[44] | 1 | /* |
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| 2 | Copyright 2009 by Marcin Szubert |
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| 3 | Licensed under the Academic Free License version 3.0 |
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| 4 | */ |
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| 5 | |
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| 6 | package cecj.archive; |
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| 7 | |
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| 8 | import java.util.Collections; |
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| 9 | import java.util.Comparator; |
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| 10 | import java.util.HashMap; |
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| 11 | import java.util.List; |
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| 12 | import java.util.Map; |
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| 13 | |
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| 14 | import cecj.interaction.InteractionResult; |
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| 15 | import cecj.utils.EquivalenceComparator; |
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| 16 | |
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| 17 | import ec.EvolutionState; |
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| 18 | import ec.Individual; |
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| 19 | import ec.util.Parameter; |
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| 20 | |
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| 21 | /** |
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| 22 | * The simplest type of candidate-test archive. |
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| 23 | * |
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| 24 | * During the first step of the <code>submit</code> method, new candidates and tests are added to |
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| 25 | * corresponding archives; then duplicate candidate solutions are eliminated (two individuals are |
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| 26 | * considered equal if for each test in the archive they have identical outcomes). After sorting |
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| 27 | * candidates by number of solved tests, the best <code>archive-size</code> individuals are kept in |
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| 28 | * the archive. The last step is elimination of unsolved and duplicated (with respect to the |
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| 29 | * outcomes against archival candidates) tests. |
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| 30 | * |
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| 31 | * Since duplicates removal is a common task, a purpose-built <code>EquivalenceComparator</code> |
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| 32 | * interface is used for defining custom equivalence criteria. |
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| 33 | * |
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| 34 | * @author Marcin Szubert |
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| 35 | * |
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| 36 | */ |
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| 37 | public class MaxSolveArchive extends CandidateTestArchive { |
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| 38 | |
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| 39 | private static final String P_ARCHIVE_SIZE = "archive-size"; |
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| 40 | |
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| 41 | private int archiveSize; |
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| 42 | |
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| 43 | @Override |
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| 44 | public void setup(EvolutionState state, Parameter base) { |
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| 45 | super.setup(state, base); |
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| 46 | |
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| 47 | Parameter archiveSizeParameter = base.push(P_ARCHIVE_SIZE); |
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| 48 | archiveSize = state.parameters.getInt(archiveSizeParameter, null, 1); |
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| 49 | if (archiveSize <= 0) { |
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| 50 | state.output.fatal("Archive size must be > 0\n"); |
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| 51 | } |
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| 52 | } |
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| 53 | |
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| 54 | @Override |
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| 55 | protected void submit(EvolutionState state, List<Individual> candidates, |
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| 56 | List<Individual> cArchive, List<Individual> tests, List<Individual> tArchive) { |
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| 57 | cArchive.addAll(candidates); |
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| 58 | tArchive.addAll(tests); |
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| 59 | |
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| 60 | eliminateDuplicates(cArchive, new CandidateEquivalenceComparator(state, tArchive)); |
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| 61 | Map<Individual, Integer> numSolved = countSolved(state, cArchive, tArchive); |
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| 62 | Collections.sort(cArchive, new NumberSolvedComparator(numSolved)); |
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| 63 | |
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| 64 | if (cArchive.size() > archiveSize) { |
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| 65 | cArchive.subList(archiveSize, cArchive.size()).clear(); |
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| 66 | } |
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| 67 | |
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| 68 | eliminateUnsolvedTests(state, cArchive, tArchive); |
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| 69 | eliminateDuplicates(tArchive, new TestEquivalenceComparator(state, cArchive)); |
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| 70 | } |
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| 71 | |
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| 72 | private void eliminateDuplicates(List<Individual> archive, |
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| 73 | EquivalenceComparator<Individual> comparator) { |
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| 74 | for (int ind1 = 0; ind1 < archive.size(); ind1++) { |
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| 75 | for (int ind2 = archive.size(); ind2 > ind1; ind2--) { |
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| 76 | if (comparator.equal(archive.get(ind1), archive.get(ind2))) { |
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| 77 | archive.remove(ind2); |
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| 78 | } |
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| 79 | } |
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| 80 | } |
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| 81 | } |
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| 82 | |
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| 83 | private void eliminateUnsolvedTests(EvolutionState state, List<Individual> cArchive, |
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| 84 | List<Individual> tArchive) { |
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| 85 | for (int test = 0; test < tArchive.size(); test++) { |
