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 | * SparseToNonSparse.java |
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19 | * Copyright (C) 2002 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.filters.unsupervised.instance; |
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25 | |
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26 | import weka.core.Capabilities; |
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27 | import weka.core.Instance; |
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28 | import weka.core.DenseInstance; |
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29 | import weka.core.Instances; |
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30 | import weka.core.RevisionUtils; |
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31 | import weka.core.SparseInstance; |
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32 | import weka.core.Capabilities.Capability; |
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33 | import weka.filters.Filter; |
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34 | import weka.filters.StreamableFilter; |
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35 | import weka.filters.UnsupervisedFilter; |
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36 | |
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37 | /** |
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38 | <!-- globalinfo-start --> |
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39 | * An instance filter that converts all incoming sparse instances into non-sparse format. |
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40 | * <p/> |
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41 | <!-- globalinfo-end --> |
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42 | * |
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43 | * @author Len Trigg (len@reeltwo.com) |
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44 | * @version $Revision: 5987 $ |
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45 | */ |
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46 | public class SparseToNonSparse |
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47 | extends Filter |
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48 | implements UnsupervisedFilter, StreamableFilter { |
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49 | |
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50 | /** for serialization */ |
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51 | static final long serialVersionUID = 2481634184210236074L; |
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52 | |
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53 | /** |
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54 | * Returns a string describing this filter |
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55 | * |
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56 | * @return a description of the filter suitable for |
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57 | * displaying in the explorer/experimenter gui |
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58 | */ |
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59 | public String globalInfo() { |
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60 | return "An instance filter that converts all incoming sparse instances" |
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61 | + " into non-sparse format."; |
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62 | } |
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63 | |
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64 | /** |
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65 | * Returns the Capabilities of this filter. |
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66 | * |
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67 | * @return the capabilities of this object |
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68 | * @see Capabilities |
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69 | */ |
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70 | public Capabilities getCapabilities() { |
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71 | Capabilities result = super.getCapabilities(); |
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72 | result.disableAll(); |
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73 | |
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74 | // attributes |
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75 | result.enableAllAttributes(); |
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76 | result.enable(Capability.MISSING_VALUES); |
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77 | |
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78 | // class |
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79 | result.enableAllClasses(); |
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80 | result.enable(Capability.MISSING_CLASS_VALUES); |
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81 | result.enable(Capability.NO_CLASS); |
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82 | |
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83 | return result; |
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84 | } |
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85 | |
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86 | /** |
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87 | * Sets the format of the input instances. |
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88 | * |
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89 | * @param instanceInfo an Instances object containing the input instance |
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90 | * structure (any instances contained in the object are ignored - only the |
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91 | * structure is required). |
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92 | * @return true if the outputFormat may be collected immediately |
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93 | * @throws Exception if format cannot be processed |
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94 | */ |
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95 | public boolean setInputFormat(Instances instanceInfo) throws Exception { |
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96 | |
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97 | super.setInputFormat(instanceInfo); |
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98 | setOutputFormat(instanceInfo); |
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99 | return true; |
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100 | } |
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101 | |
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102 | |
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103 | /** |
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104 | * Input an instance for filtering. Ordinarily the instance is processed |
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105 | * and made available for output immediately. Some filters require all |
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106 | * instances be read before producing output. |
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107 | * |
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108 | * @param instance the input instance |
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109 | * @return true if the filtered instance may now be |
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110 | * collected with output(). |
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111 | * @throws IllegalStateException if no input structure has been defined |
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112 | */ |
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113 | public boolean input(Instance instance) { |
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114 | |
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115 | if (getInputFormat() == null) { |
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116 | throw new IllegalStateException("No input instance format defined"); |
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117 | } |
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118 | if (m_NewBatch) { |
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119 | resetQueue(); |
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120 | m_NewBatch = false; |
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121 | } |
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122 | Instance inst = null; |
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123 | if (instance instanceof SparseInstance) { |
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124 | inst = new DenseInstance(instance.weight(), instance.toDoubleArray()); |
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125 | inst.setDataset(instance.dataset()); |
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126 | } else { |
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127 | inst = instance; |
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128 | } |
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129 | push(inst); |
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130 | return true; |
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131 | } |
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132 | |
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133 | /** |
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134 | * Returns the revision string. |
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135 | * |
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136 | * @return the revision |
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137 | */ |
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138 | public String getRevision() { |
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139 | return RevisionUtils.extract("$Revision: 5987 $"); |
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140 | } |
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141 | |
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142 | /** |
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143 | * Main method for testing this class. |
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144 | * |
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145 | * @param argv should contain arguments to the filter: use -h for help |
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146 | */ |
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147 | public static void main(String [] argv) { |
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148 | runFilter(new SparseToNonSparse(), argv); |
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149 | } |
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150 | } |
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