionPerformed(evt);
            }
        });

        showPlaneBtn.setText("Plano");
        showPlaneBtn.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                showPlaneBtnActionPerformed(evt);
            }
        });

        jLabel5.setText("Graficas y logs:");

        showErrorsBtn.setText("Errors");
        showErrorsBtn.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                showErrorsBtnActionPerformed(evt);
            }
        });

        showWeigthsLogBtn.setText("Log de Pesos");
        showWeigthsLogBtn.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                showWeigthsLogBtnActionPerformed(evt);
            }
        });

        showPlaneLogBtn.setText("Log de Planos");
        showPlaneLogBtn.setEnabled(false);

        jLabel8.setText("Resultado:");

        resultTF.setEditable(false);

        algorithmCB.setModel(new javax.swing.DefaultComboBoxModel<>(
                new String[] { "Selecciona un algoritmo", "Minima Distancia", "Perceptron", "Adaline" }));
        algorithmCB.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                algorithmCBActionPerformed(evt);
            }
        });

        showTestDataBtn.setText("Mostrar");
        showTestDataBtn.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                showTestDataBtnActionPerformed(evt);
            }
        });

        jMenu1.setText("Algoritmo");

        minimuDistanceMI.setAccelerator(javax.swing.KeyStroke.getKeyStroke(java.awt.event.KeyEvent.VK_D,
                java.awt.event.InputEvent.ALT_MASK));
        minimuDistanceMI.setText("Minima Distancia");
        minimuDistanceMI.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                minimuDistanceMIActionPerformed(evt);
            }
        });
        jMenu1.add(minimuDistanceMI);

        perceptronMI.setAccelerator(javax.swing.KeyStroke.getKeyStroke(java.awt.event.KeyEvent.VK_E,
                java.awt.event.InputEvent.ALT_MASK));
        perceptronMI.setText("Perceptron");
        perceptronMI.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                perceptronMIActionPerformed(evt);
            }
        });
        jMenu1.add(perceptronMI);

        adelineMI.setAccelerator(javax.swing.KeyStroke.getKeyStroke(java.awt.event.KeyEvent.VK_A,
                java.awt.event.InputEvent.ALT_MASK));
        adelineMI.setText("Adaline");
        adelineMI.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                adelineMIActionPerformed(evt);
            }
        });
        jMenu1.add(adelineMI);
        jMenu1.add(jSeparator1);

        showWeightsMI.setAccelerator(javax.swing.KeyStroke.getKeyStroke(java.awt.event.KeyEvent.VK_1,
                java.awt.event.InputEvent.ALT_MASK));
        showWeightsMI.setText("Mostrar Pesos");
        jMenu1.add(showWeightsMI);

        showPlaneMI.setAccelerator(javax.swing.KeyStroke.getKeyStroke(java.awt.event.KeyEvent.VK_2,
                java.awt.event.InputEvent.ALT_MASK));
        showPlaneMI.setText("Plano");
        jMenu1.add(showPlaneMI);

        showErrorsMI.setAccelerator(javax.swing.KeyStroke.getKeyStroke(java.awt.event.KeyEvent.VK_3,
                java.awt.event.InputEvent.ALT_MASK));
        showErrorsMI.setText("Errors");
        jMenu1.add(showErrorsMI);

        showWeigthsLogMI.setAccelerator(javax.swing.KeyStroke.getKeyStroke(java.awt.event.KeyEvent.VK_4,
                java.awt.event.InputEvent.ALT_MASK));
        showWeigthsLogMI.setText("Log de pesos");
        jMenu1.add(showWeigthsLogMI);

        showPlaneLogMI.setAccelerator(javax.swing.KeyStroke.getKeyStroke(java.awt.event.KeyEvent.VK_5,
                java.awt.event.InputEvent.ALT_MASK));
        showPlaneLogMI.setText("Log de Planos");
        jMenu1.add(showPlaneLogMI);
        jMenu1.add(jSeparator5);

        jMenuItem7.setAccelerator(javax.swing.KeyStroke.getKeyStroke(java.awt.event.KeyEvent.VK_N,
                java.awt.event.InputEvent.CTRL_MASK));
        jMenuItem7.setText("Clear");
        jMenu1.add(jMenuItem7);

