Forms.FrmPrincipal.java Source code

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Here is the source code for Forms.FrmPrincipal.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 Forms;

/**
 *
 * @author M.C.I.C Idarh Claudio Matadamas Ortiz
 * Fecha: 16 nov 2017
 */

import Clases.BackPropagation;
import Clases.NeuronResult;
import java.awt.BorderLayout;
import java.awt.Component;
import java.awt.FlowLayout;
import java.io.BufferedReader;
import javax.swing.JFileChooser;
import java.io.File;
import java.io.FileInputStream;
import java.io.FileNotFoundException;
import java.io.FileOutputStream;
import java.io.FileReader;
import java.io.IOException;
import java.io.ObjectInputStream;
import java.io.ObjectOutputStream;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.logging.Level;
import java.util.logging.Logger;
import javax.swing.JOptionPane;
import javax.swing.JSpinner;
import javax.swing.SpinnerNumberModel;
import javax.swing.table.DefaultTableModel;

//Imports para la grafica JFreeChart
/*
import org.jfree.chart.ChartFactory;
import org.jfree.chart.ChartPanel;
import org.jfree.chart.JFreeChart;
import org.jfree.chart.plot.PlotOrientation;
import org.jfree.data.xy.XYSeries;
import org.jfree.data.xy.XYSeriesCollection;
*/
public class FrmPrincipal extends javax.swing.JFrame {

    /**
     * Creates new form FrmPrincipal
     */
    public FrmPrincipal() {
        initComponents();
        init();
        try {
            FileInputStream fis = new FileInputStream("back.bin");
            ObjectInputStream ois = new ObjectInputStream(fis);
            BackPropagation result = (BackPropagation) ois.readObject();
            ois.close();
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                            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
                            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,
                            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
                            0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
                            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
                            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0,
                            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
                            0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
                            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
                            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
                            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
                            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
                            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
                            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
                            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
                            0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 } };

            for (int i = 0; i < array.length; i++)
                System.out.println(result.clasifica(array[i]));
        } catch (Exception e) {
            System.err.println("Aun no existe el archivo");
        }

        //grafica();
    }

    /**
     * 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() {

        txtArchivo = new javax.swing.JTextField();
        btnFile = new javax.swing.JButton();
        spIntermedias = new javax.swing.JSpinner();
        jLabel2 = new javax.swing.JLabel();
        btnEntrenar = new javax.swing.JButton();
        jScrollPane2 = new javax.swing.JScrollPane();
        tblPesos = new javax.swing.JTable();
        pnlCapas = new javax.swing.JPanel();
        pnlGraph = new javax.swing.JPanel();
        spEpocas = new javax.swing.JSpinner();
        spFactor = new javax.swing.JSpinner();
        jLabel3 = new javax.swing.JLabel();
        jLabel4 = new javax.swing.JLabel();
        lblResultados = new javax.swing.JLabel();

        setDefaultCloseOperation(javax.swing.WindowConstants.EXIT_ON_CLOSE);

        txtArchivo.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                txtArchivoActionPerformed(evt);
            }
        });

        btnFile.setText("...");
        btnFile.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                btnFileActionPerformed(evt);
            }
        });

        spIntermedias.addChangeListener(new javax.swing.event.ChangeListener() {
            public void stateChanged(javax.swing.event.ChangeEvent evt) {
                spIntermediasStateChanged(evt);
            }
        });

        jLabel2.setText("Capas Intermedias");

        btnEntrenar.setText("Entrenar");
        btnEntrenar.addActionListener(new java.awt.event.ActionListener() {
            public void actionPerformed(java.awt.event.ActionEvent evt) {
                btnEntrenarActionPerformed(evt);
            }
        });

        tblPesos.setModel(
                new javax.swing.table.DefaultTableModel(
                        new Object[][] { { null, null, null, null }, { null, null, null, null },
                                { null, null, null, null }, { null, null, null, null } },
                        new String[] { "Title 1", "Title 2", "Title 3", "Title 4" }));
        jScrollPane2.setViewportView(tblPesos);

        pnlCapas.setBorder(javax.swing.BorderFactory.createEtchedBorder());
        pnlCapas.setName("pnlCapas"); // NOI18N

