1 | package de.uka.ipd.sdq.dsexplore.helper; |
2 | |
3 | import java.io.BufferedReader; |
4 | import java.io.BufferedWriter; |
5 | import java.io.File; |
6 | import java.io.FileInputStream; |
7 | import java.io.FileNotFoundException; |
8 | import java.io.FileOutputStream; |
9 | import java.io.IOException; |
10 | import java.io.InputStreamReader; |
11 | import java.io.OutputStreamWriter; |
12 | import java.util.ArrayList; |
13 | import java.util.List; |
14 | |
15 | import org.eclipse.core.runtime.CoreException; |
16 | import org.opt4j.core.Individual; |
17 | import org.opt4j.core.Objective; |
18 | import org.opt4j.core.Value; |
19 | import org.opt4j.core.Individual.State; |
20 | import org.opt4j.core.domination.ParetoDomination; |
21 | |
22 | import de.uka.ipd.sdq.dsexplore.opt4j.representation.DSEIndividual; |
23 | import de.uka.ipd.sdq.dsexplore.opt4j.representation.DSEObjectives; |
24 | import de.uka.ipd.sdq.dsexplore.opt4j.representation.NonListenableIndividual; |
25 | import de.uka.ipd.sdq.pcm.designdecision.DecisionSpace; |
26 | |
27 | public class FilterParetoOptimalIndividuals { |
28 | |
29 | public static void main(String args[]) throws CoreException { |
30 | |
31 | if (args.length < 2) { |
32 | System.out |
33 | .println("You need to specify the number of columns to be read and compared as first argument and the cvs file(s) as second and optional further arguments"); |
34 | } |
35 | |
36 | |
37 | int noColumns = Integer.parseInt(args[0]); |
38 | |
39 | List<List<DSEIndividual>> allIndividuals = new ArrayList<List<DSEIndividual>>(); |
40 | List<File> files = new ArrayList<File>(); |
41 | |
42 | for (int i = 1; i < args.length; i++) { |
43 | String filename = args[i]; |
44 | File file = new File(filename); |
45 | files.add(file); |
46 | |
47 | System.out.println("Input: "+file.getAbsolutePath()); |
48 | |
49 | List<DSEIndividual> values = readInDoubles(file, noColumns); |
50 | |
51 | List<DSEIndividual> optimal = filterPareto(values); |
52 | |
53 | writeResults("results", file, optimal); |
54 | |
55 | |
56 | } |
57 | |
58 | //Filter the overall optimals and put them in the lists. |
59 | List<DSEIndividual> overallList = new ArrayList<DSEIndividual>(); |
60 | for (List<DSEIndividual> list : allIndividuals) { |
61 | overallList.addAll(list); |
62 | } |
63 | List<DSEIndividual> overallOptimal = filterPareto(overallList); |
64 | |
65 | //remove non-optimal from list and then print the remaining ones to see how many were optimal. |
66 | for (List<DSEIndividual> list : allIndividuals) { |
67 | List<DSEIndividual> toBeRemoved = new ArrayList<DSEIndividual>(); |
68 | for (DSEIndividual individual : list) { |
69 | if (!overallOptimal.contains(individual)){ |
70 | toBeRemoved.add(individual); |
71 | } |
72 | } |
73 | list.removeAll(toBeRemoved); |
74 | System.out.println("Input: "+files.get(allIndividuals.indexOf(list)).getAbsolutePath()); |
75 | writeResults("resultsComparedWithOthers", files.get(allIndividuals.indexOf(list)), list); |
76 | |
77 | } |
78 | } |
79 | |
80 | |
81 | @SuppressWarnings("unchecked") |
82 | private static void writeResults(String filenamePrefix, File oldFile, List<DSEIndividual> optimalIndividuals) { |
83 | |
84 | File file = new File(oldFile.getParentFile(),filenamePrefix+oldFile.getName()); |
85 | try { |
86 | BufferedWriter w = new BufferedWriter(new OutputStreamWriter( new FileOutputStream(file))); |
87 | |
88 | for (Individual indiv : optimalIndividuals) { |
89 | for (Value double1 : indiv.getObjectives().getValues()) { |
90 | w.write(double1.getDouble()+";"); |
91 | } |
92 | w.newLine(); |
93 | } |
94 | |
95 | w.flush(); |
96 | |
97 | w.close(); |
98 | |
99 | System.out.println("Written results to "+file.getAbsolutePath()); |
100 | } catch (FileNotFoundException e) { |
101 | System.out.println("Writing failed."); |
102 | e.printStackTrace(); |
103 | } catch (IOException e) { |
