adams.flow.sink.WekaCostBenefitAnalysis.java Source code

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Here is the source code for adams.flow.sink.WekaCostBenefitAnalysis.java

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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 <http://www.gnu.org/licenses/>.
 */

/*
 * WekaCostBenefitAnalysis.java
 * Copyright (C) 2015 University of Waikato, Hamilton, New Zealand
 */

package adams.flow.sink;

import adams.data.weka.WekaLabelIndex;
import adams.flow.container.WekaEvaluationContainer;
import adams.flow.core.Token;
import adams.gui.core.BasePanel;
import weka.classifiers.Evaluation;
import weka.classifiers.evaluation.ThresholdCurve;
import weka.core.Attribute;
import weka.core.Instances;
import weka.gui.beans.CostBenefitAnalysis;
import weka.gui.visualize.PlotData2D;

import javax.swing.JComponent;
import java.awt.BorderLayout;
import java.util.ArrayList;
import java.util.logging.Level;

/**
 <!-- globalinfo-start -->
 * Actor for displaying a cost benefit analysis dialog.
 * <br><br>
 <!-- globalinfo-end -->
 *
 <!-- flow-summary-start -->
 * Input&#47;output:<br>
 * - accepts:<br>
 * &nbsp;&nbsp;&nbsp;weka.classifiers.Evaluation<br>
 * &nbsp;&nbsp;&nbsp;adams.flow.container.WekaEvaluationContainer<br>
 * <br><br>
 * Container information:<br>
 * - adams.flow.container.WekaEvaluationContainer: Evaluation, Model, Prediction output
 * <br><br>
 <!-- flow-summary-end -->
 *
 <!-- options-start -->
 * <pre>-logging-level &lt;OFF|SEVERE|WARNING|INFO|CONFIG|FINE|FINER|FINEST&gt; (property: loggingLevel)
 * &nbsp;&nbsp;&nbsp;The logging level for outputting errors and debugging output.
 * &nbsp;&nbsp;&nbsp;default: WARNING
 * </pre>
 * 
 * <pre>-name &lt;java.lang.String&gt; (property: name)
 * &nbsp;&nbsp;&nbsp;The name of the actor.
 * &nbsp;&nbsp;&nbsp;default: WekaCostBenefitAnalysis
 * </pre>
 * 
 * <pre>-annotation &lt;adams.core.base.BaseAnnotation&gt; (property: annotations)
 * &nbsp;&nbsp;&nbsp;The annotations to attach to this actor.
 * &nbsp;&nbsp;&nbsp;default: 
 * </pre>
 * 
 * <pre>-skip &lt;boolean&gt; (property: skip)
 * &nbsp;&nbsp;&nbsp;If set to true, transformation is skipped and the input token is just forwarded 
 * &nbsp;&nbsp;&nbsp;as it is.
 * &nbsp;&nbsp;&nbsp;default: false
 * </pre>
 * 
 * <pre>-stop-flow-on-error &lt;boolean&gt; (property: stopFlowOnError)
 * &nbsp;&nbsp;&nbsp;If set to true, the flow gets stopped in case this actor encounters an error;
 * &nbsp;&nbsp;&nbsp; useful for critical actors.
 * &nbsp;&nbsp;&nbsp;default: false
 * </pre>
 * 
 * <pre>-silent &lt;boolean&gt; (property: silent)
 * &nbsp;&nbsp;&nbsp;If enabled, then no errors are output in the console.
 * &nbsp;&nbsp;&nbsp;default: false
 * </pre>
 * 
 * <pre>-short-title &lt;boolean&gt; (property: shortTitle)
 * &nbsp;&nbsp;&nbsp;If enabled uses just the name for the title instead of the actor's full 
 * &nbsp;&nbsp;&nbsp;name.
 * &nbsp;&nbsp;&nbsp;default: false
 * </pre>
 * 
 * <pre>-display-in-editor &lt;boolean&gt; (property: displayInEditor)
 * &nbsp;&nbsp;&nbsp;If enabled displays the panel in a tab in the flow editor rather than in 
 * &nbsp;&nbsp;&nbsp;a separate frame.
 * &nbsp;&nbsp;&nbsp;default: false
 * </pre>
 * 
 * <pre>-width &lt;int&gt; (property: width)
 * &nbsp;&nbsp;&nbsp;The width of the dialog.
 * &nbsp;&nbsp;&nbsp;default: 1200
 * &nbsp;&nbsp;&nbsp;minimum: -1
 * </pre>
 * 
 * <pre>-height &lt;int&gt; (property: height)
 * &nbsp;&nbsp;&nbsp;The height of the dialog.
 * &nbsp;&nbsp;&nbsp;default: 700
 * &nbsp;&nbsp;&nbsp;minimum: -1
 * </pre>
 * 
 * <pre>-x &lt;int&gt; (property: x)
 * &nbsp;&nbsp;&nbsp;The X position of the dialog (&gt;=0: absolute, -1: left, -2: center, -3: right
 * &nbsp;&nbsp;&nbsp;).
 * &nbsp;&nbsp;&nbsp;default: -1
 * &nbsp;&nbsp;&nbsp;minimum: -3
 * </pre>
 * 
 * <pre>-y &lt;int&gt; (property: y)
 * &nbsp;&nbsp;&nbsp;The Y position of the dialog (&gt;=0: absolute, -1: top, -2: center, -3: bottom
 * &nbsp;&nbsp;&nbsp;).
 * &nbsp;&nbsp;&nbsp;default: -1
 * &nbsp;&nbsp;&nbsp;minimum: -3
 * </pre>
 * 
 * <pre>-writer &lt;adams.gui.print.JComponentWriter&gt; (property: writer)
 * &nbsp;&nbsp;&nbsp;The writer to use for generating the graphics output.
 * &nbsp;&nbsp;&nbsp;default: adams.gui.print.NullWriter
 * </pre>
 * 
 * <pre>-index &lt;adams.data.weka.WekaLabelIndex&gt; (property: classIndex)
 * &nbsp;&nbsp;&nbsp;The range of class label indices (eg used for AUC).
 * &nbsp;&nbsp;&nbsp;default: first
 * &nbsp;&nbsp;&nbsp;example: An index is a number starting with 1; apart from label names (case-sensitive), the following placeholders can be used as well: first, second, third, last_2, last_1, last
 * </pre>
 * 
 <!-- options-end -->
 *
 * @author  fracpete (fracpete at waikato dot ac dot nz)
 * @version $Revision$
 */
public class WekaCostBenefitAnalysis extends AbstractGraphicalDisplay implements DisplayPanelProvider {

