| 1 | /* | 
|---|
| 2 | *    This program is free software; you can redistribute it and/or modify | 
|---|
| 3 | *    it under the terms of the GNU General Public License as published by | 
|---|
| 4 | *    the Free Software Foundation; either version 2 of the License, or | 
|---|
| 5 | *    (at your option) any later version. | 
|---|
| 6 | * | 
|---|
| 7 | *    This program is distributed in the hope that it will be useful, | 
|---|
| 8 | *    but WITHOUT ANY WARRANTY; without even the implied warranty of | 
|---|
| 9 | *    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the | 
|---|
| 10 | *    GNU General Public License for more details. | 
|---|
| 11 | * | 
|---|
| 12 | *    You should have received a copy of the GNU General Public License | 
|---|
| 13 | *    along with this program; if not, write to the Free Software | 
|---|
| 14 | *    Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA. | 
|---|
| 15 | */ | 
|---|
| 16 |  | 
|---|
| 17 | /* | 
|---|
| 18 | *    ASEvaluation.java | 
|---|
| 19 | *    Copyright (C) 1999 University of Waikato, Hamilton, New Zealand | 
|---|
| 20 | * | 
|---|
| 21 | */ | 
|---|
| 22 |  | 
|---|
| 23 |  | 
|---|
| 24 | package weka.attributeSelection; | 
|---|
| 25 |  | 
|---|
| 26 | import weka.core.Capabilities; | 
|---|
| 27 | import weka.core.CapabilitiesHandler; | 
|---|
| 28 | import weka.core.Instances; | 
|---|
| 29 | import weka.core.RevisionHandler; | 
|---|
| 30 | import weka.core.RevisionUtils; | 
|---|
| 31 | import weka.core.SerializedObject; | 
|---|
| 32 | import weka.core.Utils; | 
|---|
| 33 |  | 
|---|
| 34 | import java.io.Serializable; | 
|---|
| 35 |  | 
|---|
| 36 | /** | 
|---|
| 37 | * Abstract attribute selection evaluation class | 
|---|
| 38 | * | 
|---|
| 39 | * @author Mark Hall (mhall@cs.waikato.ac.nz) | 
|---|
| 40 | * @version $Revision: 5446 $ | 
|---|
| 41 | */ | 
|---|
| 42 | public abstract class ASEvaluation | 
|---|
| 43 | implements Serializable, CapabilitiesHandler, RevisionHandler { | 
|---|
| 44 |  | 
|---|
| 45 | /** for serialization */ | 
|---|
| 46 | private static final long serialVersionUID = 2091705669885950849L; | 
|---|
| 47 |  | 
|---|
| 48 | // =============== | 
|---|
| 49 | // Public methods. | 
|---|
| 50 | // =============== | 
|---|
| 51 |  | 
|---|
| 52 | /** | 
|---|
| 53 | * Generates a attribute evaluator. Has to initialize all fields of the | 
|---|
| 54 | * evaluator that are not being set via options. | 
|---|
| 55 | * | 
|---|
| 56 | * @param data set of instances serving as training data | 
|---|
| 57 | * @exception Exception if the evaluator has not been | 
|---|
| 58 | * generated successfully | 
|---|
| 59 | */ | 
|---|
| 60 | public abstract void buildEvaluator(Instances data) throws Exception; | 
|---|
| 61 |  | 
|---|
| 62 | /** | 
|---|
| 63 | * Provides a chance for a attribute evaluator to do any special | 
|---|
| 64 | * post processing of the selected attribute set. | 
|---|
| 65 | * | 
|---|
| 66 | * @param attributeSet the set of attributes found by the search | 
|---|
| 67 | * @return a possibly ranked list of postprocessed attributes | 
|---|
| 68 | * @exception Exception if postprocessing fails for some reason | 
|---|
| 69 | */ | 
|---|
| 70 | public int [] postProcess(int [] attributeSet) | 
|---|
| 71 | throws Exception { | 
|---|
| 72 | return attributeSet; | 
|---|
| 73 | } | 
|---|
| 74 |  | 
|---|
| 75 | /** | 
|---|
| 76 | * Creates a new instance of an attribute/subset evaluator | 
|---|
| 77 | * given it's class name and | 
|---|
| 78 | * (optional) arguments to pass to it's setOptions method. If the | 
|---|
| 79 | * evaluator implements OptionHandler and the options parameter is | 
|---|