        jMenuBar1.add(jMenu1);

        jMenu2.setText("Ayuda");

        aboutMI.setAccelerator(javax.swing.KeyStroke.getKeyStroke(java.awt.event.KeyEvent.VK_F2, 0));
        aboutMI.setText("Acerca de");
        aboutMI.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                aboutMIActionPerformed(evt);
            }
        });
        jMenu2.add(aboutMI);

        jMenuBar1.add(jMenu2);

        setJMenuBar(jMenuBar1);

        javax.swing.GroupLayout layout = new javax.swing.GroupLayout(getContentPane());
        getContentPane().setLayout(layout);
        layout.setHorizontalGroup(layout.createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING)
                .addGroup(layout.createSequentialGroup().addContainerGap().addGroup(layout
                        .createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING)
                        .addGroup(layout.createSequentialGroup().addGroup(layout
                                .createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING)
                                .addGroup(layout.createSequentialGroup().addComponent(showPlaneBtn)
                                        .addGap(18, 18, 18).addComponent(showErrorsBtn).addGap(10, 10, 10)
                                        .addComponent(showWeigthsLogBtn)
                                        .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.RELATED,
                                                javax.swing.GroupLayout.DEFAULT_SIZE, Short.MAX_VALUE)
                                        .addComponent(showPlaneLogBtn))
                                .addGroup(layout
                                        .createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING, false)
                                        .addComponent(jSeparator2, javax.swing.GroupLayout.Alignment.TRAILING)
                                        .addComponent(jLabel7)
                                        .addComponent(jSeparator6, javax.swing.GroupLayout.Alignment.TRAILING)
                                        .addGroup(layout.createSequentialGroup().addGroup(layout
                                                .createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING,
                                                        false)
                                                .addComponent(testBtn, javax.swing.GroupLayout.DEFAULT_SIZE,
                                                        javax.swing.GroupLayout.DEFAULT_SIZE, Short.MAX_VALUE)
                                                .addComponent(testDataTF))
                                                .addGroup(layout
                                                        .createParallelGroup(
                                                                javax.swing.GroupLayout.Alignment.LEADING)
                                                        .addGroup(layout.createSequentialGroup().addGap(50, 50, 50)
                                                                .addGroup(layout.createParallelGroup(
                                                                        javax.swing.GroupLayout.Alignment.LEADING)
                                                                        .addGroup(
                                                                                javax.swing.GroupLayout.Alignment.TRAILING,
                                                                                layout.createSequentialGroup()
                                                                                        .addComponent(jLabel8)
                                                                                        .addGap(149, 149, 149))
                                                                        .addComponent(resultTF,
                                                                                javax.swing.GroupLayout.PREFERRED_SIZE,
                                                                                103,
                                                                                javax.swing.GroupLayout.PREFERRED_SIZE)))
                                                        .addGroup(layout.createSequentialGroup().addPreferredGap(
                                                                javax.swing.LayoutStyle.ComponentPlacement.UNRELATED)
                                                                .addComponent(testDataBtn)
                                                                .addPreferredGap(
                                                                        javax.swing.LayoutStyle.ComponentPlacement.UNRELATED)
                                                                .addComponent(manualEntryBtn)
                                                                .addPreferredGap(
                                                                        javax.swing.LayoutStyle.ComponentPlacement.RELATED)
                                                                .addComponent(showTestDataBtn))))
                                        .addGroup(layout.createSequentialGroup()
                                                .addComponent(trainDataTF, javax.swing.GroupLayout.PREFERRED_SIZE,
                                                        200, javax.swing.GroupLayout.PREFERRED_SIZE)
                                                .addPreferredGap(
                                                        javax.swing.LayoutStyle.ComponentPlacement.UNRELATED)
                                                .addComponent(textDataBtn)
                                                .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.RELATED)
                                                .addComponent(trainBtn))
                                        .addGroup(layout.createSequentialGroup().addGroup(layout
                                                .createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING,
                                                        false)
                                                .addComponent(jLabel2, javax.swing.GroupLayout.DEFAULT_SIZE,
                                                        javax.swing.GroupLayout.DEFAULT_SIZE, Short.MAX_VALUE)
                                                .addComponent(learningRateTF))
                                                .addPreferredGap(
                                                        javax.swing.LayoutStyle.ComponentPlacement.UNRELATED)
                                                .addGroup(layout
                                                        .createParallelGroup(
                                                                javax.swing.GroupLayout.Alignment.LEADING)
                                                        .addComponent(jLabel6).addComponent(thetaTF,
