[4] | 1 | /* |
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| 2 | * This program is free software; you can redistribute it and/or modify |
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| 3 | * it under the terms of the GNU General Public License as published by |
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| 4 | * the Free Software Foundation; either version 2 of the License, or |
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| 5 | * (at your option) any later version. |
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| 6 | * |
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| 7 | * This program is distributed in the hope that it will be useful, |
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| 8 | * but WITHOUT ANY WARRANTY; without even the implied warranty of |
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| 9 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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| 10 | * GNU General Public License for more details. |
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| 11 | * |
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| 12 | * You should have received a copy of the GNU General Public License |
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| 13 | * along with this program; if not, write to the Free Software |
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| 14 | * Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA. |
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| 15 | */ |
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| 16 | |
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| 17 | /* |
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| 18 | * GroovyClassifier.java |
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| 19 | * Copyright (C) 2009 University of Waikato, Hamilton, New Zealand |
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| 20 | * |
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| 21 | */ |
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| 22 | |
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| 23 | package weka.classifiers.scripting; |
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| 24 | |
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| 25 | import weka.classifiers.Classifier; |
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| 26 | import weka.classifiers.AbstractClassifier; |
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| 27 | import weka.core.Capabilities; |
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| 28 | import weka.core.Instance; |
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| 29 | import weka.core.Instances; |
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| 30 | import weka.core.Option; |
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| 31 | import weka.core.RevisionUtils; |
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| 32 | import weka.core.Utils; |
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| 33 | import weka.core.OptionHandler; |
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| 34 | import weka.core.scripting.Groovy; |
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| 35 | |
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| 36 | import java.io.File; |
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| 37 | import java.util.Enumeration; |
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| 38 | import java.util.Vector; |
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| 39 | |
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| 40 | /** |
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| 41 | <!-- globalinfo-start --> |
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| 42 | * A wrapper class for Groovy code. Even though the classifier is serializable, the trained classifier cannot be stored persistently. I.e., one cannot store a model file and re-load it at a later point in time again to make predictions. |
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| 43 | * <p/> |
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| 44 | <!-- globalinfo-end --> |
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| 45 | * |
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| 46 | <!-- options-start --> |
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| 47 | * Valid options are: <p/> |
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| 48 | * |
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| 49 | * <pre> -G <filename> |
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| 50 | * The Groovy module to load (full path) |
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| 51 | * Options after '--' will be passed on to the Groovy module.</pre> |
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| 52 | * |
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| 53 | * <pre> -D |
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| 54 | * If set, classifier is run in debug mode and |
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| 55 | * may output additional info to the console</pre> |
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| 56 | * |
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| 57 | <!-- options-end --> |
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| 58 | * |
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| 59 | * Options after "--" will be passed on to the Groovy module. |
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| 60 | * <p/> |
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| 61 | * In order to use <a href="http://groovy.codehaus.org/" target="_blank">Groovy</a>, |
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| 62 | * the jar containing all the classes must be present in the CLASSPATH. |
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| 63 | * This jar is normally found in the <i>embeddable</i> |
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| 64 | * sub-directory of the Groovy installation. |
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| 65 | * <p/> |
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| 66 | * Tested with Groovy 1.5.7. |
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| 67 | * |
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| 68 | * @author FracPete (fracpete at waikato dot ac dot nz) |
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| 69 | * @version $Revision: 5987 $ |
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| 70 | * @see Groovy |
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| 71 | */ |
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| 72 | public class GroovyClassifier |
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| 73 | extends AbstractClassifier { |
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| 74 | |
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| 75 | /** for serialization. */ |
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| 76 | private static final long serialVersionUID = -9078371491735496175L; |
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| 77 | |
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| 78 | /** the Groovy module. */ |
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| 79 | protected File m_GroovyModule = new File(System.getProperty("user.dir")); |
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| 80 | |
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| 81 | /** the options for the Groovy module. */ |
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| 82 | protected String[] m_GroovyOptions = new String[0]; |
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| 83 | |
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| 84 | /** the loaded Groovy object. */ |
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| 85 | transient protected Classifier m_GroovyObject = null; |
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| 86 | |
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| 87 | /** |
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| 88 | * default constructor. |
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| 89 | */ |
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| 90 | public GroovyClassifier() { |
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| 91 | super(); |
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| 92 | } |
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| 93 | |
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| 94 | /** |
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| 95 | * Returns a string describing classifier. |
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| 96 | * |
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| 97 | * @return a description suitable for |
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| 98 | * displaying in the explorer/experimenter gui |
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| 99 | */ |
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| 100 | public String globalInfo() { |
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| 101 | return |
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| 102 | "A wrapper class for Groovy code. Even though the classifier is " |
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| 103 | + "serializable, the trained classifier cannot be stored persistently. " |
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| 104 | + "I.e., one cannot store a model file and re-load it at a later point " |
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| 105 | + "in time again to make predictions."; |
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| 106 | } |
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| 107 | |
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| 108 | /** |
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| 109 | * Returns an enumeration describing the available options. |
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| 110 | * |
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| 111 | * @return an enumeration of all the available options. |
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| 112 | */ |
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| 113 | public Enumeration listOptions() { |
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| 114 | Vector result = new Vector(); |
