[86] | 1 | // Copyright 2015 Georg-August-Universität Göttingen, Germany
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[41] | 2 | //
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| 3 | // Licensed under the Apache License, Version 2.0 (the "License");
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| 4 | // you may not use this file except in compliance with the License.
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| 5 | // You may obtain a copy of the License at
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| 6 | //
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| 7 | // http://www.apache.org/licenses/LICENSE-2.0
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| 8 | //
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| 9 | // Unless required by applicable law or agreed to in writing, software
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| 10 | // distributed under the License is distributed on an "AS IS" BASIS,
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| 11 | // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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| 12 | // See the License for the specific language governing permissions and
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| 13 | // limitations under the License.
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| 14 |
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[2] | 15 | package de.ugoe.cs.cpdp.loader;
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| 16 |
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| 17 | import java.io.File;
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| 18 | import java.io.IOException;
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| 19 | import java.util.ArrayList;
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| 20 |
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| 21 | import weka.core.Attribute;
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| 22 | import weka.core.DenseInstance;
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| 23 | import weka.core.Instances;
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| 24 | import de.ugoe.cs.util.FileTools;
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| 25 |
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| 26 | /**
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[41] | 27 | * Loads the instances for a software version from a CSV file of the PROMISE data set mined by
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| 28 | * Jurezko and Madeyski.
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[4] | 29 | *
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[2] | 30 | * @author Steffen Herbold
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| 31 | */
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| 32 | class CSVDataLoader implements SingleVersionLoader {
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[4] | 33 |
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[41] | 34 | /*
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| 35 | * (non-Javadoc)
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| 36 | *
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| 37 | * @see de.ugoe.cs.cpdp.loader.AbstractFolderLoader.SingleVersionLoader#load( java.io.File)
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| 38 | */
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| 39 | @Override
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| 40 | public Instances load(File file) {
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| 41 | final String[] lines;
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| 42 | try {
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| 43 | lines = FileTools.getLinesFromFile(file.getAbsolutePath());
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| 44 | }
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| 45 | catch (IOException e) {
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| 46 | throw new RuntimeException(e);
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| 47 | }
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[4] | 48 |
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[41] | 49 | // configure Instances
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| 50 | final ArrayList<Attribute> atts = new ArrayList<Attribute>();
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[4] | 51 |
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[41] | 52 | String[] lineSplit = lines[0].split(",");
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| 53 | for (int j = 0; j < lineSplit.length - 4; j++) {
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| 54 | atts.add(new Attribute(lineSplit[j + 3]));
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| 55 | }
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| 56 | final ArrayList<String> classAttVals = new ArrayList<String>();
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| 57 | classAttVals.add("0");
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| 58 | classAttVals.add("1");
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| 59 | final Attribute classAtt = new Attribute("bug", classAttVals);
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| 60 | atts.add(classAtt);
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[4] | 61 |
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[41] | 62 | final Instances data = new Instances(file.getName(), atts, 0);
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| 63 | data.setClass(classAtt);
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[4] | 64 |
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[41] | 65 | // fetch data
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| 66 | for (int i = 1; i < lines.length; i++) {
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| 67 | lineSplit = lines[i].split(",");
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| 68 | double[] values = new double[lineSplit.length - 3];
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| 69 | for (int j = 0; j < values.length - 1; j++) {
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| 70 | values[j] = Double.parseDouble(lineSplit[j + 3].trim());
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| 71 | }
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| 72 | values[values.length - 1] = lineSplit[lineSplit.length - 1].trim().equals("0") ? 0 : 1;
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| 73 | data.add(new DenseInstance(1.0, values));
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| 74 | }
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[4] | 75 |
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[41] | 76 | return data;
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| 77 | }
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[4] | 78 |
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[41] | 79 | /*
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| 80 | * (non-Javadoc)
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| 81 | *
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| 82 | * @see de.ugoe.cs.cpdp.loader.AbstractFolderLoader.SingleVersionLoader#
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| 83 | * filenameFilter(java.lang.String)
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| 84 | */
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| 85 | @Override
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| 86 | public boolean filenameFilter(String filename) {
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| 87 | return filename.endsWith(".csv");
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| 88 | }
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[2] | 89 |
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| 90 | }
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