checkscheme.java

矩阵的QR分解算法

/*
 *    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.
 */

/*
 * CheckScheme.java
 * Copyright (C) 2006 University of Waikato, Hamilton, New Zealand
 *
 */

package weka.core;

import java.util.Enumeration;
import java.util.Random;
import java.util.StringTokenizer;
import java.util.Vector;

/**
 * Abstract general class for testing schemes in Weka. Derived classes are
 * also used for JUnit tests.
 *
 * @author FracPete (fracpete at waikato dot ac dot nz)
 * @version $Revision: 1.3 $
 * @see TestInstances
 */
public abstract class CheckScheme
  extends Check {
  
  /** a class for postprocessing the test-data */
  public static class PostProcessor {
    /**
     * Provides a hook for derived classes to further modify the data. Currently,
     * the data is just passed through.
     * 
     * @param data	the data to process
     * @return		the processed data
     */
    public Instances process(Instances data) {
      return data;
    }
  }
  
  /** The number of instances in the datasets */
  protected int m_NumInstances = 20;
  
  /** the number of nominal attributes */
  protected int m_NumNominal = 2;
  
  /** the number of numeric attributes */
  protected int m_NumNumeric = 1;
  
  /** the number of string attributes */
  protected int m_NumString = 1;
  
  /** the number of date attributes */
  protected int m_NumDate = 1;
  
  /** the number of relational attributes */
  protected int m_NumRelational = 1;
  
  /** the number of instances in relational attributes (applies also for bags
   * in multi-instance) */
  protected int m_NumInstancesRelational = 10;
  
  /** for generating String attributes/classes */
  protected String[] m_Words = TestInstances.DEFAULT_WORDS;
  
  /** for generating String attributes/classes */
  protected String m_WordSeparators = TestInstances.DEFAULT_SEPARATORS;
  
  /** for post-processing the data even further */
  protected PostProcessor m_PostProcessor = null;
  
  /** whether classpath problems occurred */
  protected boolean m_ClasspathProblems = false;
  
  /**
   * Returns an enumeration describing the available options.
   *
   * @return an enumeration of all the available options.
   */
  public Enumeration listOptions() {
    Vector result = new Vector();
    
    Enumeration en = super.listOptions();
    while (en.hasMoreElements())
      result.addElement(en.nextElement());
    
    result.addElement(new Option(
        "\tThe number of instances in the datasets (default 20).",
        "N", 1, "-N <num>"));

    result.addElement(new Option(
        "\tThe number of nominal attributes (default 2).",
        "nominal", 1, "-nominal <num>"));
    
    result.addElement(new Option(
        "\tThe number of values for nominal attributes (default 1).",
        "nominal-values", 1, "-nominal-values <num>"));
    
    result.addElement(new Option(
        "\tThe number of numeric attributes (default 1).",
        "numeric", 1, "-numeric <num>"));
    
    result.addElement(new Option(
        "\tThe number of string attributes (default 1).",
        "string", 1, "-string <num>"));
    
    result.addElement(new Option(
        "\tThe number of date attributes (default 1).",
        "date", 1, "-date <num>"));
    
    result.addElement(new Option(
        "\tThe number of relational attributes (default 1).",
        "relational", 1, "-relational <num>"));
    
    result.addElement(new Option(
        "\tThe number of instances in relational/bag attributes (default 10).",
        "num-instances-relational", 1, "-num-instances-relational <num>"));
    
    result.addElement(new Option(
        "\tThe words to use in string attributes.",
        "words", 1, "-words <comma-separated-list>"));
    
    result.addElement(new Option(
        "\tThe word separators to use in string attributes.",
        "word-separators", 1, "-word-separators <chars>"));
    
    return result.elements();
  }
  
  /**
   * Parses a given list of options. 
   *
   * @param options the list of options as an array of strings
   * @throws Exception if an option is not supported
   */
  public void setOptions(String[] options) throws Exception {
    String      tmpStr;
    