        javax.swing.GroupLayout pnlCapasLayout = new javax.swing.GroupLayout(pnlCapas);
        pnlCapas.setLayout(pnlCapasLayout);
        pnlCapasLayout.setHorizontalGroup(pnlCapasLayout
                .createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING).addGap(0, 0, Short.MAX_VALUE));
        pnlCapasLayout.setVerticalGroup(pnlCapasLayout
                .createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING).addGap(0, 38, Short.MAX_VALUE));

        pnlGraph.setBackground(new java.awt.Color(255, 255, 255));

        javax.swing.GroupLayout pnlGraphLayout = new javax.swing.GroupLayout(pnlGraph);
        pnlGraph.setLayout(pnlGraphLayout);
        pnlGraphLayout.setHorizontalGroup(pnlGraphLayout
                .createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING).addGap(0, 0, Short.MAX_VALUE));
        pnlGraphLayout.setVerticalGroup(pnlGraphLayout
                .createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING).addGap(0, 0, Short.MAX_VALUE));

        spEpocas.addChangeListener(new javax.swing.event.ChangeListener() {
            public void stateChanged(javax.swing.event.ChangeEvent evt) {
                spEpocasStateChanged(evt);
            }
        });

        jLabel3.setText("Factor de aprendizaje");

        jLabel4.setText("pocas");

        lblResultados.setFont(new java.awt.Font("Tahoma", 0, 24)); // NOI18N
        lblResultados.setText("jLabel1");

