/* * 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. */ /* * ClustererPerformanceEvaluator.java * Copyright (C) 2004 University of Waikato, Hamilton, New Zealand * */ package weka.gui.beans; import weka.clusterers.ClusterEvaluation; import weka.clusterers.Clusterer; import java.io.Serializable; import java.util.Enumeration; import java.util.Vector; /** * A bean that evaluates the performance of batch trained clusterers * * @author <a href="mailto:mutter@cs.waikato.ac.nz">Stefan Mutter</a> * @version $Revision: 4813 $ */ public class ClustererPerformanceEvaluator extends AbstractEvaluator implements BatchClustererListener, Serializable, UserRequestAcceptor, EventConstraints { /** for serialization */ private static final long serialVersionUID = 8041163601333978584L; /** * Evaluation object used for evaluating a clusterer */ private transient ClusterEvaluation m_eval; /** * Holds the clusterer to be evaluated */ private transient Clusterer m_clusterer; private transient Thread m_evaluateThread = null; private Vector m_textListeners = new Vector(); public ClustererPerformanceEvaluator() { m_visual.loadIcons(BeanVisual.ICON_PATH +"ClustererPerformanceEvaluator.gif", BeanVisual.ICON_PATH +"ClustererPerformanceEvaluator_animated.gif"); m_visual.setText("ClustererPerformanceEvaluator"); } /** * Set a custom (descriptive) name for this bean * * @param name the name to use */ public void setCustomName(String name) { m_visual.setText(name); } /** * Get the custom (descriptive) name for this bean (if one has been set) * * @return the custom name (or the default name) */ public String getCustomName() { return m_visual.getText(); } /** * Global info for this bean * * @return a <code>String</code> value */ public String globalInfo() { return "Evaluate the performance of batch trained clusterers."; } /** * Accept a clusterer to be evaluated * * @param ce a <code>BatchClustererEvent</code> value */ public void acceptClusterer(final BatchClustererEvent ce) { if (ce.getTestSet().isStructureOnly()) { return; // cant evaluate empty instances } try { if (m_evaluateThread == null) { m_evaluateThread = new Thread() { public void run() { boolean numericClass = false; // final String oldText = m_visual.getText(); try { if (ce.getSetNumber() == 1 /*|| ce.getClusterer() != m_clusterer */) { m_eval = new ClusterEvaluation(); m_clusterer = ce.getClusterer(); m_eval.setClusterer(m_clusterer); } if (ce.getSetNumber() <= ce.getMaxSetNumber()) { // m_visual.setText("Evaluating ("+ce.getSetNumber()+")..."); if (m_logger != null) { m_logger.statusMessage(statusMessagePrefix() +"Evaluating ("+ce.getSetNumber() +")..."); } m_visual.setAnimated(); if(ce.getTestSet().getDataSet().classIndex() != -1 && ce.getTestSet().getDataSet().classAttribute().isNumeric()){ numericClass = true; ce.getTestSet().getDataSet().setClassIndex(-1); } m_eval.evaluateClusterer(ce.getTestSet().getDataSet()); } if (ce.getSetNumber() == ce.getMaxSetNumber()) { String textTitle = m_clusterer.getClass().getName(); textTitle = textTitle.substring(textTitle.lastIndexOf('.')+1, textTitle.length()); String test; if(ce.getTestOrTrain() == 0) test = "test"; else test = "training"; String resultT = "=== Evaluation result for "+test+" instances ===\n\n" + "Scheme: " + textTitle + "\n" + "Relation: " + ce.getTestSet().getDataSet().relationName() + "\n\n" + m_eval.clusterResultsToString(); if(numericClass) resultT = resultT + "\n\nNo class based evaluation possible. Class attribute has to be nominal."; TextEvent te = new TextEvent(ClustererPerformanceEvaluator.this, resultT, textTitle); notifyTextListeners(te); if (m_logger != null) { m_logger.statusMessage(statusMessagePrefix() + "Finished."); } } } catch (Exception ex) { // stop all processing ClustererPerformanceEvaluator.this.stop(); if (m_logger != null) { m_logger.statusMessage(statusMessagePrefix() + "ERROR (see log for details"); m_logger.logMessage("[ClustererPerformanceEvaluator] " + statusMessagePrefix() + " problem while evaluating clusterer. " + ex.getMessage()); } ex.printStackTrace(); } finally { // m_visual.setText(oldText); m_visual.setStatic(); m_evaluateThread = null; if (isInterrupted()) { if (m_logger != null) { m_logger.logMessage("[" + getCustomName() + "] Evaluation interrupted!"); m_logger.statusMessage(statusMessagePrefix() + "INTERRUPTED"); } } block(false); } } }; m_evaluateThread.setPriority(Thread.MIN_PRIORITY); m_evaluateThread.start(); // make sure the thread is still running before we block // if (m_evaluateThread.isAlive()) { block(true); // } m_evaluateThread = null; } } catch (Exception ex) { ex.printStackTrace(); } } /** * Returns true if. at this time, the bean is busy with some * (i.e. perhaps a worker thread is performing some calculation). * * @return true if the bean is busy. */ public boolean isBusy() { return (m_evaluateThread != null); } /** * Try and stop any action */ public void stop() { // tell the listenee (upstream bean) to stop if (m_listenee instanceof BeanCommon) { // System.err.println("Listener is BeanCommon"); ((BeanCommon)m_listenee).stop(); } // stop the evaluate thread if (m_evaluateThread != null) { m_evaluateThread.interrupt(); m_evaluateThread.stop(); m_evaluateThread = null; m_visual.setStatic(); } } /** * Function used to stop code that calls acceptClusterer. This is * needed as clusterer evaluation is performed inside a separate * thread of execution. * * @param tf a <code>boolean</code> value */ private synchronized void block(boolean tf) { if (tf) { try { // only block if thread is still doing something useful! if (m_evaluateThread != null && m_evaluateThread.isAlive()) { wait(); } } catch (InterruptedException ex) { } } else { notifyAll(); } } /** * Return an enumeration of user activated requests for this bean * * @return an <code>Enumeration</code> value */ public Enumeration enumerateRequests() { Vector newVector = new Vector(0); if (m_evaluateThread != null) { newVector.addElement("Stop"); } return newVector.elements(); } /** * Perform the named request * * @param request the request to perform * @exception IllegalArgumentException if an error occurs */ public void performRequest(String request) { if (request.compareTo("Stop") == 0) { stop(); } else { throw new IllegalArgumentException(request + " not supported (ClustererPerformanceEvaluator)"); } } /** * Add a text listener * * @param cl a <code>TextListener</code> value */ public synchronized void addTextListener(TextListener cl) { m_textListeners.addElement(cl); } /** * Remove a text listener * * @param cl a <code>TextListener</code> value */ public synchronized void removeTextListener(TextListener cl) { m_textListeners.remove(cl); } /** * Notify all text listeners of a TextEvent * * @param te a <code>TextEvent</code> value */ private void notifyTextListeners(TextEvent te) { Vector l; synchronized (this) { l = (Vector)m_textListeners.clone(); } if (l.size() > 0) { for(int i = 0; i < l.size(); i++) { // System.err.println("Notifying text listeners " // +"(ClustererPerformanceEvaluator)"); ((TextListener)l.elementAt(i)).acceptText(te); } } } /** * Returns true, if at the current time, the named event could * be generated. Assumes that supplied event names are names of * events that could be generated by this bean. * * @param eventName the name of the event in question * @return true if the named event could be generated at this point in * time */ public boolean eventGeneratable(String eventName) { if (m_listenee == null) { return false; } if (m_listenee instanceof EventConstraints) { if (!((EventConstraints)m_listenee). eventGeneratable("batchClusterer")) { return false; } } return true; } private String statusMessagePrefix() { return getCustomName() + "$" + hashCode() + "|"; } }