[29] | 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 | * AssociatorEvaluation.java |
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| 19 | * Copyright (C) 2006 University of Waikato, Hamilton, New Zealand |
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| 20 | */ |
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| 21 | |
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| 22 | package weka.associations; |
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| 23 | |
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| 24 | import weka.core.Instances; |
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| 25 | import weka.core.Option; |
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| 26 | import weka.core.OptionHandler; |
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| 27 | import weka.core.RevisionHandler; |
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| 28 | import weka.core.RevisionUtils; |
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| 29 | import weka.core.Utils; |
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| 30 | import weka.core.Drawable; |
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| 31 | import weka.core.converters.ConverterUtils.DataSource; |
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| 32 | |
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| 33 | import java.util.Enumeration; |
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| 34 | import java.io.BufferedWriter; |
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| 35 | import java.io.FileWriter; |
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| 36 | |
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| 37 | /** |
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| 38 | * Class for evaluating Associaters. |
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| 39 | * |
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| 40 | * @author fracpete (fracpete at waikato dot ac dot nz) |
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| 41 | * @version $Revision: 1.5 $ |
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| 42 | */ |
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| 43 | public class AssociatorEvaluation |
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| 44 | implements RevisionHandler { |
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| 45 | |
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| 46 | /** the result string */ |
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| 47 | protected StringBuffer m_Result; |
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| 48 | |
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| 49 | /** |
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| 50 | * default constructor |
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| 51 | */ |
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| 52 | public AssociatorEvaluation() { |
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| 53 | super(); |
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| 54 | |
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| 55 | m_Result = new StringBuffer(); |
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| 56 | } |
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| 57 | |
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| 58 | /** |
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| 59 | * Generates an option string to output on the commandline. |
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| 60 | * |
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| 61 | * @param associator the associator to generate the string for |
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| 62 | * @return the option string |
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| 63 | */ |
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| 64 | protected static String makeOptionString(Associator associator) { |
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| 65 | StringBuffer text; |
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| 66 | |
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| 67 | text = new StringBuffer(); |
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| 68 | |
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| 69 | // general options |
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| 70 | text.append("\nGeneral options:\n\n"); |
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| 71 | text.append("-t <training file>\n"); |
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| 72 | text.append("\tThe name of the training file.\n"); |
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| 73 | text.append("-g <name of graph file>\n"); |
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| 74 | text.append("\tOutputs the graph representation (if supported) of the associator to a file.\n"); |
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| 75 | |
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| 76 | // associator specific options, if any |
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| 77 | if (associator instanceof OptionHandler) { |
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| 78 | text.append( |
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| 79 | "\nOptions specific to " |
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| 80 | + associator.getClass().getName().replaceAll(".*\\.", "") + ":\n\n"); |
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| 81 | |
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| 82 | Enumeration enm = ((OptionHandler) associator).listOptions(); |
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| 83 | while (enm.hasMoreElements()) { |
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| 84 | Option option = (Option) enm.nextElement(); |
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| 85 | text.append(option.synopsis() + "\n"); |
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| 86 | text.append(option.description() + "\n"); |
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| 87 | } |
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| 88 | } |
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| 89 | |
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| 90 | return text.toString(); |
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| 91 | } |
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| 92 | |
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| 93 | /** |
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| 94 | * Evaluates an associator with the options given in an array of strings. |
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| 95 | * |
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| 96 | * @param associatorString class of associator as a string |
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| 97 | * @param options the array of string containing the options |
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| 98 | * @throws Exception if model could not be evaluated successfully |
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| 99 | * @return a string describing the results |
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| 100 | */ |
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| 101 | public static String evaluate(String associatorString, String[] options) throws Exception { |
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| 102 | Associator associator; |
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| 103 | |
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| 104 | // Create associator |
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| 105 | try { |
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| 106 | associator = (Associator) Class.forName(associatorString).newInstance(); |
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| 107 | } |
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| 108 | catch (Exception e) { |
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| 109 | throw new Exception("Can't find class with name " + associatorString + '.'); |
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| 110 | } |
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| 111 | |
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| 112 | return evaluate(associator, options); |
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| 113 | } |
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| 114 | |
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| 115 | /** |
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| 116 | * Evaluates the associator with the given commandline options and returns |
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| 117 | * the evaluation string. |
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| 118 | * |
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| 119 | * @param associator the Associator to evaluate |
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| 120 | * @param options the commandline options |
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| 121 | * @return the generated output string |
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| 122 | * @throws Exception if evaluation fails |
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| 123 | */ |
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| 124 | public static String evaluate(Associator associator, String[] options) |
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| 125 | throws Exception { |
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| 126 | |
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| 127 | String trainFileString = ""; |
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| 128 | String graphFileName = ""; |
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| 129 | AssociatorEvaluation eval; |
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| 130 | DataSource loader; |
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| 131 | |
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| 132 | // help? |
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| 133 | if (Utils.getFlag('h', options)) |
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| 134 | throw new Exception("\nHelp requested.\n" + makeOptionString(associator)); |
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| 135 | |
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| 136 | try { |
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| 137 | // general options |
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| 138 | trainFileString = Utils.getOption('t', options); |
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| 139 | if (trainFileString.length() == 0) |
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| 140 | throw new Exception("No training file given!"); |
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| 141 | loader = new DataSource(trainFileString); |
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| 142 | |
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| 143 | graphFileName = Utils.getOption('g', options); |
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| 144 | |
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| 145 | // associator specific options |
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| 146 | if (associator instanceof OptionHandler) { |
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| 147 | ((OptionHandler) associator).setOptions(options); |
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| 148 | } |
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| 149 | |
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| 150 | // left-over options? |
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| 151 | Utils.checkForRemainingOptions(options); |
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| 152 | } |
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| 153 | catch (Exception e) { |
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| 154 | throw new Exception( |
