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The Waikato Environment for Knowledge Analysis (WEKA), a machine learning workbench. This version represents the developer version, the "bleeding edge" of development, you could say. New functionality gets added to this version.

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/*
 *   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 3 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, see .
 */

/*
 *    ClustererPerformanceEvaluator.java
 *    Copyright (C) 2004-2012 University of Waikato, Hamilton, New Zealand
 *
 */

package weka.gui.beans;

import java.io.Serializable;
import java.util.Enumeration;
import java.util.Vector;

import weka.clusterers.ClusterEvaluation;
import weka.clusterers.Clusterer;

/**
 * A bean that evaluates the performance of batch trained clusterers
 * 
 * @author Stefan Mutter
 * @version $Revision: 10220 $
 */
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 final 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
   */
  @Override
  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)
   */
  @Override
  public String getCustomName() {
    return m_visual.getText();
  }

  /**
   * Global info for this bean
   * 
   * @return a String value
   */
  public String globalInfo() {
    return "Evaluate the performance of batch trained clusterers.";
  }

  /**
   * Accept a clusterer to be evaluated
   * 
   * @param ce a BatchClustererEvent value
   */
  @Override
  public void acceptClusterer(final BatchClustererEvent ce) {

    if (ce.getTestSet().isStructureOnly()) {
      return; // cant evaluate empty instances
    }
    try {
      if (m_evaluateThread == null) {
        m_evaluateThread = new Thread() {
          @Override
          @SuppressWarnings("deprecation")
          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.
   */
  @Override
  public boolean isBusy() {
    return (m_evaluateThread != null);
  }

  /**
   * Try and stop any action
   */
  @Override
  @SuppressWarnings("deprecation")
  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 boolean 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 Enumeration value
   */
  @Override
  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
   */
  @Override
  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 TextListener value
   */
  public synchronized void addTextListener(TextListener cl) {
    m_textListeners.addElement(cl);
  }

  /**
   * Remove a text listener
   * 
   * @param cl a TextListener value
   */
  public synchronized void removeTextListener(TextListener cl) {
    m_textListeners.remove(cl);
  }

  /**
   * Notify all text listeners of a TextEvent
   * 
   * @param te a TextEvent value
   */
  @SuppressWarnings("unchecked")
  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)");
        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
   */
  @Override
  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() + "|";
  }
}




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