                                                                javax.swing.GroupLayout.PREFERRED_SIZE, 59,
                                                                javax.swing.GroupLayout.PREFERRED_SIZE))
                                                .addGap(10, 10, 10)
                                                .addGroup(layout
                                                        .createParallelGroup(
                                                                javax.swing.GroupLayout.Alignment.LEADING, false)
                                                        .addComponent(jLabel4, javax.swing.GroupLayout.DEFAULT_SIZE,
                                                                javax.swing.GroupLayout.DEFAULT_SIZE,
                                                                Short.MAX_VALUE)
                                                        .addComponent(epochLimitTF))
                                                .addGap(8, 8, 8).addComponent(showWeightsBtn)))
                                .addComponent(jLabel5)).addGap(8, 8, 8))
                        .addGroup(layout.createSequentialGroup()
                                .addGroup(layout.createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING)
                                        .addComponent(jSeparator3, javax.swing.GroupLayout.PREFERRED_SIZE, 348,
                                                javax.swing.GroupLayout.PREFERRED_SIZE)
                                        .addComponent(algorithmCB, javax.swing.GroupLayout.PREFERRED_SIZE, 200,
                                                javax.swing.GroupLayout.PREFERRED_SIZE))
                                .addContainerGap(javax.swing.GroupLayout.DEFAULT_SIZE, Short.MAX_VALUE))
                        .addGroup(layout.createSequentialGroup().addComponent(jLabel1).addGap(0, 0,
                                Short.MAX_VALUE)))));
        layout.setVerticalGroup(layout.createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING)
                .addGroup(layout.createSequentialGroup().addContainerGap()
                        .addComponent(algorithmCB, javax.swing.GroupLayout.PREFERRED_SIZE,
                                javax.swing.GroupLayout.DEFAULT_SIZE, javax.swing.GroupLayout.PREFERRED_SIZE)
                        .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.UNRELATED).addComponent(jLabel1)
                        .addGap(1, 1, 1)
                        .addGroup(layout.createParallelGroup(javax.swing.GroupLayout.Alignment.BASELINE)
                                .addComponent(trainDataTF, javax.swing.GroupLayout.PREFERRED_SIZE,
                                        javax.swing.GroupLayout.DEFAULT_SIZE,
                                        javax.swing.GroupLayout.PREFERRED_SIZE)
                                .addComponent(textDataBtn).addComponent(trainBtn))
                        .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.UNRELATED)
                        .addComponent(jSeparator2, javax.swing.GroupLayout.PREFERRED_SIZE, 10,
                                javax.swing.GroupLayout.PREFERRED_SIZE)
                        .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.RELATED)
                        .addGroup(layout.createParallelGroup(javax.swing.GroupLayout.Alignment.BASELINE)
                                .addComponent(jLabel2).addComponent(jLabel4).addComponent(jLabel6))
                        .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.RELATED)
                        .addGroup(layout.createParallelGroup(javax.swing.GroupLayout.Alignment.BASELINE)
                                .addComponent(learningRateTF, javax.swing.GroupLayout.PREFERRED_SIZE,
                                        javax.swing.GroupLayout.DEFAULT_SIZE,
                                        javax.swing.GroupLayout.PREFERRED_SIZE)
                                .addComponent(epochLimitTF, javax.swing.GroupLayout.PREFERRED_SIZE,
                                        javax.swing.GroupLayout.DEFAULT_SIZE,
                                        javax.swing.GroupLayout.PREFERRED_SIZE)
                                .addComponent(thetaTF, javax.swing.GroupLayout.PREFERRED_SIZE,
                                        javax.swing.GroupLayout.DEFAULT_SIZE,
                                        javax.swing.GroupLayout.PREFERRED_SIZE)
                                .addComponent(showWeightsBtn))
                        .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.UNRELATED)
                        .addComponent(jSeparator3, javax.swing.GroupLayout.PREFERRED_SIZE, 10,
                                javax.swing.GroupLayout.PREFERRED_SIZE)
                        .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.RELATED).addComponent(jLabel7)
                        .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.RELATED)
                        .addGroup(layout.createParallelGroup(javax.swing.GroupLayout.Alignment.BASELINE)
                                .addComponent(testDataTF, javax.swing.GroupLayout.PREFERRED_SIZE,
                                        javax.swing.GroupLayout.DEFAULT_SIZE,
                                        javax.swing.GroupLayout.PREFERRED_SIZE)
                                .addComponent(testDataBtn).addComponent(manualEntryBtn)
                                .addComponent(showTestDataBtn))
                        .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.UNRELATED).addComponent(jLabel8)
                        .addGap(8, 8, 8)
                        .addGroup(layout.createParallelGroup(javax.swing.GroupLayout.Alignment.BASELINE)
                                .addComponent(resultTF, javax.swing.GroupLayout.PREFERRED_SIZE,
                                        javax.swing.GroupLayout.DEFAULT_SIZE,
                                        javax.swing.GroupLayout.PREFERRED_SIZE)
                                .addComponent(testBtn))
                        .addGap(14, 14, 14)
                        .addComponent(jSeparator6, javax.swing.GroupLayout.PREFERRED_SIZE, 10,
                                javax.swing.GroupLayout.PREFERRED_SIZE)
                        .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.RELATED).addComponent(jLabel5)
                        .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.RELATED)
                        .addGroup(layout.createParallelGroup(javax.swing.GroupLayout.Alignment.BASELINE)
                                .addComponent(showPlaneBtn).addComponent(showErrorsBtn)
                                .addComponent(showWeigthsLogBtn).addComponent(showPlaneLogBtn))
                        .addContainerGap(javax.swing.GroupLayout.DEFAULT_SIZE, Short.MAX_VALUE)));