104 | System.out.println("Writing failed."); |
105 | e.printStackTrace(); |
106 | } |
107 | |
108 | } |
109 | |
110 | /** |
111 | * |
112 | * @param <AnyIndiv> |
113 | * @param individuals The list is not modified |
114 | * @return A copy of the given list with all non-optimal Individuals removed. |
115 | */ |
116 | public static final <AnyIndiv extends Individual> List<AnyIndiv> filterPareto(final List<AnyIndiv> individuals) { |
117 | |
118 | List<AnyIndiv> toBeRemoved = new ArrayList<AnyIndiv>(individuals.size()); |
119 | List<AnyIndiv> result = new ArrayList<AnyIndiv>(individuals.size()); |
120 | |
121 | result.addAll(individuals); |
122 | |
123 | for (int i = 0; i < individuals.size(); i++) { |
124 | AnyIndiv indiv1 = individuals.get(i); |
125 | for (int j = i + 1; j < individuals.size(); j++){ |
126 | AnyIndiv indiv2 = individuals.get(j); |
127 | if (indiv1.getObjectives().dominates(indiv2.getObjectives())){ |
128 | toBeRemoved.add(indiv2); |
129 | } else if (indiv2.getObjectives().dominates(indiv1.getObjectives())){ |
130 | toBeRemoved.add(indiv1); |
131 | } |
132 | } |
133 | |
134 | } |
135 | |
136 | result.removeAll(toBeRemoved); |
137 | |
138 | return result; |
139 | |
140 | } |
141 | |
142 | /** |
143 | * Reads in Individuals from a file having the objectives in the first columns. |
144 | * Must contain headlines. |
145 | * @param filename |
146 | * @param noColumns The number of first columns that contain the objectives to be analysed. |
147 | * @return |
148 | */ |
149 | private static List<DSEIndividual> readInDoubles(File file, |
150 | int noColumns) { |
151 | |
152 | try { |
153 | |
154 | List<DSEIndividual> results = new ArrayList<DSEIndividual>(); |
155 | BufferedReader in = new BufferedReader(new InputStreamReader( |
156 | new FileInputStream(file))); |
157 | |
158 | String[] headLineArray = in.readLine().split(";"); |
159 | |
160 | List<Objective> objectiveList = new ArrayList<Objective>(); |
161 | |
162 | for (int i = 0; i < noColumns; i++) { |
163 | Objective o = new Objective(headLineArray[i]); |
164 | objectiveList.add(o); |
165 | } |
166 | |
167 | |
168 | int noOfLine = 1; |
169 | |
170 | String line = ""; |
171 | while (null != (line = in.readLine())) { |
172 | |
173 | //Objectives lineList = new Objectives(); //TODO: LEGACY! |
174 | DSEObjectives lineList = new DSEObjectives(new ParetoDomination()); |
175 | |
176 | String[] lineArray = line.split(";"); |
177 | |
178 | if (lineArray.length == 0){ |
179 | //lines of the form ";;;;;;;" result in an empty array and should be skipped. |
180 | continue; |
181 | } |
182 | |
183 | for (int i = 0; i < noColumns; i++) { |
184 | try { |
185 | Double value = Double.parseDouble(lineArray[i]); |
186 | lineList.add(objectiveList.get(i), value); |
187 | } catch (NumberFormatException e) { |
188 | System.out.println("Line " + noOfLine + " column " + i |
189 | + " is no double value, exiting"); |
190 | throw new Exception(e); |
191 | } |
192 | } |
193 | lineList.array(); |
194 | DSEIndividual indiv = new DummyDSECandidate(null, ""+noOfLine); |
195 | indiv.setObjectives(lineList); |
196 | indiv.setState(State.EVALUATED); |
197 | results.add(indiv); |
198 | noOfLine++; |
199 | } |
200 | in.close(); |
201 | |
202 | return results; |
203 | |
204 | } catch (Exception ex) { |
205 | ex.printStackTrace(); |
206 | } |
207 | return null; |
208 | } |
209 | |
210 | static class DummyDSECandidate extends NonListenableIndividual { |
211 | |
212 | private String id; |
213 | |
214 | public DummyDSECandidate(DecisionSpace problem, String id){ |
215 | super(problem); |
216 | this.id = id; |
217 | } |
218 | |
219 | /** |
220 | * |
221 | * @return may be null if this individual does not have a genotype yet. |
222 | */ |
223 | @Override |
224 | public String getGenotypeString() { |
225 | return id; |
226 | } |
227 | } |
228 | |
229 | } |