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| 86 | if (!isSolved(state, tArchive.get(test), cArchive)) { |
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| 87 | tArchive.remove(test); |
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| 88 | } |
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| 89 | } |
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| 90 | } |
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| 91 | |
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| 92 | private boolean isSolved(EvolutionState state, Individual test, List<Individual> candidates) { |
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| 93 | for (Individual candidate : candidates) { |
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| 94 | if (problem.solves(state, candidate, test)) { |
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| 95 | return true; |
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| 96 | } |
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| 97 | } |
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| 98 | return false; |
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| 99 | } |
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| 100 | |
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| 101 | private Map<Individual, Integer> countSolved(EvolutionState state, List<Individual> candidates, |
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| 102 | List<Individual> tests) { |
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| 103 | Map<Individual, Integer> result = new HashMap<Individual, Integer>(); |
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| 104 | for (Individual candidate : candidates) { |
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| 105 | int countTest = 0; |
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| 106 | for (Individual test : tests) { |
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| 107 | if (problem.solves(state, candidate, test)) { |
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| 108 | countTest++; |
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| 109 | } |
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| 110 | } |
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| 111 | result.put(candidate, countTest); |
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| 112 | } |
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| 113 | return result; |
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| 114 | } |
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| 115 | |
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| 116 | private class NumberSolvedComparator implements Comparator<Individual> { |
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| 117 | private Map<Individual, Integer> solved; |
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| 118 | |
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| 119 | public NumberSolvedComparator(Map<Individual, Integer> solved) { |
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| 120 | this.solved = solved; |
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| 121 | } |
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| 122 | |
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| 123 | public int compare(Individual o1, Individual o2) { |
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| 124 | if (solved.get(o1) > solved.get(o2)) { |
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| 125 | return -1; |
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| 126 | } else if (solved.get(o1) > solved.get(o2)) { |
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| 127 | return 1; |
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| 128 | } else { |
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| 129 | return 0; |
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| 130 | } |
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| 131 | } |
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| 132 | } |
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| 133 | |
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| 134 | private class CandidateEquivalenceComparator implements EquivalenceComparator<Individual> { |
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| 135 | private EvolutionState state; |
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| 136 | private List<Individual> tests; |
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| 137 | |
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| 138 | public CandidateEquivalenceComparator(EvolutionState state, List<Individual> tests) { |
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| 139 | this.state = state; |
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| 140 | this.tests = tests; |
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| 141 | } |
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| 142 | |
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| 143 | public boolean equal(Individual o1, Individual o2) { |
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| 144 | for (Individual test : tests) { |
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| 145 | InteractionResult result1 = problem.test(state, o1, test).first; |
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| 146 | InteractionResult result2 = problem.test(state, o2, test).first; |
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| 147 | if (!result1.equals(result2)) { |
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| 148 | return false; |
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| 149 | } |
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| 150 | } |
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| 151 | return false; |
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| 152 | } |
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| 153 | } |
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| 154 | |
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| 155 | private class TestEquivalenceComparator implements EquivalenceComparator<Individual> { |
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| 156 | private EvolutionState state; |
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| 157 | private List<Individual> candidates; |
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| 158 | |
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| 159 | public TestEquivalenceComparator(EvolutionState state, List<Individual> candidates) { |
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| 160 | this.state = state; |
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| 161 | this.candidates = candidates; |
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| 162 | } |
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| 163 | |
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| 164 | public boolean equal(Individual o1, Individual o2) { |
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| 165 | for (Individual candidate : candidates) { |
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| 166 | InteractionResult result1 = problem.test(state, candidate, o2).second; |
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| 167 | InteractionResult result2 = problem.test(state, candidate, o2).second; |
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| 168 | if (!result1.equals(result2)) { |
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| 169 | return false; |
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| 170 | } |
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| 171 | } |
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| 172 | return false; |
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| 173 | } |
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| 174 | } |
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| 175 | } |
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