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weka.gui.beans.DataVisualizer Maven / Gradle / Ivy
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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.
/*
* 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 .
*/
/*
* DataVisualizer.java
* Copyright (C) 2002-2012 University of Waikato, Hamilton, New Zealand
*
*/
package weka.gui.beans;
import weka.core.*;
import weka.core.PluginManager;
import weka.gui.Logger;
import weka.gui.visualize.PlotData2D;
import weka.gui.visualize.VisualizePanel;
import javax.swing.*;
import java.awt.BorderLayout;
import java.awt.GraphicsEnvironment;
import java.awt.image.BufferedImage;
import java.beans.EventSetDescriptor;
import java.beans.PropertyChangeListener;
import java.beans.VetoableChangeListener;
import java.beans.beancontext.BeanContext;
import java.beans.beancontext.BeanContextChild;
import java.beans.beancontext.BeanContextChildSupport;
import java.io.Serializable;
import java.util.ArrayList;
import java.util.Enumeration;
import java.util.EventObject;
import java.util.List;
import java.util.Vector;
/**
* Bean that encapsulates weka.gui.visualize.VisualizePanel
*
* @author Mark Hall
* @version $Revision: 14494 $
*/
public class DataVisualizer extends JPanel implements DataSourceListener,
TrainingSetListener, TestSetListener, Visible, UserRequestAcceptor,
Serializable, BeanContextChild, HeadlessEventCollector, EnvironmentHandler,
BeanCommon, EventConstraints {
/** for serialization */
private static final long serialVersionUID = 1949062132560159028L;
protected BeanVisual m_visual = new BeanVisual("DataVisualizer",
BeanVisual.ICON_PATH + "DefaultDataVisualizer.gif", BeanVisual.ICON_PATH
+ "DefaultDataVisualizer_animated.gif");
protected transient Instances m_visualizeDataSet;
protected transient JFrame m_popupFrame;
protected boolean m_framePoppedUp = false;
/**
* True if this bean's appearance is the design mode appearance
*/
protected boolean m_design;
/**
* BeanContex that this bean might be contained within
*/
protected transient BeanContext m_beanContext = null;
private VisualizePanel m_visPanel;
/** Events received and stored during headless execution */
protected List m_headlessEvents;
/**
* Set to true when processing events stored during headless execution. Used
* to prevent sending ImageEvents to listeners a second time (since these will
* have been passed on during headless execution).
*/
protected transient boolean m_processingHeadlessEvents = false;
protected ArrayList m_imageListeners = new ArrayList();
protected List m_listenees = new ArrayList();
/**
* Objects listening for data set events
*/
private final Vector m_dataSetListeners = new Vector();
/** For rendering plots to encapsulate in ImageEvents */
protected transient List m_offscreenPlotData;
protected transient OffscreenChartRenderer m_offscreenRenderer;
/** Name of the renderer to use for offscreen chart rendering */
protected String m_offscreenRendererName = "Weka Chart Renderer";
/**
* The name of the attribute to use for the x-axis of offscreen plots. If left
* empty, False Positive Rate is used for threshold curves
*/
protected String m_xAxis = "";
/**
* The name of the attribute to use for the y-axis of offscreen plots. If left
* empty, True Positive Rate is used for threshold curves
*/
protected String m_yAxis = "";
/**
* Additional options for the offscreen renderer
*/
protected String m_additionalOptions = "";
/** Width of offscreen plots */
protected String m_width = "500";
/** Height of offscreen plots */
protected String m_height = "400";
/**
* The environment variables.