        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)
                                .addComponent(pnlCapas, javax.swing.GroupLayout.DEFAULT_SIZE,
                                        javax.swing.GroupLayout.DEFAULT_SIZE, Short.MAX_VALUE)
                                .addGroup(layout.createSequentialGroup()
                                        .addComponent(jScrollPane2, javax.swing.GroupLayout.PREFERRED_SIZE, 530,
                                                javax.swing.GroupLayout.PREFERRED_SIZE)
                                        .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.RELATED)
                                        .addComponent(
                                                pnlGraph, javax.swing.GroupLayout.DEFAULT_SIZE,
                                                javax.swing.GroupLayout.DEFAULT_SIZE, Short.MAX_VALUE))
                                .addGroup(layout.createSequentialGroup().addGroup(layout
                                        .createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING)
                                        .addComponent(lblResultados)
                                        .addGroup(layout
                                                .createParallelGroup(javax.swing.GroupLayout.Alignment.TRAILING,
                                                        false)
                                                .addGroup(layout.createSequentialGroup().addGroup(layout
                                                        .createParallelGroup(
                                                                javax.swing.GroupLayout.Alignment.TRAILING, false)
                                                        .addGroup(javax.swing.GroupLayout.Alignment.LEADING, layout
                                                                .createSequentialGroup().addComponent(jLabel2)
                                                                .addPreferredGap(
                                                                        javax.swing.LayoutStyle.ComponentPlacement.RELATED,
                                                                        javax.swing.GroupLayout.DEFAULT_SIZE,
                                                                        Short.MAX_VALUE)
                                                                .addComponent(jLabel4))
                                                        .addGroup(javax.swing.GroupLayout.Alignment.LEADING, layout
                                                                .createSequentialGroup().addComponent(spIntermedias,
                                                                        javax.swing.GroupLayout.PREFERRED_SIZE, 128,
                                                                        javax.swing.GroupLayout.PREFERRED_SIZE)
                                                                .addGap(44, 44, 44).addComponent(spEpocas,
                                                                        javax.swing.GroupLayout.PREFERRED_SIZE, 89,
                                                                        javax.swing.GroupLayout.PREFERRED_SIZE)))
                                                        .addGap(36, 36, 36).addGroup(layout
                                                                .createParallelGroup(
                                                                        javax.swing.GroupLayout.Alignment.LEADING)
                                                                .addComponent(spFactor,
                                                                        javax.swing.GroupLayout.PREFERRED_SIZE, 89,
                                                                        javax.swing.GroupLayout.PREFERRED_SIZE)
                                                                .addComponent(jLabel3))
                                                        .addPreferredGap(
                                                                javax.swing.LayoutStyle.ComponentPlacement.RELATED,
                                                                javax.swing.GroupLayout.DEFAULT_SIZE,
                                                                Short.MAX_VALUE)
                                                        .addComponent(btnEntrenar,
                                                                javax.swing.GroupLayout.PREFERRED_SIZE, 123,
                                                                javax.swing.GroupLayout.PREFERRED_SIZE))
                                                .addGroup(layout.createSequentialGroup().addComponent(btnFile)
                                                        .addPreferredGap(
                                                                javax.swing.LayoutStyle.ComponentPlacement.UNRELATED)
                                                        .addComponent(txtArchivo,
                                                                javax.swing.GroupLayout.PREFERRED_SIZE, 513,
                                                                javax.swing.GroupLayout.PREFERRED_SIZE))))
                                        .addGap(0, 569, Short.MAX_VALUE)))
                        .addContainerGap()));
        layout.setVerticalGroup(layout.createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING)
                .addGroup(layout.createSequentialGroup().addContainerGap()
                        .addGroup(layout.createParallelGroup(javax.swing.GroupLayout.Alignment.BASELINE)
                                .addComponent(txtArchivo, javax.swing.GroupLayout.PREFERRED_SIZE,
                                        javax.swing.GroupLayout.DEFAULT_SIZE,
                                        javax.swing.GroupLayout.PREFERRED_SIZE)
                                .addComponent(btnFile))
                        .addGroup(layout.createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING)
                                .addGroup(layout.createSequentialGroup().addGap(12, 12, 12).addGroup(
                                        layout.createParallelGroup(javax.swing.GroupLayout.Alignment.BASELINE)
                                                .addComponent(jLabel2).addComponent(jLabel4).addComponent(jLabel3))
                                        .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.UNRELATED)
                                        .addGroup(layout
                                                .createParallelGroup(javax.swing.GroupLayout.Alignment.BASELINE)
                                                .addComponent(spIntermedias, javax.swing.GroupLayout.PREFERRED_SIZE,
                                                        javax.swing.GroupLayout.DEFAULT_SIZE,
                                                        javax.swing.GroupLayout.PREFERRED_SIZE)
                                                .addComponent(spEpocas, javax.swing.GroupLayout.PREFERRED_SIZE,
                                                        javax.swing.GroupLayout.DEFAULT_SIZE,
                                                        javax.swing.GroupLayout.PREFERRED_SIZE)
                                                .addComponent(spFactor, javax.swing.GroupLayout.PREFERRED_SIZE,
                                                        javax.swing.GroupLayout.DEFAULT_SIZE,
                                                        javax.swing.GroupLayout.PREFERRED_SIZE))
                                        .addGap(17, 17, 17).addComponent(pnlCapas,
                                                javax.swing.GroupLayout.PREFERRED_SIZE,
                                                javax.swing.GroupLayout.DEFAULT_SIZE,
                                                javax.swing.GroupLayout.PREFERRED_SIZE))
                                .addGroup(layout.createSequentialGroup().addGap(18, 18, 18).addComponent(
                                        btnEntrenar, javax.swing.GroupLayout.PREFERRED_SIZE, 57,
                                        javax.swing.GroupLayout.PREFERRED_SIZE)))
                        .addPreferredGap(javax.swing.LayoutStyle.ComponentPlacement.RELATED)
                        .addGroup(layout.createParallelGroup(javax.swing.GroupLayout.Alignment.LEADING, false)
                                .addComponent(jScrollPane2, javax.swing.GroupLayout.DEFAULT_SIZE, 338,
                                        Short.MAX_VALUE)
                                .addComponent(pnlGraph, javax.swing.GroupLayout.DEFAULT_SIZE,
                                        javax.swing.GroupLayout.DEFAULT_SIZE, Short.MAX_VALUE))
                        .addGap(18, 18, 18).addComponent(lblResultados).addContainerGap(77, Short.MAX_VALUE)));

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

    private void txtArchivoActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_txtArchivoActionPerformed
        // TODO add your handling code here:
    }//GEN-LAST:event_txtArchivoActionPerformed

    private void init() {
        pnlCapas.setLayout(new FlowLayout());
        SpinnerNumberModel model = new SpinnerNumberModel(0.01, 0.01, 100, 0.01);
        spFactor.setModel(model);
        //this.spFactor.setEditor( new javax.swing.JSpinner.NumberEditor(spFactor, "0.00"));

