/* * This program is free software; you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation; either version 2 of the License, or * (at your option) any later version. * * This program is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with this program; if not, write to the Free Software * Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA. */ /* * AttributeSelectionPanel.java * Copyright (C) 1999 Mark Hall * */ package weka.gui.explorer; import weka.core.Instances; import weka.core.OptionHandler; import weka.core.Attribute; import weka.core.Utils; import weka.core.Range; import weka.core.FastVector; import weka.attributeSelection.ASEvaluation; import weka.attributeSelection.ASSearch; import weka.attributeSelection.AttributeTransformer; import weka.attributeSelection.AttributeSelection; import weka.filters.Filter; import weka.gui.Logger; import weka.gui.TaskLogger; import weka.gui.SysErrLog; import weka.gui.GenericObjectEditor; import weka.gui.PropertyPanel; import weka.gui.ResultHistoryPanel; import weka.gui.SetInstancesPanel; import weka.gui.SaveBuffer; import weka.gui.FileEditor; import weka.gui.visualize.VisualizePanel; import weka.gui.visualize.PlotData2D; import java.util.Random; import java.util.Date; import java.text.SimpleDateFormat; import java.awt.FlowLayout; import java.awt.BorderLayout; import java.awt.GridLayout; import java.awt.GridBagLayout; import java.awt.GridBagConstraints; import java.awt.Insets; import java.awt.Font; import java.awt.event.ActionListener; import java.awt.event.ActionEvent; import java.awt.event.InputEvent; import java.awt.event.MouseAdapter; import java.awt.event.MouseEvent; import java.beans.PropertyChangeListener; import java.beans.PropertyChangeEvent; import java.beans.PropertyChangeSupport; import java.io.File; import java.io.FileWriter; import java.io.Writer; import java.io.BufferedWriter; import java.io.PrintWriter; import javax.swing.JFileChooser; import javax.swing.JPanel; import javax.swing.JLabel; import javax.swing.JButton; import javax.swing.BorderFactory; import javax.swing.JTextArea; import javax.swing.JScrollPane; import javax.swing.JRadioButton; import javax.swing.ButtonGroup; import javax.swing.JOptionPane; import javax.swing.JComboBox; import javax.swing.DefaultComboBoxModel; import javax.swing.JTextField; import javax.swing.SwingConstants; import javax.swing.JFrame; import javax.swing.event.ChangeListener; import javax.swing.event.ChangeEvent; import javax.swing.JViewport; import javax.swing.ListSelectionModel; import javax.swing.event.ListSelectionEvent; import javax.swing.event.ListSelectionListener; import java.awt.Point; import java.awt.Dimension; import javax.swing.JPopupMenu; import javax.swing.JMenu; import javax.swing.JMenuItem; /** * This panel allows the user to select and configure an attribute * evaluator and a search method, set the * attribute of the current dataset to be used as the class, and perform * attribute selection using one of two selection modes (select using all the * training data or perform a n-fold cross validation---on each trial * selecting features using n-1 folds of the data). * The results of attribute selection runs are stored in a results history * so that previous results are accessible. * * @author Mark Hall (mhall@cs.waikato.ac.nz) * @version $Revision: 1.1.1.1 $ */ public class AttributeSelectionPanel extends JPanel { /** Lets the user configure the attribute evaluator */ protected GenericObjectEditor m_AttributeEvaluatorEditor = new GenericObjectEditor(); /** Lets the user