*/
protected transient Environment m_env;
/**
* BeanContextChild support
*/
protected BeanContextChildSupport m_bcSupport = new BeanContextChildSupport(
this);
public DataVisualizer() {
java.awt.GraphicsEnvironment.getLocalGraphicsEnvironment();
if (!GraphicsEnvironment.isHeadless()) {
appearanceFinal();
} else {
m_headlessEvents = new ArrayList();
}
}
/**
* Global info for this bean
*
* @return a String
value
*/
public String globalInfo() {
return "Visualize incoming data/training/test sets in a 2D scatter plot.";
}
protected void appearanceDesign() {
m_visPanel = null;
removeAll();
useDefaultVisual();
setLayout(new BorderLayout());
add(m_visual, BorderLayout.CENTER);
}
protected void appearanceFinal() {
java.awt.GraphicsEnvironment.getLocalGraphicsEnvironment();
removeAll();
if (!GraphicsEnvironment.isHeadless()) {
setLayout(new BorderLayout());
setUpFinal();
}
}
protected void setUpFinal() {
if (m_visPanel == null) {
m_visPanel = new VisualizePanel();
}
add(m_visPanel, BorderLayout.CENTER);
}
/**
* Accept a training set
*
* @param e a TrainingSetEvent
value
*/
@Override
public void acceptTrainingSet(TrainingSetEvent e) {
Instances trainingSet = e.getTrainingSet();
DataSetEvent dse = new DataSetEvent(this, trainingSet);
acceptDataSet(dse);
}
/**
* Accept a test set
*
* @param e a TestSetEvent
value
*/
@Override
public void acceptTestSet(TestSetEvent e) {
Instances testSet = e.getTestSet();
DataSetEvent dse = new DataSetEvent(this, testSet);
acceptDataSet(dse);
}
/**
* Accept a data set
*
* @param e a DataSetEvent
value
*/
@Override
public synchronized void acceptDataSet(DataSetEvent e) {
// ignore structure only events
if (e.isStructureOnly()) {
return;
}
m_visualizeDataSet = new Instances(e.getDataSet());
if (m_visualizeDataSet.classIndex() < 0) {
m_visualizeDataSet.setClassIndex(m_visualizeDataSet.numAttributes() - 1);
}
if (!m_design) {
try {
setInstances(m_visualizeDataSet);
} catch (Exception ex) {
ex.printStackTrace();
}
} else {
if (m_headlessEvents != null) {
m_headlessEvents = new ArrayList();
m_headlessEvents.add(e);
}
}
// pass on the event to any listeners
notifyDataSetListeners(e);
renderOffscreenImage(e);
}
protected void renderOffscreenImage(DataSetEvent e) {
if (m_env == null) {
m_env = Environment.getSystemWide();
}
if (m_imageListeners.size() > 0 && !m_processingHeadlessEvents) {
// configure the renderer (if necessary)
setupOffscreenRenderer();
m_offscreenPlotData = new ArrayList();
Instances predictedI = e.getDataSet();
if (predictedI.classIndex() >= 0
&& predictedI.classAttribute().isNominal()) {
// set up multiple series - one for each class
Instances[] classes = new Instances[predictedI.numClasses()];
for (int i = 0; i < predictedI.numClasses(); i++) {
classes[i] = new Instances(predictedI, 0);
classes[i].setRelationName(predictedI.classAttribute().value(i));
}
for (int i = 0; i < predictedI.numInstances(); i++) {
Instance current = predictedI.instance(i);
classes[(int) current.classValue()].add((Instance) current.copy());
}
for (Instances classe : classes) {
m_offscreenPlotData.add(classe);
}
} else {
m_offscreenPlotData.add(new Instances(predictedI));
}
List options = new ArrayList();
String additional = m_additionalOptions;
if (m_additionalOptions != null && m_additionalOptions.length() > 0) {
try {
additional = m_env.substitute(additional);
} catch (Exception ex) {
}
}
if (additional != null && additional.indexOf("-color") < 0) {
// for WekaOffscreenChartRenderer only
if (additional.length() > 0) {
additional += ",";
}
if (predictedI.classIndex() >= 0) {
additional += "-color=" + predictedI.classAttribute().name();
} else {
additional += "-color=/last";
}
}
String[] optionsParts = additional.split(",");
for (String p : optionsParts) {
options.add(p.trim());
}
String xAxis = m_xAxis;
try {
xAxis = m_env.substitute(xAxis);
} catch (Exception ex) {
}
String yAxis = m_yAxis;
try {
yAxis = m_env.substitute(yAxis);
} catch (Exception ex) {
}
String width = m_width;
String height = m_height;
int defWidth = 500;
int defHeight = 400;
try {
width = m_env.substitute(width);
height = m_env.substitute(height);
defWidth = Integer.parseInt(width);
defHeight = Integer.parseInt(height);
} catch (Exception ex) {
}
try {
BufferedImage osi = m_offscreenRenderer.renderXYScatterPlot(defWidth,
defHeight, m_offscreenPlotData, xAxis, yAxis, options);
ImageEvent ie = new ImageEvent(this, osi);
notifyImageListeners(ie);
} catch (Exception e1) {
e1.printStackTrace();
}
}
}
/**
* Notify all image listeners of a ImageEvent
*
* @param te a ImageEvent
value
*/
@SuppressWarnings("unchecked")
protected void notifyImageListeners(ImageEvent te) {
ArrayList l;
synchronized (this) {
l = (ArrayList) m_imageListeners.clone();
}
if (l.size() > 0) {
for (int i = 0; i < l.size(); i++) {
l.get(i).acceptImage(te);
}
}
}
/**
* Get the list of events processed in headless mode. May return null or an
* empty list if not running in headless mode or no events were processed
*
* @return a list of EventObjects or null.