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| 155 | "\nWeka exception: " |
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| 156 | + e.getMessage() + "\n" |
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| 157 | + makeOptionString(associator)); |
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| 158 | } |
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| 159 | |
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| 160 | // load file and build associations |
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| 161 | eval = new AssociatorEvaluation(); |
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| 162 | String results = eval.evaluate(associator, new Instances(loader.getDataSet())); |
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| 163 | |
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| 164 | // If associator is drawable output string describing graph |
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| 165 | if ((associator instanceof Drawable) && (graphFileName.length() != 0)) { |
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| 166 | BufferedWriter writer = new BufferedWriter(new FileWriter(graphFileName)); |
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| 167 | writer.write(((Drawable) associator).graph()); |
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| 168 | writer.newLine(); |
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| 169 | writer.flush(); |
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| 170 | writer.close(); |
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| 171 | } |
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| 172 | |
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| 173 | return results; |
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| 174 | } |
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| 175 | |
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| 176 | /** |
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| 177 | * Evaluates the associator with the given commandline options and returns |
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| 178 | * the evaluation string. |
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| 179 | * |
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| 180 | * @param associator the Associator to evaluate |
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| 181 | * @param data the data to run the associator with |
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| 182 | * @return the generated output string |
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| 183 | * @throws Exception if evaluation fails |
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| 184 | */ |
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| 185 | public String evaluate(Associator associator, Instances data) |
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| 186 | throws Exception { |
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| 187 | |
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| 188 | long startTime; |
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| 189 | long endTime; |
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| 190 | |
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| 191 | // build associations |
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| 192 | startTime = System.currentTimeMillis(); |
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| 193 | associator.buildAssociations(data); |
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| 194 | endTime = System.currentTimeMillis(); |
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| 195 | |
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| 196 | m_Result = new StringBuffer(associator.toString()); |
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| 197 | m_Result.append("\n=== Evaluation ===\n\n"); |
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| 198 | m_Result.append("Elapsed time: " + (((double) (endTime - startTime)) / 1000) + "s"); |
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| 199 | m_Result.append("\n"); |
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| 200 | |
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| 201 | return m_Result.toString(); |
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| 202 | } |
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| 203 | |
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| 204 | /** |
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| 205 | * Tests whether the current evaluation object is equal to another |
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| 206 | * evaluation object |
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| 207 | * |
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| 208 | * @param obj the object to compare against |
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| 209 | * @return true if the two objects are equal |
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| 210 | */ |
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| 211 | public boolean equals(Object obj) { |
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| 212 | if ((obj == null) || !(obj.getClass().equals(this.getClass()))) |
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| 213 | return false; |
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| 214 | |
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| 215 | AssociatorEvaluation cmp = (AssociatorEvaluation) obj; |
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| 216 | |
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| 217 | // TODO: better comparison??? |
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| 218 | String associatingResults1 = m_Result.toString().replaceAll("Elapsed time.*", ""); |
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| 219 | String associatingResults2 = cmp.m_Result.toString().replaceAll("Elapsed time.*", ""); |
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| 220 | if (!associatingResults1.equals(associatingResults2)) |
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| 221 | return false; |
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| 222 | |
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| 223 | return true; |
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| 224 | } |
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| 225 | |
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| 226 | /** |
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| 227 | * returns a summary string of the evaluation with a no title |
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| 228 | * |
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| 229 | * @return the summary string |
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| 230 | */ |
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| 231 | public String toSummaryString() { |
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| 232 | return toSummaryString(""); |
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| 233 | } |
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| 234 | |
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| 235 | /** |
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| 236 | * returns a summary string of the evaluation with a default title |
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| 237 | * |
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| 238 | * @param title the title to print before the result |
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| 239 | * @return the summary string |
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| 240 | */ |
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| 241 | public String toSummaryString(String title) { |
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| 242 | StringBuffer result; |
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| 243 | |
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| 244 | result = new StringBuffer(title); |
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| 245 | if (title.length() != 0) |
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| 246 | result.append("\n"); |
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| 247 | result.append(m_Result); |
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| 248 | |
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| 249 | return result.toString(); |
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| 250 | } |
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| 251 | |
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| 252 | /** |
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| 253 | * returns the current result |
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| 254 | * |
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| 255 | * @return the currently stored result |
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| 256 | * @see #toSummaryString() |
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| 257 | */ |
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| 258 | public String toString() { |
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| 259 | return toSummaryString(); |
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| 260 | } |
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| 261 | |
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| 262 | /** |
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| 263 | * Returns the revision string. |
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| 264 | * |
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| 265 | * @return the revision |
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| 266 | */ |
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| 267 | public String getRevision() { |
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| 268 | return RevisionUtils.extract("$Revision: 1.5 $"); |
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| 269 | } |
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| 270 | |
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| 271 | /** |
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| 272 | * A test method for this class. Just extracts the first command line |
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| 273 | * argument as an associator class name and calls evaluate. |
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| 274 | * |
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| 275 | * @param args an array of command line arguments, the first of which |
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| 276 | * must be the class name of an associator. |
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| 277 | */ |
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| 278 | public static void main(String[] args) { |
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| 279 | try { |
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| 280 | if (args.length == 0) { |
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| 281 | throw new Exception( |
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| 282 | "The first argument must be the class name of a kernel"); |
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| 283 | } |
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| 284 | String associator = args[0]; |
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| 285 | args[0] = ""; |
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| 286 | System.out.println(evaluate(associator, args)); |
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| 287 | } |
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| 288 | catch (Exception ex) { |
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| 289 | ex.printStackTrace(); |
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| 290 | System.err.println(ex.getMessage()); |
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| 291 | } |
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| 292 | } |
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| 293 | } |
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