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| 115 | |
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| 116 | result.addElement(new Option( |
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| 117 | "\tThe Groovy module to load (full path)\n" |
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| 118 | + "\tOptions after '--' will be passed on to the Groovy module.", |
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| 119 | "G", 1, "-G <filename>")); |
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| 120 | |
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| 121 | Enumeration en = super.listOptions(); |
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| 122 | while (en.hasMoreElements()) |
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| 123 | result.addElement(en.nextElement()); |
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| 124 | |
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| 125 | return result.elements(); |
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| 126 | } |
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| 127 | |
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| 128 | /** |
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| 129 | * Parses a given list of options. |
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| 130 | * |
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| 131 | * @param options the list of options as an array of strings |
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| 132 | * @throws Exception if an option is not supported |
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| 133 | */ |
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| 134 | public void setOptions(String[] options) throws Exception { |
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| 135 | String tmpStr; |
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| 136 | |
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| 137 | m_GroovyOptions = new String[0]; |
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| 138 | |
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| 139 | tmpStr = Utils.getOption('G', options); |
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| 140 | if (tmpStr.length() != 0) |
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| 141 | setGroovyModule(new File(tmpStr)); |
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| 142 | else |
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| 143 | setGroovyModule(new File(System.getProperty("user.dir"))); |
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| 144 | |
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| 145 | setGroovyOptions(Utils.joinOptions(Utils.partitionOptions(options).clone())); |
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| 146 | |
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| 147 | super.setOptions(options); |
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| 148 | } |
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| 149 | |
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| 150 | /** |
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| 151 | * Gets the current settings of the Classifier. |
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| 152 | * |
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| 153 | * @return an array of strings suitable for passing to |
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| 154 | * setOptions |
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| 155 | */ |
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| 156 | public String[] getOptions() { |
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| 157 | Vector<String> result; |
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| 158 | String[] options; |
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| 159 | int i; |
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| 160 | |
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| 161 | result = new Vector<String>(); |
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| 162 | |
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| 163 | result.add("-G"); |
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| 164 | result.add("" + getGroovyModule().getAbsolutePath()); |
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| 165 | |
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| 166 | options = super.getOptions(); |
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| 167 | for (i = 0; i < options.length; i++) |
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| 168 | result.add(options[i]); |
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| 169 | |
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| 170 | if (m_GroovyOptions.length > 0) { |
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| 171 | options = m_GroovyOptions; |
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| 172 | result.add("--"); |
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| 173 | for (i = 0; i < options.length; i++) |
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| 174 | result.add(options[i]); |
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| 175 | } |
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| 176 | |
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| 177 | return result.toArray(new String[result.size()]); |
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| 178 | } |
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| 179 | |
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| 180 | /** |
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| 181 | * Returns the tip text for this property. |
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| 182 | * |
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| 183 | * @return tip text for this property suitable for |
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| 184 | * displaying in the explorer/experimenter gui |
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| 185 | */ |
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| 186 | public String GroovyModuleTipText() { |
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| 187 | return "The Groovy module to load and execute."; |
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| 188 | } |
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| 189 | |
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| 190 | /** |
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| 191 | * Sets the Groovy module. |
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| 192 | * |
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| 193 | * @param value the Groovy module |
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| 194 | */ |
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| 195 | public void setGroovyModule(File value) { |
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| 196 | m_GroovyModule = value; |
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| 197 | initGroovyObject(); |
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| 198 | } |
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| 199 | |
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| 200 | /** |
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| 201 | * Gets the Groovy module. |
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| 202 | * |
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| 203 | * @return the Groovy module |
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| 204 | */ |
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| 205 | public File getGroovyModule() { |
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| 206 | return m_GroovyModule; |
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| 207 | } |
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| 208 | |
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| 209 | /** |
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| 210 | * Returns the tip text for this property. |
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| 211 | * |
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| 212 | * @return tip text for this property suitable for |
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| 213 | * displaying in the explorer/experimenter gui |
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| 214 | */ |
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| 215 | public String GroovyOptionsTipText() { |
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| 216 | return "The options for the Groovy module."; |
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| 217 | } |
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| 218 | |
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| 219 | /** |
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| 220 | * Sets the Groovy module options. |
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| 221 | * |
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| 222 | * @param value the options |
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| 223 | */ |
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| 224 | public void setGroovyOptions(String value) { |
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| 225 | try { |
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| 226 | m_GroovyOptions = Utils.splitOptions(value).clone(); |
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| 227 | initGroovyObject(); |
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| 228 | } |
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| 229 | catch (Exception e) { |
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| 230 | m_GroovyOptions = new String[0]; |
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| 231 | e.printStackTrace(); |
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| 232 | } |
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| 233 | } |
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| 234 | |
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| 235 | /** |
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| 236 | * Gets the Groovy module options. |
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| 237 | * |
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| 238 | * @return the options |
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| 239 | */ |
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| 240 | public String getGroovyOptions() { |