*/
@Override
public List retrieveHeadlessEvents() {
return m_headlessEvents;
}
/**
* Process a list of events that have been collected earlier. Has no affect if
* the component is running in headless mode.
*
* @param headless a list of EventObjects to process.
*/
@Override
public void processHeadlessEvents(List headless) {
// only process if we're not headless
if (!java.awt.GraphicsEnvironment.isHeadless()) {
m_processingHeadlessEvents = true;
for (EventObject e : headless) {
if (e instanceof DataSetEvent) {
acceptDataSet((DataSetEvent) e);
}
}
}
m_processingHeadlessEvents = false;
}
/**
* Set the visual appearance of this bean
*
* @param newVisual a BeanVisual
value
*/
@Override
public void setVisual(BeanVisual newVisual) {
m_visual = newVisual;
}
/**
* Return the visual appearance of this bean
*/
@Override
public BeanVisual getVisual() {
return m_visual;
}
/**
* Use the default appearance for this bean
*/
@Override
public void useDefaultVisual() {
m_visual.loadIcons(BeanVisual.ICON_PATH + "DefaultDataVisualizer.gif",
BeanVisual.ICON_PATH + "DefaultDataVisualizer_animated.gif");
}
/**
* Describe enumerateRequests
method here.
*
* @return an Enumeration
value
*/
@Override
public Enumeration enumerateRequests() {
Vector newVector = new Vector(0);
if (m_visualizeDataSet != null) {
newVector.addElement("Show plot");
}
return newVector.elements();
}
/**
* Add a property change listener to this bean
*
* @param name the name of the property of interest
* @param pcl a PropertyChangeListener
value
*/
@Override
public void addPropertyChangeListener(String name, PropertyChangeListener pcl) {
m_bcSupport.addPropertyChangeListener(name, pcl);
}
/**
* Remove a property change listener from this bean
*
* @param name the name of the property of interest
* @param pcl a PropertyChangeListener
value
*/
@Override
public void removePropertyChangeListener(String name,
PropertyChangeListener pcl) {
m_bcSupport.removePropertyChangeListener(name, pcl);
}
/**
* Add a vetoable change listener to this bean
*
* @param name the name of the property of interest
* @param vcl a VetoableChangeListener
value
*/
@Override
public void addVetoableChangeListener(String name, VetoableChangeListener vcl) {
m_bcSupport.addVetoableChangeListener(name, vcl);
}
/**
* Remove a vetoable change listener from this bean
*
* @param name the name of the property of interest
* @param vcl a VetoableChangeListener
value
*/
@Override
public void removeVetoableChangeListener(String name,
VetoableChangeListener vcl) {
m_bcSupport.removeVetoableChangeListener(name, vcl);
}
/**
* Set a bean context for this bean
*
* @param bc a BeanContext
value
*/
@Override
public void setBeanContext(BeanContext bc) {
m_beanContext = bc;
m_design = m_beanContext.isDesignTime();
if (m_design) {
appearanceDesign();
} else {
java.awt.GraphicsEnvironment.getLocalGraphicsEnvironment();
if (!GraphicsEnvironment.isHeadless()) {
appearanceFinal();
}
}
}
/**
* Return the bean context (if any) that this bean is embedded in
*
* @return a BeanContext
value
*/
@Override
public BeanContext getBeanContext() {
return m_beanContext;
}
/**
* Set instances for this bean. This method is a convenience method for
* clients who use this component programatically
*
* @param inst an Instances
value
* @exception Exception if an error occurs
*/
public void setInstances(Instances inst) throws Exception {
if (m_design) {
throw new Exception("This method is not to be used during design "
+ "time. It is meant to be used if this "
+ "bean is being used programatically as as "
+ "stand alone component.");
}
m_visualizeDataSet = inst;
PlotData2D pd1 = new PlotData2D(m_visualizeDataSet);
String relationName = m_visualizeDataSet.relationName();
pd1.setPlotName(relationName);
try {
m_visPanel.setMasterPlot(pd1);
} catch (Exception ex) {
System.err.println("Problem setting up "
+ "visualization (DataVisualizer)");
ex.printStackTrace();
}
}
/**
* Notify all data set listeners of a data set event
*
* @param ge a DataSetEvent
value
*/
@SuppressWarnings("unchecked")
private void notifyDataSetListeners(DataSetEvent ge) {
Vector l;
synchronized (this) {
l = (Vector) m_dataSetListeners.clone();
}
if (l.size() > 0) {
for (int i = 0; i < l.size(); i++) {
l.elementAt(i).acceptDataSet(ge);
}
}
}
/**
* Describe performRequest
method here.