        pack();
    }// </editor-fold>//GEN-END:initComponents

    private void minimuDistanceMIActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_minimuDistanceMIActionPerformed
        reset("Minima Distancia");
        // Minima Distancia

    }//GEN-LAST:event_minimuDistanceMIActionPerformed

    private void aboutMIActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_aboutMIActionPerformed
        JFrame about = new About();
        about.pack();
        about.setVisible(Boolean.TRUE);
    }//GEN-LAST:event_aboutMIActionPerformed

    private void testDataBtnActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_testDataBtnActionPerformed
        jfc = new JFileChooser(lastUsedDirectory);
        int returnVal = jfc.showOpenDialog(this);
        if (returnVal == JFileChooser.APPROVE_OPTION) {
            testBtn.setEnabled(true);
            File file = jfc.getSelectedFile();
            testDataTF.setText("Loaded");
            lastUsedDirectory = file.getParent();
            try {
                // Read the data
                List<String> lines = Files.readAllLines(Paths.get(file.getAbsolutePath()));

                testData = Utils.getTestDataFromRawDataList(lines);

            } catch (IOException ex) {
                Logger.getLogger(InputForm.class.getName()).log(Level.SEVERE, null, ex);
            }
        }
    }//GEN-LAST:event_testDataBtnActionPerformed

    private void showPlaneBtnActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_showPlaneBtnActionPerformed
        try {
            XYSeries xyseries = new XYSeries("Plane Graph");
            xyseries.add(algorithm.getBias(), (algorithm.getBias() - 1) / 2);
            xyseries.add(algorithm.getBias() + 25, (algorithm.getBias() + 25 - 1) / 2);
            XYSeriesCollection xyseriescollection = new XYSeriesCollection(xyseries);
            JFreeChart jfreechart = ChartFactory.createXYLineChart("Plane Graph", "X", "Y", xyseriescollection,
                    PlotOrientation.VERTICAL, true, true, false);
            XYPlot xyplot = (XYPlot) jfreechart.getPlot();
            //        NumberAxis numberaxis = (NumberAxis) xyplot.getDomainAxis();
            //        numberaxis.setStandardTickUnits(new StandardTickUnitSource());
            //        NumberAxis numberaxis1 = (NumberAxis) xyplot.getRangeAxis();
            //        numberaxis1.setStandardTickUnits(new StandardTickUnitSource());
            //        numberaxis1.setAutoRangeMinimumSize(4.9406564584124654E-324D);r
            ChartPanel chartpanel = new ChartPanel(jfreechart);
            chartpanel.setPreferredSize(new Dimension(500, 270));