| 80 | * non-null, the evaluator will have it's options set. | 
|---|
| 81 | * | 
|---|
| 82 | * @param evaluatorName the fully qualified class name of the evaluator | 
|---|
| 83 | * @param options an array of options suitable for passing to setOptions. May | 
|---|
| 84 | * be null. | 
|---|
| 85 | * @return the newly created evaluator, ready for use. | 
|---|
| 86 | * @exception Exception if the evaluator name is invalid, or the options | 
|---|
| 87 | * supplied are not acceptable to the evaluator | 
|---|
| 88 | */ | 
|---|
| 89 | public static ASEvaluation forName(String evaluatorName, | 
|---|
| 90 | String [] options) throws Exception { | 
|---|
| 91 | return (ASEvaluation)Utils.forName(ASEvaluation.class, | 
|---|
| 92 | evaluatorName, | 
|---|
| 93 | options); | 
|---|
| 94 | } | 
|---|
| 95 |  | 
|---|
| 96 | /** | 
|---|
| 97 | * Creates copies of the current evaluator. Note that this method | 
|---|
| 98 | * now uses Serialization to perform a deep copy, so the evaluator | 
|---|
| 99 | * object must be fully Serializable. Any currently built model will | 
|---|
| 100 | * now be copied as well. | 
|---|
| 101 | * | 
|---|
| 102 | * @param model an example evaluator to copy | 
|---|
| 103 | * @param num the number of evaluator copies to create. | 
|---|
| 104 | * @return an array of evaluators. | 
|---|
| 105 | * @exception Exception if an error occurs | 
|---|
| 106 | */ | 
|---|
| 107 | public static ASEvaluation [] makeCopies(ASEvaluation model, | 
|---|
| 108 | int num) throws Exception { | 
|---|
| 109 |  | 
|---|
| 110 | if (model == null) { | 
|---|
| 111 | throw new Exception("No model evaluator set"); | 
|---|
| 112 | } | 
|---|
| 113 | ASEvaluation [] evaluators = new ASEvaluation [num]; | 
|---|
| 114 | SerializedObject so = new SerializedObject(model); | 
|---|
| 115 | for(int i = 0; i < evaluators.length; i++) { | 
|---|
| 116 | evaluators[i] = (ASEvaluation) so.getObject(); | 
|---|
| 117 | } | 
|---|
| 118 | return evaluators; | 
|---|
| 119 | } | 
|---|
| 120 |  | 
|---|
| 121 | /** | 
|---|
| 122 | * Returns the capabilities of this evaluator. | 
|---|
| 123 | * | 
|---|
| 124 | * @return            the capabilities of this evaluator | 
|---|
| 125 | * @see               Capabilities | 
|---|
| 126 | */ | 
|---|
| 127 | public Capabilities getCapabilities() { | 
|---|
| 128 | Capabilities result = new Capabilities(this); | 
|---|
| 129 | result.enableAll(); | 
|---|
| 130 |  | 
|---|
| 131 | return result; | 
|---|
| 132 | } | 
|---|
| 133 |  | 
|---|
| 134 | /** | 
|---|
| 135 | * Returns the revision string. | 
|---|
| 136 | * | 
|---|
| 137 | * @return            the revision | 
|---|
| 138 | */ | 
|---|
| 139 | public String getRevision() { | 
|---|
| 140 | return RevisionUtils.extract("$Revision: 5446 $"); | 
|---|
| 141 | } | 
|---|
| 142 |  | 
|---|
| 143 | /** | 
|---|
| 144 | * runs the evaluator with the given commandline options | 
|---|
| 145 | * | 
|---|
| 146 | * @param evaluator   the evaluator to run | 
|---|
| 147 | * @param options     the commandline options | 
|---|
| 148 | */ | 
|---|
| 149 | protected static void runEvaluator(ASEvaluation evaluator, String[] options) { | 
|---|
| 150 | try { | 
|---|
| 151 | System.out.println( | 
|---|
| 152 | AttributeSelection.SelectAttributes(evaluator, options)); | 
|---|
| 153 | } | 
|---|
| 154 | catch (Exception e) { | 
|---|
| 155 | String msg = e.toString().toLowerCase(); | 
|---|
| 156 | if (    (msg.indexOf("help requested") == -1) | 
|---|
| 157 | && (msg.indexOf("no training file given") == -1) ) | 
|---|
| 158 | e.printStackTrace(); | 
|---|
| 159 | System.err.println(e.getMessage()); | 
|---|
| 160 | } | 
|---|
| 161 | } | 
|---|
| 162 | } | 
|---|