*
* @param request a String
value
* @exception IllegalArgumentException if an error occurs
*/
@Override
public void performRequest(String request) {
if (request.compareTo("Show plot") == 0) {
try {
// popup visualize panel
if (!m_framePoppedUp) {
m_framePoppedUp = true;
final VisualizePanel vis = new VisualizePanel();
PlotData2D pd1 = new PlotData2D(m_visualizeDataSet);
String relationName = m_visualizeDataSet.relationName();
// A bit of a nasty hack. Allows producers of instances-based
// events to specify that the points should be connected
if (relationName.startsWith("__")) {
boolean[] connect = new boolean[m_visualizeDataSet.numInstances()];
for (int i = 1; i < connect.length; i++) {
connect[i] = true;
}
pd1.setConnectPoints(connect);
relationName = relationName.substring(2);
}
pd1.setPlotName(relationName);
try {
vis.setMasterPlot(pd1);
} catch (Exception ex) {
System.err.println("Problem setting up "
+ "visualization (DataVisualizer)");
ex.printStackTrace();
}
final JFrame jf = Utils.getWekaJFrame("Visualize", m_visual);
jf.getContentPane().setLayout(new BorderLayout());
jf.getContentPane().add(vis, BorderLayout.CENTER);
jf.addWindowListener(new java.awt.event.WindowAdapter() {
@Override
public void windowClosing(java.awt.event.WindowEvent e) {
jf.dispose();
m_framePoppedUp = false;
}
});
jf.pack();
jf.setSize(800, 600);
jf.setLocationRelativeTo(SwingUtilities.getWindowAncestor(m_visual));
jf.setVisible(true);
m_popupFrame = jf;
} else {
m_popupFrame.toFront();
}
} catch (Exception ex) {
ex.printStackTrace();
m_framePoppedUp = false;
}
} else {
throw new IllegalArgumentException(request
+ " not supported (DataVisualizer)");
}
}
protected void setupOffscreenRenderer() {
if (m_offscreenRenderer == null) {
if (m_offscreenRendererName == null
|| m_offscreenRendererName.length() == 0) {
m_offscreenRenderer = new WekaOffscreenChartRenderer();
return;
}
if (m_offscreenRendererName.equalsIgnoreCase("weka chart renderer")) {
m_offscreenRenderer = new WekaOffscreenChartRenderer();
} else {
try {
Object r = PluginManager.getPluginInstance(
"weka.gui.beans.OffscreenChartRenderer", m_offscreenRendererName);
if (r != null && r instanceof weka.gui.beans.OffscreenChartRenderer) {
m_offscreenRenderer = (OffscreenChartRenderer) r;
} else {
// use built-in default
m_offscreenRenderer = new WekaOffscreenChartRenderer();
}
} catch (Exception ex) {
// use built-in default
m_offscreenRenderer = new WekaOffscreenChartRenderer();
}
}
}
}
/**
* Add a listener
*
* @param dsl a DataSourceListener
value
*/
public synchronized void addDataSourceListener(DataSourceListener dsl) {
m_dataSetListeners.addElement(dsl);
}
/**
* Remove a listener
*
* @param dsl a DataSourceListener
value
*/
public synchronized void removeDataSourceListener(DataSourceListener dsl) {
m_dataSetListeners.remove(dsl);
}
public static void main(String[] args) {
try {
if (args.length != 1) {
System.err.println("Usage: DataVisualizer ");
System.exit(1);
}
java.io.Reader r = new java.io.BufferedReader(new java.io.FileReader(
args[0]));
Instances inst = new Instances(r);
final javax.swing.JFrame jf = new javax.swing.JFrame();
jf.getContentPane().setLayout(new java.awt.BorderLayout());
final DataVisualizer as = new DataVisualizer();
as.setInstances(inst);
jf.getContentPane().add(as, java.awt.BorderLayout.CENTER);
jf.addWindowListener(new java.awt.event.WindowAdapter() {
@Override
public void windowClosing(java.awt.event.WindowEvent e) {
jf.dispose();
System.exit(0);
}
});
jf.setSize(800, 600);
jf.setVisible(true);
} catch (Exception ex) {
ex.printStackTrace();
System.err.println(ex.getMessage());
}
}
@Override
public void setEnvironment(Environment env) {
m_env = env;
}
/**
* Set the name of the attribute for the x-axis in offscreen plots. This
* defaults to "False Positive Rate" for threshold curves if not specified.