    }

    private void genCapasOcultas() {
        pnlCapas.removeAll();
        int n = Integer.parseInt(spIntermedias.getValue().toString()) + 2;
        for (int i = 0; i < n; i++) {
            JSpinner spinner = new JSpinner();
            spinner.setName("capa" + String.valueOf(i));
            spinner.setValue(100);
            spinner.setSize(70, 20);
            spinner.setVisible(false);
            spinner.setVisible(true);
            pnlCapas.add(spinner);
            if (i == 0) {
                spinner.setValue(matrizPatrones[0].length - 1);
                spinner.setEnabled(false);
            } else if (i == n - 1) {
                spinner.setValue(String.valueOf(matrizPatrones[0][matrizPatrones[0].length - 1]).length());
                spinner.setEnabled(false);
            }
        }
        pnlCapas.setVisible(false);
        pnlCapas.setVisible(true);
    }

    private void llenaMatriz() {
        matrizPatrones = new String[patrones.size()][patrones.get(0).length];
        for (int i = 0; i < patrones.size(); i++) {
            for (int j = 0; j < patrones.get(i).length; j++) {
                matrizPatrones[i][j] = patrones.get(i)[j];
            }
        }
    }

    private void btnFileActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_btnFileActionPerformed
        // TODO add your handling code here:
        File sArchivo;
        JFileChooser archivo = new JFileChooser();
        BufferedReader br = null;
        int lin = 0;
        patrones = new ArrayList<String[]>();

        try {
            archivo.setCurrentDirectory(new File(System.getProperty("user.home")));
            int result = archivo.showOpenDialog(this);
            if (result == JFileChooser.APPROVE_OPTION) {
                sArchivo = archivo.getSelectedFile();
                txtArchivo.setText(sArchivo.getAbsolutePath());

                br = new BufferedReader(new FileReader(sArchivo.getAbsolutePath()));
                String linea = br.readLine();
                while (null != linea) {
                    String[] campos = linea.split(SEPARADOR);
                    numEntradas = campos.length;
                    patrones.add(campos);
                    linea = br.readLine();
                    lin++;
                }
            }

            llenaMatriz();

        } catch (FileNotFoundException ex) {
            JOptionPane.showMessageDialog(this, ex.getMessage());
            Logger.getLogger(FrmPrincipal.class.getName()).log(Level.SEVERE, null, ex);
        } catch (IOException ex) {
            JOptionPane.showMessageDialog(this, ex.getMessage());
            Logger.getLogger(FrmPrincipal.class.getName()).log(Level.SEVERE, null, ex);
        } finally {
            if (null != br)
                try {
                    br.close();
                } catch (IOException ex) {
                    JOptionPane.showMessageDialog(this, ex.getMessage());
                    Logger.getLogger(FrmPrincipal.class.getName()).log(Level.SEVERE, null, ex);
                }
        }
    }//GEN-LAST:event_btnFileActionPerformed

    private void spIntermediasStateChanged(javax.swing.event.ChangeEvent evt) {//GEN-FIRST:event_spIntermediasStateChanged
        genCapasOcultas(); // TODO add your handling code here:
    }//GEN-LAST:event_spIntermediasStateChanged

    private boolean validaCapas() {
        for (int i = 0; i < this.pnlCapas.getComponentCount(); i++) {
            JSpinner sp = (javax.swing.JSpinner) pnlCapas.getComponent(i);
            if (Integer.parseInt(sp.getValue().toString()) <= 0) {
                JOptionPane.showMessageDialog(this,
                        "El nmero de neuronas en la capa " + i + " debe ser mayor a cero.");
                return false;
            }
        }
        return true;
    }