    super.setOptions(options);
    
    tmpStr = Utils.getOption('N', options);
    if (tmpStr.length() != 0)
      setNumInstances(Integer.parseInt(tmpStr));
    else
      setNumInstances(20);
    
    tmpStr = Utils.getOption("nominal", options);
    if (tmpStr.length() != 0)
      setNumNominal(Integer.parseInt(tmpStr));
    else
      setNumNominal(2);
    
    tmpStr = Utils.getOption("numeric", options);
    if (tmpStr.length() != 0)
      setNumNumeric(Integer.parseInt(tmpStr));
    else
      setNumNumeric(1);
    
    tmpStr = Utils.getOption("string", options);
    if (tmpStr.length() != 0)
      setNumString(Integer.parseInt(tmpStr));
    else
      setNumString(1);
    
    tmpStr = Utils.getOption("date", options);
    if (tmpStr.length() != 0)
      setNumDate(Integer.parseInt(tmpStr));
    else
      setNumDate(1);
    
    tmpStr = Utils.getOption("relational", options);
    if (tmpStr.length() != 0)
      setNumRelational(Integer.parseInt(tmpStr));
    else
      setNumRelational(1);
    
    tmpStr = Utils.getOption("num-instances-relational", options);
    if (tmpStr.length() != 0)
      setNumInstancesRelational(Integer.parseInt(tmpStr));
    else
      setNumInstancesRelational(10);
    
    tmpStr = Utils.getOption("words", options);
    if (tmpStr.length() != 0)
      setWords(tmpStr);
    else
      setWords(new TestInstances().getWords());
    
    if (Utils.getOptionPos("word-separators", options) > -1) {
      tmpStr = Utils.getOption("word-separators", options);
      setWordSeparators(tmpStr);
    }
    else {
      setWordSeparators(TestInstances.DEFAULT_SEPARATORS);
    }
  }
  
  /**
   * Gets the current settings of the CheckClassifier.
   *
   * @return an array of strings suitable for passing to setOptions
   */
  public String[] getOptions() {
    Vector        result;
    String[]      options;
    int           i;
    
    result = new Vector();
    
    options = super.getOptions();
    for (i = 0; i < options.length; i++)
      result.add(options[i]);
    
    result.add("-N");
    result.add("" + getNumInstances());
    
    result.add("-nominal");
    result.add("" + getNumNominal());
    
    result.add("-numeric");
    result.add("" + getNumNumeric());
    
    result.add("-string");
    result.add("" + getNumString());
    
    result.add("-date");
    result.add("" + getNumDate());
    
    result.add("-relational");
    result.add("" + getNumRelational());
    
    result.add("-words");
    result.add("" + getWords());
    
    result.add("-word-separators");
    result.add("" + getWordSeparators());
    
    return (String[]) result.toArray(new String[result.size()]);
  }
  
  /**
   * sets the PostProcessor to use
   * 
   * @param value	the new PostProcessor
   * @see #m_PostProcessor
   */
  public void setPostProcessor(PostProcessor value) {
    m_PostProcessor = value;
  }
  
  /**
   * returns the current PostProcessor, can be null
   * 
   * @return		the current PostProcessor
   */
  public PostProcessor getPostProcessor() {
    return m_PostProcessor;
  }
  
  /**
   * returns TRUE if the classifier returned a "not in classpath" Exception
   * 
   * @return	true if CLASSPATH problems occurred
   */
  public boolean hasClasspathProblems() {
    return m_ClasspathProblems;
  }
  
  /**
   * Begin the tests, reporting results to System.out
   */
  public abstract void doTests();
  
  /**
   * Sets the number of instances to use in the datasets (some classifiers
   * might require more instances).
   *
   * @param value the number of instances to use
   */
  public void setNumInstances(int value) {
    m_NumInstances = value;
  }
  
  /**
   * Gets the current number of instances to use for the datasets.
   *
   * @return the number of instances
   */
  public int getNumInstances() {
    return m_NumInstances;