*
* @param xAxis the name of the xAxis
*/
public void setOffscreenXAxis(String xAxis) {
m_xAxis = xAxis;
}
/**
* Get the name of the attribute for the x-axis in offscreen plots
*
* @return the name of the xAxis
*/
public String getOffscreenXAxis() {
return m_xAxis;
}
/**
* Set the name of the attribute for the y-axis in offscreen plots. This
* defaults to "True Positive Rate" for threshold curves if not specified.
*
* @param yAxis the name of the xAxis
*/
public void setOffscreenYAxis(String yAxis) {
m_yAxis = yAxis;
}
/**
* Get the name of the attribute for the y-axix of offscreen plots.
*
* @return the name of the yAxis.
*/
public String getOffscreenYAxis() {
return m_yAxis;
}
/**
* Set the width (in pixels) of the offscreen image to generate.
*
* @param width the width in pixels.
*/
public void setOffscreenWidth(String width) {
m_width = width;
}
/**
* Get the width (in pixels) of the offscreen image to generate.
*
* @return the width in pixels.
*/
public String getOffscreenWidth() {
return m_width;
}
/**
* Set the height (in pixels) of the offscreen image to generate
*
* @param height the height in pixels
*/
public void setOffscreenHeight(String height) {
m_height = height;
}
/**
* Get the height (in pixels) of the offscreen image to generate
*
* @return the height in pixels
*/
public String getOffscreenHeight() {
return m_height;
}
/**
* Set the name of the renderer to use for offscreen chart rendering
* operations
*
* @param rendererName the name of the renderer to use
*/
public void setOffscreenRendererName(String rendererName) {
m_offscreenRendererName = rendererName;
m_offscreenRenderer = null;
}
/**
* Get the name of the renderer to use for offscreen chart rendering
* operations
*
* @return the name of the renderer to use
*/
public String getOffscreenRendererName() {
return m_offscreenRendererName;
}
/**
* Set the additional options for the offscreen renderer
*
* @param additional additional options
*/
public void setOffscreenAdditionalOpts(String additional) {
m_additionalOptions = additional;
}
/**
* Get the additional options for the offscreen renderer
*
* @return the additional options
*/
public String getOffscreenAdditionalOpts() {
return m_additionalOptions;
}
/**
* Add an image listener
*
* @param cl a ImageListener
value
*/
public synchronized void addImageListener(ImageListener cl) {
m_imageListeners.add(cl);
}
/**
* Remove an image listener
*
* @param cl a ImageListener
value
*/
public synchronized void removeImageListener(ImageListener cl) {
m_imageListeners.remove(cl);
}
/**
* 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() {
// TODO Auto-generated method stub
return m_visual.getText();
}
/**
* Stop any processing that the bean might be doing.
*/
@Override
public void stop() {
}
/**
* 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 false;
}
/**
* Set a logger
*
* @param logger a Logger
value
*/
@Override
public void setLog(Logger logger) {
}
/**
* Returns true if, at this time, the object will accept a connection via the
* supplied EventSetDescriptor
*
* @param esd the EventSetDescriptor
* @return true if the object will accept a connection
*/
@Override
public boolean connectionAllowed(EventSetDescriptor esd) {
return connectionAllowed(esd.getName());
}
/**
* Returns true if, at this time, the object will accept a connection via the
* named event
*
* @param eventName the name of the event
* @return true if the object will accept a connection
*/
@Override
public boolean connectionAllowed(String eventName) {
return eventName.equals("dataSet") || eventName.equals("trainingSet")
|| eventName.equals("testSet");
}
/**
* Notify this object that it has been registered as a listener with a source
* for recieving events described by the named event This object is
* responsible for recording this fact.
*
* @param eventName the event
* @param source the source with which this object has been registered as a
* listener
*/
@Override
public void connectionNotification(String eventName, Object source) {
if (connectionAllowed(eventName)) {
m_listenees.add(source);
}
}
/**
* Notify this object that it has been deregistered as a listener with a
* source for named event. This object is responsible for recording this fact.
*
* @param eventName the event
* @param source the source with which this object has been registered as a
* listener
*/
@Override
public void disconnectionNotification(String eventName, Object source) {
m_listenees.remove(source);
}
/**
* 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_listenees.size() == 0) {
return false;
}
boolean ok = false;
for (Object o : m_listenees) {
if (o instanceof EventConstraints) {
if (((EventConstraints) o).eventGeneratable("dataSet")
|| ((EventConstraints) o).eventGeneratable("trainingSet")
|| ((EventConstraints) o).eventGeneratable("testSet")) {
ok = true;
break;
}
}
}
return ok;
}
}