    private void btnEntrenarActionPerformed(java.awt.event.ActionEvent evt) {//GEN-FIRST:event_btnEntrenarActionPerformed
        int[] capas = new int[Integer.parseInt(this.spIntermedias.getValue().toString()) + 2];
        if (validaCapas()) {
            for (int i = 0; i < this.pnlCapas.getComponentCount(); i++) {
                JSpinner sp = (javax.swing.JSpinner) pnlCapas.getComponent(i);
                capas[i] = Integer.parseInt(sp.getValue().toString());
            }
            //            BackPropagation entrena = new BackPropagation(capas, matrizPatrones, 100,0.5);
            BackPropagation entrena = new BackPropagation(capas, matrizPatrones,
                    Integer.parseInt(this.spEpocas.getValue().toString()),
                    Double.parseDouble(this.spFactor.getValue().toString())); // TODO add your handling code here:
            NeuronResult res = entrena.entrenamiento();

            mostrar(res, capas);
            try {
                FileOutputStream fos = new FileOutputStream("back.bin");
                ObjectOutputStream oos = new ObjectOutputStream(fos);
                oos.writeObject(entrena);
                oos.close();
                System.out.println("Acabe");
            } catch (Exception e) {
            }
        }

    }//GEN-LAST:event_btnEntrenarActionPerformed

    private void spEpocasStateChanged(javax.swing.event.ChangeEvent evt) {//GEN-FIRST:event_spEpocasStateChanged
        // TODO add your handling code here:
    }//GEN-LAST:event_spEpocasStateChanged

    private void mostrar(NeuronResult res, int[] capas) {
        grafica(res.vError);
        lblResultados.setText("Aprendidos: " + res.aprendidos + " de " + res.numPatrones + " en un tiempo de "
                + res.tEjecucion + "ms");
        //mostrarPesos(res.pesos, capas);
    }

    private void mostrarPesos(ArrayList<ArrayList<double[]>> w, int[] capas) {
        int max = 0;
        for (int capa = 0; capa < capas.length; capa++) {
            if (capas[capa] >= max) {
                max = capas[capa];
            }
        }

        DefaultTableModel modelo = new DefaultTableModel();
        tblPesos.setModel(modelo);
        for (int capa = 0; capa < w.size(); capa++) {
            modelo.addColumn("Capa " + (capa + 1));
        }

        Object[] object = new Object[4];
        object[0] = "1";
        object[1] = "2";
        object[2] = "3";
        object[3] = "4";

        modelo.addRow(object);

    }

    private void grafica(double[] datos) {
        /*        pnlGraph.removeAll();
               XYSeries series = new XYSeries("Entrenamiento");
            
                // Introduccion de datos
                for(int i = 0; i < datos.length; i++){
        series.add(i, datos[i]);
                }
                    
               // XYSeriesCollection dataset = new XYSeriesCollection();
                dataset.addSeries(series);
            
                JFreeChart chart = ChartFactory.createXYLineChart(
            "ECM Durante el entrenamiento", // Ttulo
            "poca(x)", // Etiqueta Coordenada X
            "ECM", // Etiqueta Coordenada Y
            dataset, // Datos
            PlotOrientation.VERTICAL,
            true, // Muestra la leyenda de los productos (Producto A)
            false,
            false
                );
                // Mostramos la grafica en pantalla        
                pnlGraph.setLayout(new java.awt.BorderLayout());
                ChartPanel CP = new ChartPanel(chart); 
                pnlGraph.add(CP,BorderLayout.CENTER);
                pnlGraph.validate();*/
    }

    public static final String SEPARADOR = ",";
    public int numEntradas = 0;
    public ArrayList<String[]> patrones;
    public String matrizPatrones[][] = { { "1", "1", "1" }, { "0", "1", "0" }, { "1", "0", "0" },
            { "0", "0", "0" } };

    // Variables declaration - do not modify//GEN-BEGIN:variables
    private javax.swing.JButton btnEntrenar;
    private javax.swing.JButton btnFile;
    private javax.swing.JLabel jLabel2;
    private javax.swing.JLabel jLabel3;
    private javax.swing.JLabel jLabel4;
    private javax.swing.JScrollPane jScrollPane2;
    private javax.swing.JLabel lblResultados;
    private javax.swing.JPanel pnlCapas;
    private javax.swing.JPanel pnlGraph;
    private javax.swing.JSpinner spEpocas;
    private javax.swing.JSpinner spFactor;
    private javax.swing.JSpinner spIntermedias;
    private javax.swing.JTable tblPesos;
    private javax.swing.JTextField txtArchivo;
    // End of variables declaration//GEN-END:variables
}