configure the search method */ protected GenericObjectEditor m_AttributeSearchEditor = new GenericObjectEditor(); /** The panel showing the current attribute evaluation method */ protected PropertyPanel m_AEEPanel = new PropertyPanel(m_AttributeEvaluatorEditor); /** The panel showing the current search method */ protected PropertyPanel m_ASEPanel = new PropertyPanel(m_AttributeSearchEditor); /** The output area for attribute selection results */ protected JTextArea m_OutText = new JTextArea(20, 40); /** The destination for log/status messages */ protected Logger m_Log = new SysErrLog(); /** The buffer saving object for saving output */ SaveBuffer m_SaveOut = new SaveBuffer(m_Log, this); /** A panel controlling results viewing */ protected ResultHistoryPanel m_History = new ResultHistoryPanel(m_OutText); /** Lets the user select the class column */ protected JComboBox m_ClassCombo = new JComboBox(); /** Click to set evaluation mode to cross-validation */ protected JRadioButton m_CVBut = new JRadioButton("Cross-validation"); /** Click to set test mode to test on training data */ protected JRadioButton m_TrainBut = new JRadioButton("Use full training set"); /** Label by where the cv folds are entered */ protected JLabel m_CVLab = new JLabel("Folds", SwingConstants.RIGHT); /** The field where the cv folds are entered */ protected JTextField m_CVText = new JTextField("10"); /** Label by where cv random seed is entered */ protected JLabel m_SeedLab = new JLabel("Seed",SwingConstants.RIGHT); /** The field where the seed value is entered */ protected JTextField m_SeedText = new JTextField("1"); /** * Alters the enabled/disabled status of elements associated with each * radio button */ ActionListener m_RadioListener = new ActionListener() { public void actionPerformed(ActionEvent e) { updateRadioLinks(); } }; /** Click to start running the attribute selector */ protected JButton m_StartBut = new JButton("Start"); /** Click to stop a running classifier */ protected JButton m_StopBut = new JButton("Stop"); /** Stop the class combo from taking up to much space */ private Dimension COMBO_SIZE = new Dimension(150, m_StartBut .getPreferredSize().height); /** The current visualization object */ protected VisualizePanel m_CurrentVis = null; /** The main set of instances we're playing with */ protected Instances m_Instances; /** A thread that attribute selection runs in */ protected Thread m_RunThread; /* Register the property editors we need */ static { java.beans.PropertyEditorManager .registerEditor(java.io.File.class, FileEditor.class); java.beans.PropertyEditorManager .registerEditor(weka.core.SelectedTag.class, weka.gui.SelectedTagEditor.class); java.beans.PropertyEditorManager .registerEditor(weka.filters.Filter.class, weka.gui.GenericObjectEditor.class); java.beans.PropertyEditorManager .registerEditor(weka.classifiers.Classifier [].class, weka.gui.GenericArrayEditor.class); java.beans.PropertyEditorManager .registerEditor(weka.classifiers.DistributionClassifier.class, weka.gui.GenericObjectEditor.class); java.beans.PropertyEditorManager .registerEditor(weka.classifiers.Classifier.class, weka.gui.GenericObjectEditor.class); java.beans.PropertyEditorManager .registerEditor(weka.attributeSelection.ASEvaluation.class, weka.gui.GenericObjectEditor.class); java.beans.PropertyEditorManager .registerEditor(weka.attributeSelection.ASSearch.class, weka.gui.GenericObjectEditor.class); } /** * Creates the classifier panel */ public AttributeSelectionPanel() { // Connect / configure the components