            Utils.showDialoj("Plane Graph", chartpanel, this);
        } catch (UnsupportedOperationException uoe) {

        }
    }//GEN-LAST:event_showPlaneBtnActionPerformed

    private void perceptronMIActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_perceptronMIActionPerformed
        reset("Perceptron");
        getPerceptron();
    }//GEN-LAST:event_perceptronMIActionPerformed

    private void adelineMIActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_adelineMIActionPerformed
        reset("Adaline");
        // Adeline
    }//GEN-LAST:event_adelineMIActionPerformed

    private void textDataBtnActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_textDataBtnActionPerformed
        jfc = new JFileChooser(lastUsedDirectory);
        int returnVal = jfc.showOpenDialog(this);
        if (returnVal == JFileChooser.APPROVE_OPTION) {
            trainBtn.setEnabled(true);
            File file = jfc.getSelectedFile();
            trainDataTF.setText(file.getName());
            lastUsedDirectory = file.getParent();
            try {
                // Read the data
                List<String> lines = Files.readAllLines(Paths.get(file.getAbsolutePath()));

                // Obtain the classes and data from the raw data
                classes = new ArrayList();
                data = new ArrayList();
                Utils.getTrainingListsFromRawDataList(lines, data, classes);

            } catch (IOException ex) {
                Logger.getLogger(InputForm.class.getName()).log(Level.SEVERE, null, ex);
            }
        }
    }//GEN-LAST:event_textDataBtnActionPerformed

    private void trainBtnActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_trainBtnActionPerformed
        // Train the algorithm
        if (algorithm != null) {
            trainDataTF.setText("");
            algorithm.train(classes, data);
        } else {
            Utils.showDialoj("Error", "No se ha seleccionado un algoritmo.", this);
        }
    }//GEN-LAST:event_trainBtnActionPerformed

    private void algorithmCBActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_algorithmCBActionPerformed
        String value = algorithmCB.getSelectedItem().toString();
        if ("Minima Distancia".equals(value)) {
            reset(value);
            algorithm = new PerceptronV2();
        } else if ("Perceptron".equals(value)) {
            reset(value);
            algorithm = getPerceptron();
        } else if ("Adaline".equals(value)) {
            reset(value);
            algorithm = getAdaline();
        }
    }//GEN-LAST:event_algorithmCBActionPerformed

    private void testBtnActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_testBtnActionPerformed
        // Test the algorithm
        if (algorithm != null && algorithm.isTrained()) {
            trainDataTF.setText("");
            int classType = algorithm.test(testData);
            resultTF.setText("Clase " + (classType == 0 ? 1 : 2));
        } else {
            Utils.showDialoj("Error", "No se ha seleccionado/entrenado el algoritmo.", this);
        }
    }//GEN-LAST:event_testBtnActionPerformed

    private void showWeightsBtnActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_showWeightsBtnActionPerformed
        if (algorithm != null && algorithm.isTrained()) {
            Utils.showDialoj("Pesos", algorithm.getWeights(), this);
        } else {
            Utils.showDialoj("Error", "No se ha seleccionado/entrenado el algoritmo.", this);
        }
    }//GEN-LAST:event_showWeightsBtnActionPerformed

    private void showWeigthsLogBtnActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_showWeigthsLogBtnActionPerformed
        if (algorithm != null && algorithm.isTrained()) {
            Utils.showDialoj("Pesos", algorithm.getWeightsLog(), this);
        } else {
            Utils.showDialoj("Error", "No se ha seleccionado/entrenado el algoritmo.", this);
        }
    }//GEN-LAST:event_showWeigthsLogBtnActionPerformed

