[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 | * ASEvaluation.java |
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| 19 | * Copyright (C) 1999 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 | |
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| 24 | package weka.attributeSelection; |
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| 25 | |
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| 26 | import weka.core.Capabilities; |
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| 27 | import weka.core.CapabilitiesHandler; |
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| 28 | import weka.core.Instances; |
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| 29 | import weka.core.RevisionHandler; |
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| 30 | import weka.core.RevisionUtils; |
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| 31 | import weka.core.SerializedObject; |
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| 32 | import weka.core.Utils; |
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| 33 | |
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| 34 | import java.io.Serializable; |
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| 35 | |
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| 36 | /** |
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| 37 | * Abstract attribute selection evaluation class |
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| 38 | * |
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| 39 | * @author Mark Hall (mhall@cs.waikato.ac.nz) |
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| 40 | * @version $Revision: 5446 $ |
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| 41 | */ |
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| 42 | public abstract class ASEvaluation |
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| 43 | implements Serializable, CapabilitiesHandler, RevisionHandler { |
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| 44 | |
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| 45 | /** for serialization */ |
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| 46 | private static final long serialVersionUID = 2091705669885950849L; |
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| 47 | |
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| 48 | // =============== |
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| 49 | // Public methods. |
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| 50 | // =============== |
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| 51 | |
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| 52 | /** |
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| 53 | * Generates a attribute evaluator. Has to initialize all fields of the |
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| 54 | * evaluator that are not being set via options. |
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| 55 | * |
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| 56 | * @param data set of instances serving as training data |
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| 57 | * @exception Exception if the evaluator has not been |
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| 58 | * generated successfully |
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| 59 | */ |
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| 60 | public abstract void buildEvaluator(Instances data) throws Exception; |
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| 61 | |
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| 62 | /** |
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| 63 | * Provides a chance for a attribute evaluator to do any special |
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| 64 | * post processing of the selected attribute set. |
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| 65 | * |
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| 66 | * @param attributeSet the set of attributes found by the search |
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| 67 | * @return a possibly ranked list of postprocessed attributes |
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| 68 | * @exception Exception if postprocessing fails for some reason |
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| 69 | */ |
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| 70 | public int [] postProcess(int [] attributeSet) |
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| 71 | throws Exception { |
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| 72 | return attributeSet; |
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| 73 | } |
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| 74 | |
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| 75 | /** |
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| 76 | * Creates a new instance of an attribute/subset evaluator |
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| 77 | * given it's class name and |
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| 78 | * (optional) arguments to pass to it's setOptions method. If the |
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| 79 | * evaluator implements OptionHandler and the options parameter is |
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| 80 | * non-null, the evaluator will have it's options set. |
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| 81 | * |
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| 82 | * @param evaluatorName the fully qualified class name of the evaluator |
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| 83 | * @param options an array of options suitable for passing to setOptions. May |
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| 84 | * be null. |
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| 85 | * @return the newly created evaluator, ready for use. |
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| 86 | * @exception Exception if the evaluator name is invalid, or the options |
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| 87 | * supplied are not acceptable to the evaluator |
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| 88 | */ |
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| 89 | public static ASEvaluation forName(String evaluatorName, |
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| 90 | String [] options) throws Exception { |
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| 91 | return (ASEvaluation)Utils.forName(ASEvaluation.class, |
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| 92 | evaluatorName, |
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| 93 | options); |
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| 94 | } |
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| 95 | |
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| 96 | /** |
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| 97 | * Creates copies of the current evaluator. Note that this method |
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| 98 | * now uses Serialization to perform a deep copy, so the evaluator |
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| 99 | * object must be fully Serializable. Any currently built model will |
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| 100 | * now be copied as well. |
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| 101 | * |
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| 102 | * @param model an example evaluator to copy |
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| 103 | * @param num the number of evaluator copies to create. |
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| 104 | * @return an array of evaluators. |
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| 105 | * @exception Exception if an error occurs |
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| 106 | */ |
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| 107 | public static ASEvaluation [] makeCopies(ASEvaluation model, |
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| 108 | int num) throws Exception { |
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| 109 | |
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| 110 | if (model == null) { |
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| 111 | throw new Exception("No model evaluator set"); |
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| 112 | } |
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| 113 | ASEvaluation [] evaluators = new ASEvaluation [num]; |
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| 114 | SerializedObject so = new SerializedObject(model); |
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| 115 | for(int i = 0; i < evaluators.length; i++) { |
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| 116 | evaluators[i] = (ASEvaluation) so.getObject(); |
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| 117 | } |
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| 118 | return evaluators; |
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| 119 | } |
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| 120 | |
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| 121 | /** |
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| 122 | * Returns the capabilities of this evaluator. |
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| 123 | * |
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| 124 | * @return the capabilities of this evaluator |
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| 125 | * @see Capabilities |
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| 126 | */ |
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| 127 | public Capabilities getCapabilities() { |
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| 128 | Capabilities result = new Capabilities(this); |
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| 129 | result.enableAll(); |
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| 130 | |
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| 131 | return result; |
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| 132 | } |
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| 133 | |
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| 134 | /** |
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| 135 | * Returns the revision string. |
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| 136 | * |
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| 137 | * @return the revision |
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| 138 | */ |
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| 139 | public String getRevision() { |
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| 140 | return RevisionUtils.extract("$Revision: 5446 $"); |
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| 141 | } |
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| 142 | |
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| 143 | /** |
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| 144 | * runs the evaluator with the given commandline options |
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| 145 | * |
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| 146 | * @param evaluator the evaluator to run |
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| 147 | * @param options the commandline options |
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| 148 | */ |
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| 149 | protected static void runEvaluator(ASEvaluation evaluator, String[] options) { |
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| 150 | try { |
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| 151 | System.out.println( |
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| 152 | AttributeSelection.SelectAttributes(evaluator, options)); |
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| 153 | } |
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| 154 | catch (Exception e) { |
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| 155 | String msg = e.toString().toLowerCase(); |
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| 156 | if ( (msg.indexOf("help requested") == -1) |
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| 157 | && (msg.indexOf("no training file given") == -1) ) |
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| 158 | e.printStackTrace(); |
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| 159 | System.err.println(e.getMessage()); |
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| 160 | } |
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| 161 | } |
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| 162 | } |
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