    /** for serialization. */
    private static final long serialVersionUID = 3247255046513744115L;

    /** the index of the class label. */
    protected WekaLabelIndex m_ClassIndex;

    /** the panel. */
    protected CostBenefitAnalysis m_CostBenefitPanel;

    /**
     * Returns a string describing the object.
     *
     * @return          a description suitable for displaying in the gui
     */
    @Override
    public String globalInfo() {
        return "Actor for displaying a cost benefit analysis dialog.";
    }

    /**
     * Adds options to the internal list of options.
     */
    @Override
    public void defineOptions() {
        super.defineOptions();

        m_OptionManager.add("index", "classIndex", new WekaLabelIndex(WekaLabelIndex.FIRST));
    }

    /**
     * Returns the default width for the dialog.
     *
     * @return      the default width
     */
    @Override
    protected int getDefaultWidth() {
        return 1200;
    }

    /**
     * Returns the default height for the dialog.
     *
     * @return      the default height
     */
    @Override
    protected int getDefaultHeight() {
        return 700;
    }

    /**
     * Sets the index of class label (1-based).
     *
     * @param value   the label index
     */
    public void setClassIndex(WekaLabelIndex value) {
        m_ClassIndex = value;
        reset();
    }

    /**
     * Returns the current index of class label (1-based).
     *
     * @return      the label index
     */
    public WekaLabelIndex getClassIndex() {
        return m_ClassIndex;
    }

    /**
     * Returns the tip text for this property.
     *
     * @return       tip text for this property suitable for
     *          displaying in the GUI or for listing the options.
     */
    public String classIndexTipText() {
        return "The range of class label indices (eg used for AUC).";
    }

    /**
     * Clears the content of the panel.
     */
    @Override
    public void clearPanel() {
        // can't clear
    }

    /**
     * Creates the panel to display in the dialog.
     *
     * @return      the panel
     */
    @Override
    protected BasePanel newPanel() {
        BasePanel result;

        result = new BasePanel(new BorderLayout());
        m_CostBenefitPanel = new CostBenefitAnalysis();
        result.add(m_CostBenefitPanel, BorderLayout.CENTER);

        return result;
    }

    /**
     * Returns the class that the consumer accepts.
     *
     * @return      <!-- flow-accepts-start -->weka.classifiers.Evaluation.class, adams.flow.container.WekaEvaluationContainer.class<!-- flow-accepts-end -->
     */
    public Class[] accepts() {
        return new Class[] { Evaluation.class, WekaEvaluationContainer.class };
    }

    /**
     * Plots the token (the panel and dialog have already been created at
     * this stage).
     *
     * @param token   the token to display
     */
    @Override
    protected void display(Token token) {
        Evaluation eval;
        Attribute classAtt;
        Attribute classAttToUse;
        int classValue;
        ThresholdCurve tc;
        Instances result;
        ArrayList<String> newNames;
        CostBenefitAnalysis cbAnalysis;
        PlotData2D tempd;
        boolean[] cp;
        int n;

        try {
            if (token.getPayload() instanceof WekaEvaluationContainer)
                eval = (Evaluation) ((WekaEvaluationContainer) token.getPayload())
                        .getValue(WekaEvaluationContainer.VALUE_EVALUATION);
            else
                eval = (Evaluation) token.getPayload();
            if (eval.predictions() == null) {
                getLogger().severe("No predictions available from Evaluation object!");
                return;
            }
            classAtt = eval.getHeader().classAttribute();
            m_ClassIndex.setData(classAtt);
            classValue = m_ClassIndex.getIntIndex();
            tc = new ThresholdCurve();
            result = tc.getCurve(eval.predictions(), classValue);