m_OutText.setEditable(false); m_OutText.setFont(new Font("Monospaced", Font.PLAIN, 12)); m_OutText.setBorder(BorderFactory.createEmptyBorder(5, 5, 5, 5)); m_OutText.addMouseListener(new MouseAdapter() { public void mouseClicked(MouseEvent e) { if ((e.getModifiers() & InputEvent.BUTTON1_MASK) != InputEvent.BUTTON1_MASK) { m_OutText.selectAll(); } } }); m_History.setBorder(BorderFactory.createTitledBorder("Result list (right-click for options)")); m_AttributeEvaluatorEditor.setClassType(ASEvaluation.class); m_AttributeEvaluatorEditor.setValue(new weka.attributeSelection. CfsSubsetEval()); m_AttributeEvaluatorEditor. addPropertyChangeListener(new PropertyChangeListener() { public void propertyChange(PropertyChangeEvent e) { updateRadioLinks(); repaint(); } }); m_AttributeSearchEditor.setClassType(ASSearch.class); m_AttributeSearchEditor.setValue(new weka.attributeSelection.BestFirst()); m_AttributeSearchEditor. addPropertyChangeListener(new PropertyChangeListener() { public void propertyChange(PropertyChangeEvent e) { repaint(); } }); m_ClassCombo.setToolTipText("Select the attribute to use as the class"); m_TrainBut.setToolTipText("select attributes using the full training " + "dataset"); m_CVBut.setToolTipText("Perform a n-fold cross-validation"); m_StartBut.setToolTipText("Starts attribute selection"); m_StopBut.setToolTipText("Stops a attribute selection task"); m_ClassCombo.setPreferredSize(COMBO_SIZE); m_ClassCombo.setMaximumSize(COMBO_SIZE); m_ClassCombo.setMinimumSize(COMBO_SIZE); m_ClassCombo.setEnabled(false); m_TrainBut.setSelected(true); updateRadioLinks(); ButtonGroup bg = new ButtonGroup(); bg.add(m_TrainBut); bg.add(m_CVBut); m_TrainBut.addActionListener(m_RadioListener); m_CVBut.addActionListener(m_RadioListener); m_StartBut.setEnabled(false); m_StopBut.setEnabled(false); m_StartBut.addActionListener(new ActionListener() { public void actionPerformed(ActionEvent e) { startAttributeSelection(); } }); m_StopBut.addActionListener(new ActionListener() { public void actionPerformed(ActionEvent e) { stopAttributeSelection(); } }); m_History.setHandleRightClicks(false); // see if we can popup a menu for the selected result m_History.getList().addMouseListener(new MouseAdapter() { public void mouseClicked(MouseEvent e) { if ((e.getModifiers() & InputEvent.BUTTON1_MASK) == InputEvent.BUTTON1_MASK) { } else { int index = m_History.getList().locationToIndex(e.getPoint()); if (index != -1) { String name = m_History.getNameAtIndex(index); visualize(name, e.getX(), e.getY()); } else { visualize(null, e.getX(), e.getY()); } } } }); // Layout the GUI JPanel p1 = new JPanel(); p1.setBorder(BorderFactory.createCompoundBorder( BorderFactory.createTitledBorder("Attribute Evaluator"), BorderFactory.createEmptyBorder(0, 5, 5, 5) )); p1.setLayout(new BorderLayout()); p1.add(m_AEEPanel, BorderLayout.NORTH); JPanel p1_1 = new JPanel(); p1_1.setBorder(BorderFactory.createCompoundBorder( BorderFactory.createTitledBorder("Search Method"), BorderFactory.createEmptyBorder(0, 5, 5, 5) )); p1_1.setLayout(new BorderLayout()); p1_1.add(m_ASEPanel, BorderLayout.NORTH); JPanel p_new = new JPanel(); p_new.setLayout(new BorderLayout()); p_new.add(p1, BorderLayout.NORTH); p_new.add(p1_1, BorderLayout.CENTER); JPanel p2 = new JPanel(); GridBagLayout gbL = new GridBagLayout(); p2.setLayout(gbL); p2.setBorder(BorderFactory.createCompoundBorder( BorderFactory.createTitledBorder("Attribute Selection Mode"), BorderFactory.createEmptyBorder(0, 5, 5, 5) )); GridBagConstraints gbC = new GridBagConstraints(); gbC.anchor = GridBagConstraints.WEST; gbC.gridy = 2; gbC.gridx = 0; gbL.setConstraints(m_TrainBut, gbC); p2.add(m_TrainBut); gbC = new GridBagConstraints(); gbC.anchor = GridBagConstraints.WEST; gbC.gridy = 4; gbC.gridx = 0; gbL.setConstraints(m_CVBut, gbC); p2.add(m_CVBut); gbC = new GridBagConstraints(); gbC.anchor = GridBagConstraints.EAST; gbC.fill = GridBagConstraints.HORIZONTAL; gbC.gridy = 4; gbC.gridx = 1; gbC.insets = new Insets(2, 10, 2, 10); gbL.setConstraints(m_CVLab, gbC); p2.add(m_CVLab); gbC = new GridBagConstraints(); gbC.anchor = GridBagConstraints.EAST; gbC.fill = GridBagConstraints.HORIZONTAL; gbC.gridy = 4; gbC.gridx = 2; gbC.weightx = 100; gbC.ipadx = 20; gbL.setConstraints(m_CVText, gbC); p2.add(m_CVText); gbC = new GridBagConstraints(); gbC.anchor = GridBagConstraints.EAST; gbC.fill = GridBagConstraints.HORIZONTAL; gbC.gridy = 6; gbC.gridx = 1; gbC.insets = new Insets(2, 10, 2, 10); gbL.setConstraints(m_SeedLab, gbC); p2.add(m_SeedLab); gbC = new GridBagConstraints(); gbC.anchor = GridBagConstraints.EAST; gbC.fill = GridBagConstraints.HORIZONTAL; gbC.gridy = 6; gbC.gridx = 2; gbC.weightx = 100; gbC.ipadx = 20; gbL.setConstraints(m_SeedText, gbC); p2.add(m_SeedText); JPanel buttons = new JPanel(); buttons.setLayout(new GridLayout(2, 2)); buttons.add(m_ClassCombo); m_ClassCombo.setBorder(BorderFactory.createEmptyBorder(5, 5, 5, 5)); JPanel ssButs = new JPanel(); ssButs.setBorder(BorderFactory.createEmptyBorder(5, 5, 5, 5)); ssButs.setLayout(new GridLayout(1, 2, 5, 5)); ssButs.add(m_StartBut); ssButs.add(m_StopBut); buttons.add(ssButs); JPanel p3 = new JPanel(); p3.setBorder(BorderFactory. createTitledBorder("Attribute selection output")); p3.setLayout(new BorderLayout()); final JScrollPane js = new JScrollPane(m_OutText); p3.add(js, BorderLayout.CENTER); js.getViewport().addChangeListener(new ChangeListener() { private int lastHeight; public void stateChanged(ChangeEvent e) { JViewport vp = (JViewport)e.getSource(); int h = vp.getViewSize().height; if (h != lastHeight) { // i.e. an addition not just a user scrolling lastHeight = h; int x = h - vp.getExtentSize().height; vp.setViewPosition(new Point(0, x)); } } }); JPanel mondo = new JPanel(); gbL = new GridBagLayout(); mondo.setLayout(gbL); gbC = new GridBagConstraints(); gbC.fill = GridBagConstraints.HORIZONTAL; gbC.gridy = 0; gbC.gridx = 0; gbC.weightx = 0; gbL.setConstraints(p2, gbC); mondo.add(p2); gbC = new GridBagConstraints(); gbC.anchor = GridBagConstraints.NORTH; gbC.fill = GridBagConstraints.HORIZONTAL; gbC.gridy = 1; gbC.gridx = 0; gbC.weightx = 0; gbL.setConstraints(buttons, gbC); mondo.add(buttons); gbC = new GridBagConstraints(); gbC.fill = GridBagConstraints.BOTH; gbC.gridy = 2; gbC.gridx = 0; gbC.weightx = 0; gbC.weighty = 100; gbL.setConstraints(m_History, gbC); mondo.add(m_History); gbC = new GridBagConstraints(); gbC.fill = GridBagConstraints.BOTH; gbC.gridy = 0; gbC.gridx = 1; gbC.gridheight = 3; gbC.weightx = 100; gbC.weighty = 100; gbL.setConstraints(p3, gbC); mondo.add(p3); setLayout(new BorderLayout()); add(p_new, BorderLayout.NORTH); add(mondo, BorderLayout.CENTER); } /** * Updates the enabled status of the input fields and labels. */ protected void updateRadioLinks() { m_CVBut.setEnabled(true); m_CVText.setEnabled(m_CVBut.isSelected()); m_CVLab.setEnabled(m_CVBut.isSelected()); m_SeedText.setEnabled(m_CVBut.isSelected()); m_SeedLab.setEnabled(m_CVBut.isSelected()); if (m_AttributeEvaluatorEditor.getValue() instanceof