    private void showTestDataBtnActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_showTestDataBtnActionPerformed
        if (algorithm != null && algorithm.isTrained()) {
            String displayData = "";
            for (int h = 0, i = 20; i < testData.length(); h = i + 1, i += 20) {
                displayData += testData.substring(h, i);
                displayData += "\n";
            }
            displayData = displayData.substring(0, displayData.length() - 1);
            Utils.showDialoj("Test data", displayData, this);
        } else {
            Utils.showDialoj("Error", "No se ha seleccionado/entrenado el algoritmo.", this);
        }
    }//GEN-LAST:event_showTestDataBtnActionPerformed

    private void showErrorsBtnActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_showErrorsBtnActionPerformed
        DefaultCategoryDataset categorydataset = new DefaultCategoryDataset();
        for (int i = 0; i < algorithm.getErrorLog().size(); i++) {
            categorydataset.addValue(algorithm.getErrorLog().get(i), "Global error", "" + i);
        }
        JFreeChart jfreechart = ChartFactory.createLineChart("Error Graph", null, "Error Graph", categorydataset,
                PlotOrientation.VERTICAL, false, true, false);
        CategoryPlot categoryplot = (CategoryPlot) jfreechart.getPlot();
        categoryplot.setRangePannable(true);
        categoryplot.setRangeGridlinesVisible(false);
        NumberAxis numberaxis = (NumberAxis) categoryplot.getRangeAxis();
        numberaxis.setStandardTickUnits(NumberAxis.createIntegerTickUnits());
        ChartUtilities.applyCurrentTheme(jfreechart);

        ChartPanel chartpanel = new ChartPanel(jfreechart);
        chartpanel.setMouseWheelEnabled(true);

        Utils.showDialoj("Error Graph", chartpanel, this);
    }//GEN-LAST:event_showErrorsBtnActionPerformed

    private void reset(String selectedAlgortihm) {
        trainBtn.setEnabled(false);
        testBtn.setEnabled(false);
        trainDataTF.setText("");
        testDataTF.setText("");
        resultTF.setText("");
        if (Utils.isNullOrEmpty(selectedAlgortihm)) {
            algorithmCB.setSelectedItem("Selecciona un algoritmo");
        } else {
            algorithmCB.setSelectedItem(selectedAlgortihm);
        }
    }

    private Algorithm getPerceptron() throws NumberFormatException {
        if (Utils.isNullOrEmpty(learningRateTF.getText())) {
            Utils.showDialoj("Error", "Por favor especifique un learning rate", this);
        }
        if (Utils.isNullOrEmpty(thetaTF.getText())) {
            Utils.showDialoj("Error", "Por favor especifique un valor para theta", this);
        }
        if (Utils.isNullOrEmpty(epochLimitTF.getText())) {
            Utils.showDialoj("Error", "Por favor especifique un limite de epocas", this);
        }
        double learningRate = Double.parseDouble(learningRateTF.getText());
        double theta = Double.parseDouble(thetaTF.getText());
        int epochLimit = Integer.parseInt(epochLimitTF.getText());
        PerceptronV2 algo = new PerceptronV2();
        algo.initPerceptron(600, learningRate, theta, epochLimit);
        return algo;
    }

    private Algorithm getAdaline() throws NumberFormatException {
        if (Utils.isNullOrEmpty(learningRateTF.getText())) {
            Utils.showDialoj("Error", "Por favor especifique un learning rate", this);
        }
        if (Utils.isNullOrEmpty(thetaTF.getText())) {
            Utils.showDialoj("Error", "Por favor especifique un valor para theta", this);
        }
        if (Utils.isNullOrEmpty(epochLimitTF.getText())) {
            Utils.showDialoj("Error", "Por favor especifique un limite de epocas", this);
        }
        double learningRate = Double.parseDouble(learningRateTF.getText());
        double theta = Double.parseDouble(thetaTF.getText());
        int epochLimit = Integer.parseInt(epochLimitTF.getText());
        Adaline algo = new Adaline();
        algo.initAdeline(600, learningRate, theta, epochLimit);
        return algo;
    }