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| 241 | return Utils.joinOptions(m_GroovyOptions); |
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| 242 | } |
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| 243 | |
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| 244 | /** |
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| 245 | * Returns default capabilities of the classifier. |
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| 246 | * |
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| 247 | * @return the capabilities of this classifier |
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| 248 | */ |
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| 249 | public Capabilities getCapabilities() { |
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| 250 | Capabilities result; |
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| 251 | |
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| 252 | if (m_GroovyObject == null) { |
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| 253 | result = new Capabilities(this); |
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| 254 | result.disableAll(); |
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| 255 | } else { |
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| 256 | result = m_GroovyObject.getCapabilities(); |
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| 257 | } |
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| 258 | |
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| 259 | result.enableAllAttributeDependencies(); |
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| 260 | result.enableAllClassDependencies(); |
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| 261 | |
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| 262 | return result; |
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| 263 | } |
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| 264 | |
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| 265 | /** |
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| 266 | * tries to initialize the groovy object and set its options. |
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| 267 | */ |
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| 268 | protected void initGroovyObject() { |
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| 269 | try { |
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| 270 | if (m_GroovyModule.isFile()) |
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| 271 | m_GroovyObject = (Classifier) Groovy.newInstance(m_GroovyModule, Classifier.class); |
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| 272 | else |
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| 273 | m_GroovyObject = null; |
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| 274 | |
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| 275 | if (m_GroovyObject != null) |
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| 276 | ((OptionHandler)m_GroovyObject).setOptions(m_GroovyOptions.clone()); |
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| 277 | } |
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| 278 | catch (Exception e) { |
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| 279 | m_GroovyObject = null; |
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| 280 | e.printStackTrace(); |
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| 281 | } |
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| 282 | } |
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| 283 | |
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| 284 | /** |
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| 285 | * Generates the classifier. |
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| 286 | * |
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| 287 | * @param instances set of instances serving as training data |
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| 288 | * @throws Exception if the classifier has not been generated successfully |
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| 289 | */ |
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| 290 | public void buildClassifier(Instances instances) throws Exception { |
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| 291 | if (!Groovy.isPresent()) |
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| 292 | throw new Exception("Groovy classes not in CLASSPATH!"); |
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| 293 | |
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| 294 | // try loading the module |
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| 295 | initGroovyObject(); |
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| 296 | |
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| 297 | // build the model |
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| 298 | if (m_GroovyObject != null) |
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| 299 | m_GroovyObject.buildClassifier(instances); |
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| 300 | else |
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| 301 | System.err.println("buildClassifier: No Groovy object present!"); |
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| 302 | } |
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| 303 | |
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| 304 | /** |
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| 305 | * Classifies a given instance. |
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| 306 | * |
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| 307 | * @param instance the instance to be classified |
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| 308 | * @return index of the predicted class |
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| 309 | * @throws Exception if an error occurred during the prediction |
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| 310 | */ |
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| 311 | public double classifyInstance(Instance instance) throws Exception { |
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| 312 | if (m_GroovyObject != null) |
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| 313 | return m_GroovyObject.classifyInstance(instance); |
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| 314 | else |
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| 315 | return Utils.missingValue(); |
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| 316 | } |
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| 317 | |
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| 318 | /** |
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| 319 | * Calculates the class membership probabilities for the given test instance. |
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| 320 | * |
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| 321 | * @param instance the instance to be classified |
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| 322 | * @return predicted class probability distribution |
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| 323 | * @throws Exception if class is numeric |
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| 324 | */ |
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| 325 | public double[] distributionForInstance(Instance instance) throws Exception { |
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| 326 | if (m_GroovyObject != null) |
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| 327 | return m_GroovyObject.distributionForInstance(instance); |
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| 328 | else |
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| 329 | return new double[instance.numClasses()]; |
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| 330 | } |
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| 331 | |
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| 332 | /** |
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| 333 | * Returns a description of the classifier. |
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| 334 | * |
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| 335 | * @return a description of the classifier as a string. |
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| 336 | */ |
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| 337 | public String toString() { |
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| 338 | if (m_GroovyObject != null) |
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| 339 | return m_GroovyObject.toString(); |
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| 340 | else |
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| 341 | return "No Groovy module loaded."; |
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| 342 | } |
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| 343 | |
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| 344 | /** |
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| 345 | * Returns the revision string. |
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| 346 | * |
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| 347 | * @return the revision |
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| 348 | */ |
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| 349 | public String getRevision() { |
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| 350 | return RevisionUtils.extract("$Revision: 5987 $"); |
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| 351 | } |
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| 352 | |
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| 353 | /** |
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| 354 | * Main method for testing this class. |
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| 355 | * |
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| 356 | * @param args the options |
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| 357 | */ |
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| 358 | public static void main(String [] args) { |
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| 359 | runClassifier(new GroovyClassifier(), args); |
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| 360 | } |
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| 361 | } |
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