AttributeTransformer) { m_CVBut.setSelected(false); m_CVBut.setEnabled(false); m_CVText.setEnabled(false); m_CVLab.setEnabled(false); m_SeedText.setEnabled(false); m_SeedLab.setEnabled(false); m_TrainBut.setSelected(true); } } /** * Sets the Logger to receive informational messages * * @param newLog the Logger that will now get info messages */ public void setLog(Logger newLog) { m_Log = newLog; } /** * Tells the panel to use a new set of instances. * * @param inst a set of Instances */ public void setInstances(Instances inst) { m_Instances = inst; String [] attribNames = new String [m_Instances.numAttributes()]; for (int i = 0; i < attribNames.length; i++) { String type = ""; switch (m_Instances.attribute(i).type()) { case Attribute.NOMINAL: type = "(Nom) "; break; case Attribute.NUMERIC: type = "(Num) "; break; case Attribute.STRING: type = "(Str) "; break; default: type = "(???) "; } String attnm = m_Instances.attribute(i).name(); attribNames[i] = type + attnm; } m_StartBut.setEnabled(m_RunThread == null); m_StopBut.setEnabled(m_RunThread != null); m_ClassCombo.setModel(new DefaultComboBoxModel(attribNames)); m_ClassCombo.setSelectedIndex(attribNames.length - 1); m_ClassCombo.setEnabled(true); } /** * Starts running the currently configured attribute evaluator and * search method. This is run in a separate thread, and will only start if * there is no attribute selection already running. The attribute selection * output is sent to the results history panel. */ protected void startAttributeSelection() { if (m_RunThread == null) { m_StartBut.setEnabled(false); m_StopBut.setEnabled(true); m_RunThread = new Thread() { public void run() { // Copy the current state of things m_Log.statusMessage("Setting up..."); Instances inst = new Instances(m_Instances); int testMode = 0; int numFolds = 10; int seed = 1; int classIndex = m_ClassCombo.getSelectedIndex(); ASEvaluation evaluator = (ASEvaluation) m_AttributeEvaluatorEditor.getValue(); ASSearch search = (ASSearch) m_AttributeSearchEditor.getValue(); StringBuffer outBuff = new StringBuffer(); String name = (new SimpleDateFormat("HH:mm:ss - ")) .format(new Date()); String sname = search.getClass().getName(); if (sname.startsWith("weka.attributeSelection.")) { name += sname.substring("weka.attributeSelection.".length()); } else { name += sname; } String ename = evaluator.getClass().getName(); if (ename.startsWith("weka.attributeSelection.")) { name += (" + " +ename.substring("weka.attributeSelection.".length())); } else { name += (" + "+ename); } try { if (m_CVBut.isSelected()) { testMode = 1; numFolds = Integer.parseInt(m_CVText.getText()); seed = Integer.parseInt(m_SeedText.getText()); if (numFolds <= 1) { throw new Exception("Number of folds must be greater than 1"); } } inst.setClassIndex(classIndex); // Output some header information m_Log.logMessage("Started " + ename); if (m_Log instanceof TaskLogger) { ((TaskLogger)m_Log).taskStarted(); } outBuff.append("=== Run information ===\n\n"); outBuff.append("Evaluator: " + ename); if (evaluator instanceof OptionHandler) { String [] o = ((OptionHandler) evaluator).getOptions(); outBuff.append(" " + Utils.joinOptions(o)); } outBuff.append("\nSearch: " + sname); if (search instanceof OptionHandler) { String [] o = ((OptionHandler) search).getOptions(); outBuff.append(" " + Utils.joinOptions(o)); } outBuff.append("\n"); outBuff.append("Relation: " + inst.relationName() + '\n'); outBuff.append("Instances: " + inst.numInstances() + '\n'); outBuff.append("Attributes: " + inst.numAttributes() + '\n'); if (inst.numAttributes() < 100) { for (int i = 0; i < inst.numAttributes(); i++) { outBuff.append(" " + inst.attribute(i).name() + '\n'); } } else { outBuff.append(" [list of attributes omitted]\n"); } outBuff.append("Evaluation mode: "); switch (testMode) { case 0: // select using all training outBuff.append("evaluate on all training data\n"); break; case 1: // CV mode outBuff.append("" + numFolds + "-fold cross-validation\n"); break; } outBuff.append("\n"); m_History.addResult(name, outBuff); m_History.setSingle(name); // Do the feature selection and output the results. m_Log.statusMessage("Doing feature selection..."); m_History.updateResult(name); AttributeSelection eval = new AttributeSelection(); eval.setEvaluator(evaluator); eval.setSearch(search); eval.setFolds(numFolds); eval.setSeed(seed); if (testMode == 1) { eval.setXval(true); } switch (testMode) { case 0: // select using training m_Log.statusMessage("Evaluating on training data..."); eval.SelectAttributes(inst); break; case 1: // CV mode m_Log.statusMessage("Randomizing instances..."); inst.randomize(new Random(seed)); if (inst.attribute(classIndex).isNominal()) { m_Log.statusMessage("Stratifying instances..."); inst.stratify(numFolds); } for (int fold = 0; fold < numFolds;fold++) { m_Log.statusMessage("Creating splits for fold " + (fold + 1) + "..."); Instances train = inst.trainCV(numFolds, fold); m_Log.statusMessage("Selecting attributes using all but fold " + (fold + 1) + "..."); eval.selectAttributesCVSplit(train); } break; default: throw new Exception("Test mode not implemented"); } if (testMode == 0) { outBuff.append(eval.toResultsString()); } else { outBuff.append(eval.CVResultsString()); } outBuff.append("\n"); m_History.updateResult(name); m_Log.logMessage("Finished " + ename+" "+sname); m_Log.statusMessage("OK"); } catch (Exception ex) { m_Log.logMessage(ex.getMessage()); m_Log.statusMessage("See error log"); } finally { if (evaluator instanceof AttributeTransformer) { m_CurrentVis = new VisualizePanel(); try { Instances transformed = ((AttributeTransformer)evaluator).transformedData(); PlotData2D tempd = new PlotData2D(transformed); tempd.setPlotName(name+" ("+transformed.relationName()+")"); tempd.addInstanceNumberAttribute(); m_CurrentVis.setLog(m_Log); try { m_CurrentVis.addPlot(tempd); m_CurrentVis.setColourIndex(transformed.classIndex()+1); } catch (Exception ex) { ex.printStackTrace(); } m_CurrentVis.setName(name+" ("+transformed.relationName()+")"); FastVector vv = new FastVector(); vv.addElement(m_CurrentVis); m_History.addObject(name, vv); } catch (Exception ex) { System.err.println(ex); ex.printStackTrace(); } } if (isInterrupted()) { m_Log.logMessage("Interrupted " + ename+" "+sname); m_Log.statusMessage("See error log"); } m_RunThread = null; m_StartBut.setEnabled(true); m_StopBut.setEnabled(false); if (m_Log instanceof TaskLogger) { ((TaskLogger)m_Log).taskFinished(); } } } }; m_RunThread.setPriority(Thread.MIN_PRIORITY); m_RunThread.start(); } } /** * Stops the currently running attribute selection (if any). */ protected void stopAttributeSelection() { if (m_RunThread != null) { m_RunThread.interrupt(); // This is deprecated (and theoretically the interrupt should do). m_RunThread.stop(); } } /** * Save the named buffer to a file. * @param name the name of the buffer to be saved. */ protected void saveBuffer(String name) { StringBuffer sb = m_History.getNamedBuffer(name); if (sb != null) { if (m_SaveOut.save(sb)) { m_Log.logMessage("Save succesful."); } } } /** * Popup a visualize panel for viewing transformed data * @param sp the VisualizePanel to display */ protected