            // Create a dummy class attribute with the chosen
            // class value as index 0 (if necessary).
            classAttToUse = eval.getHeader().classAttribute();
            if (classValue != 0) {
                newNames = new ArrayList<>();
                newNames.add(classAtt.value(classValue));
                for (int k = 0; k < classAtt.numValues(); k++) {
                    if (k != classValue)
                        newNames.add(classAtt.value(k));
                }
                classAttToUse = new Attribute(classAtt.name(), newNames);
            }
            // assemble plot data
            tempd = new PlotData2D(result);
            tempd.setPlotName(result.relationName());
            tempd.m_alwaysDisplayPointsOfThisSize = 10;
            // specify which points are connected
            cp = new boolean[result.numInstances()];
            for (n = 1; n < cp.length; n++)
                cp[n] = true;
            tempd.setConnectPoints(cp);
            // add plot
            m_CostBenefitPanel.setCurveData(tempd, classAttToUse);
        } catch (Exception e) {
            handleException("Failed to display token: " + token, e);
        }
    }

    /**
     * Removes all graphical components.
     */
    @Override
    protected void cleanUpGUI() {
        super.cleanUpGUI();

        if (m_CostBenefitPanel != null)
            m_CostBenefitPanel = null;
    }

    /**
     * Returns the {@link Evaluation} object from the token.
     *
     * @param token   the token to extract the {@link Evaluation} object from
     * @return      the {@link Evaluation} object
     */
    protected Evaluation getEvaluation(Token token) {
        if (token.getPayload() instanceof WekaEvaluationContainer)
            return (Evaluation) ((WekaEvaluationContainer) token.getPayload())
                    .getValue(WekaEvaluationContainer.VALUE_EVALUATION);
        else
            return (Evaluation) token.getPayload();
    }

    /**
     * Creates a new panel for the token.
     *
     * @param token   the token to display in a new panel, can be null
     * @return      the generated panel
     */
    public AbstractDisplayPanel createDisplayPanel(Token token) {
        AbstractDisplayPanel result;
        String name;

        if (token != null)
            name = "Cost curve (" + getEvaluation(token).getHeader().relationName() + ")";
        else
            name = "Cost curve";

        result = new AbstractComponentDisplayPanel(name) {
            private static final long serialVersionUID = -3513994354297811163L;
            protected CostBenefitAnalysis m_VisualizePanel;

            @Override
            protected void initGUI() {
                super.initGUI();
                setLayout(new BorderLayout());
                m_VisualizePanel = new CostBenefitAnalysis();
                add(m_VisualizePanel, BorderLayout.CENTER);
            }

            @Override
            public void display(Token token) {
                try {
                    Evaluation eval = getEvaluation(token);
                    Attribute classAtt = eval.getHeader().classAttribute();
                    m_ClassIndex.setData(classAtt);
                    int classValue = m_ClassIndex.getIntIndex();
                    ThresholdCurve tc = new ThresholdCurve();
                    Instances result = tc.getCurve(eval.predictions(), classValue);

                    // Create a dummy class attribute with the chosen
                    // class value as index 0 (if necessary).
                    Attribute classAttToUse = eval.getHeader().classAttribute();
                    if (classValue != 0) {
                        ArrayList<String> newNames = new ArrayList<>();
                        newNames.add(classAtt.value(classValue));
                        for (int k = 0; k < classAtt.numValues(); k++) {
                            if (k != classValue)
                                newNames.add(classAtt.value(k));
                        }
                        classAttToUse = new Attribute(classAtt.name(), newNames);
                    }
                    // assemble plot data
                    PlotData2D tempd = new PlotData2D(result);
                    tempd.setPlotName(result.relationName());
                    tempd.m_alwaysDisplayPointsOfThisSize = 10;
                    // specify which points are connected
                    boolean[] cp = new boolean[result.numInstances()];
                    for (int n = 1; n < cp.length; n++)
                        cp[n] = true;
                    tempd.setConnectPoints(cp);
                    // add plot
                    m_VisualizePanel.setCurveData(tempd, classAttToUse);
                } catch (Exception e) {
                    getLogger().log(Level.SEVERE, "Failed to display token: " + token, e);
                }
            }

            @Override
            public JComponent supplyComponent() {
                return m_VisualizePanel;
            }

            @Override
            public void clearPanel() {
            }

            public void cleanUp() {
            }
        };

        if (token != null)
            result.display(token);

        return result;
    }

    /**
     * Returns whether the created display panel requires a scroll pane or not.
     *
     * @return      true if the display panel requires a scroll pane
     */
    public boolean displayPanelRequiresScrollPane() {
        return true;
    }
}