    /**
     * @param args the command line arguments
     */
    public static void main(String args[]) {
        /* Set the Nimbus look and feel */
        //<editor-fold defaultstate="collapsed" desc=" Look and feel setting code (optional) ">
        /* If Nimbus (introduced in Java SE 6) is not available, stay with the default look and feel.
         * For details see http://download.oracle.com/javase/tutorial/uiswing/lookandfeel/plaf.html 
         */
        try {
            for (javax.swing.UIManager.LookAndFeelInfo info : javax.swing.UIManager.getInstalledLookAndFeels()) {
                if ("Nimbus".equals(info.getName())) {
                    javax.swing.UIManager.setLookAndFeel(info.getClassName());
                    break;
                }
            }
        } catch (ClassNotFoundException ex) {
            java.util.logging.Logger.getLogger(InputForm.class.getName()).log(java.util.logging.Level.SEVERE, null,
                    ex);
        } catch (InstantiationException ex) {
            java.util.logging.Logger.getLogger(InputForm.class.getName()).log(java.util.logging.Level.SEVERE, null,
                    ex);
        } catch (IllegalAccessException ex) {
            java.util.logging.Logger.getLogger(InputForm.class.getName()).log(java.util.logging.Level.SEVERE, null,
                    ex);
        } catch (javax.swing.UnsupportedLookAndFeelException ex) {
            java.util.logging.Logger.getLogger(InputForm.class.getName()).log(java.util.logging.Level.SEVERE, null,
                    ex);
        }
        //</editor-fold>

        /* Create and display the form */
        java.awt.EventQueue.invokeLater(new Runnable() {
            public void run() {
                new InputForm().setVisible(true);
            }
        });
    }

    private Algorithm algorithm;
    private String testData;
    private List<Integer> classes;
    private List<String> data;
    private String lastUsedDirectory = "c:";
    private JFileChooser jfc;
    // Variables declaration - do not modify//GEN-BEGIN:variables
    private javax.swing.JMenuItem aboutMI;
    private javax.swing.JMenuItem adelineMI;
    private javax.swing.JComboBox<String> algorithmCB;
    private javax.swing.JTextField epochLimitTF;
    private javax.swing.JLabel jLabel1;
    private javax.swing.JLabel jLabel2;
    private javax.swing.JLabel jLabel3;
    private javax.swing.JLabel jLabel4;
    private javax.swing.JLabel jLabel5;
    private javax.swing.JLabel jLabel6;
    private javax.swing.JLabel jLabel7;
    private javax.swing.JLabel jLabel8;
    private javax.swing.JMenu jMenu1;
    private javax.swing.JMenu jMenu2;
    private javax.swing.JMenuBar jMenuBar1;
    private javax.swing.JMenuItem jMenuItem7;
    private javax.swing.JMenuItem jMenuItem8;
    private javax.swing.JPopupMenu.Separator jSeparator1;
    private javax.swing.JSeparator jSeparator2;
    private javax.swing.JSeparator jSeparator3;
    private javax.swing.JPopupMenu.Separator jSeparator5;
    private javax.swing.JSeparator jSeparator6;
    private javax.swing.JTextField learningRateTF;
    private javax.swing.JButton manualEntryBtn;
    private javax.swing.JMenuItem minimuDistanceMI;
    private javax.swing.JMenuItem perceptronMI;
    private javax.swing.JTextField resultTF;
    private javax.swing.JButton showErrorsBtn;
    private javax.swing.JMenuItem showErrorsMI;
    private javax.swing.JButton showPlaneBtn;
    private javax.swing.JButton showPlaneLogBtn;
    private javax.swing.JMenuItem showPlaneLogMI;
    private javax.swing.JMenuItem showPlaneMI;
    private javax.swing.JButton showTestDataBtn;
    private javax.swing.JButton showWeightsBtn;
    private javax.swing.JMenuItem showWeightsMI;
    private javax.swing.JButton showWeigthsLogBtn;
    private javax.swing.JMenuItem showWeigthsLogMI;
    private javax.swing.JButton testBtn;
    private javax.swing.JButton testDataBtn;
    private javax.swing.JTextField testDataTF;
    private javax.swing.JButton textDataBtn;
    private javax.swing.JTextField thetaTF;
    private javax.swing.JButton trainBtn;
    private javax.swing.JTextField trainDataTF;
    // End of variables declaration//GEN-END:variables
}