void visualizeTransformedData(VisualizePanel sp) { if (sp != null) { String plotName = sp.getName(); final javax.swing.JFrame jf = new javax.swing.JFrame("Weka Attribute Selection Visualize: " +plotName); jf.setSize(500,400); jf.getContentPane().setLayout(new BorderLayout()); jf.getContentPane().add(sp, BorderLayout.CENTER); jf.addWindowListener(new java.awt.event.WindowAdapter() { public void windowClosing(java.awt.event.WindowEvent e) { jf.dispose(); } }); jf.setVisible(true); } } /** * Handles constructing a popup menu with visualization options * @param name the name of the result history list entry clicked on by * the user. * @param x the x coordinate for popping up the menu * @param y the y coordinate for popping up the menu */ protected void visualize(String name, int x, int y) { final String selectedName = name; JPopupMenu resultListMenu = new JPopupMenu(); JMenuItem visMainBuffer = new JMenuItem("View in main window"); if (selectedName != null) { visMainBuffer.addActionListener(new ActionListener() { public void actionPerformed(ActionEvent e) { m_History.setSingle(selectedName); } }); } else { visMainBuffer.setEnabled(false); } resultListMenu.add(visMainBuffer); JMenuItem visSepBuffer = new JMenuItem("View in separate window"); if (selectedName != null) { visSepBuffer.addActionListener(new ActionListener() { public void actionPerformed(ActionEvent e) { m_History.openFrame(selectedName); } }); } else { visSepBuffer.setEnabled(false); } resultListMenu.add(visSepBuffer); JMenuItem saveOutput = new JMenuItem("Save result buffer"); if (selectedName != null) { saveOutput.addActionListener(new ActionListener() { public void actionPerformed(ActionEvent e) { saveBuffer(selectedName); } }); } else { saveOutput.setEnabled(false); } resultListMenu.add(saveOutput); resultListMenu.addSeparator(); FastVector o = null; if (selectedName != null) { o = (FastVector)m_History.getNamedObject(selectedName); } VisualizePanel temp_vp = null; if (o != null) { for (int i = 0; i < o.size(); i++) { Object temp = o.elementAt(i); if (temp instanceof VisualizePanel) { temp_vp = (VisualizePanel)temp; } } } final VisualizePanel vp = temp_vp; JMenuItem visTrans = new JMenuItem("Visualize transformed data"); if (vp != null) { visTrans.addActionListener(new ActionListener() { public void actionPerformed(ActionEvent e) { visualizeTransformedData(vp); } }); } else { visTrans.setEnabled(false); } resultListMenu.add(visTrans); resultListMenu.show(m_History.getList(), x, y); } /** * Tests out the attribute selection panel from the command line. * * @param args may optionally contain the name of a dataset to load. */ public static void main(String [] args) { try { final javax.swing.JFrame jf = new javax.swing.JFrame("Weka Knowledge Explorer: Select attributes"); jf.getContentPane().setLayout(new BorderLayout()); final AttributeSelectionPanel sp = new AttributeSelectionPanel(); jf.getContentPane().add(sp, BorderLayout.CENTER); weka.gui.LogPanel lp = new weka.gui.LogPanel(); sp.setLog(lp); jf.getContentPane().add(lp, BorderLayout.SOUTH); jf.addWindowListener(new java.awt.event.WindowAdapter() { public void windowClosing(java.awt.event.WindowEvent e) { jf.dispose(); System.exit(0); } }); jf.pack(); jf.setVisible(true); if (args.length == 1) { System.err.println("Loading instances from " + args[0]); java.io.Reader r = new java.io.BufferedReader( new java.io.FileReader(args[0])); Instances i = new Instances(r); sp.setInstances(i); } } catch (Exception ex) { ex.printStackTrace(); System.err.println(ex.getMessage()); } } }