1 | package cecj.problems; |
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2 | |
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3 | import java.util.ArrayList; |
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4 | import java.util.Collections; |
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5 | import java.util.Comparator; |
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6 | import java.util.HashMap; |
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7 | import java.util.List; |
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8 | import java.util.Map; |
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9 | |
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10 | import cecj.interaction.InteractionResult; |
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11 | import cecj.utils.Pair; |
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12 | |
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13 | import ec.EvolutionState; |
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14 | import ec.Individual; |
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15 | import ec.util.Parameter; |
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16 | |
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17 | public class TestBasedProblemCachingDecorator extends TestBasedProblem { |
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18 | public static final String P_CACHE_SIZE = "cache-size"; |
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19 | public static final String P_INNER_PROBLEM = "inner-problem"; |
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20 | |
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21 | public static final int UNBOUNDED_CACHE = Integer.MAX_VALUE; |
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22 | |
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23 | private Map<Pair<Individual>, Pair<? extends InteractionResult>> cache; |
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24 | private Map<Pair<Individual>, Integer> LRUtimer; |
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25 | |
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26 | private TestBasedProblem problem; |
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27 | private int cacheSizeLimit; |
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28 | |
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29 | @Override |
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30 | public void setup(EvolutionState state, Parameter base) { |
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31 | super.setup(state, base); |
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32 | |
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33 | Parameter innerProblemParam = base.push(P_INNER_PROBLEM); |
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34 | problem = (TestBasedProblem) state.parameters |
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35 | .getInstanceForParameter(innerProblemParam, null, TestBasedProblem.class); |
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36 | problem.setup(state, base); |
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37 | |
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38 | Parameter cacheSizeParam = base.push(P_CACHE_SIZE); |
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39 | cacheSizeLimit = state.parameters.getIntWithDefault(cacheSizeParam, null, UNBOUNDED_CACHE); |
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40 | |
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41 | cache = new HashMap<Pair<Individual>, Pair<? extends InteractionResult>>(); |
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42 | LRUtimer = new HashMap<Pair<Individual>, Integer>(); |
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43 | } |
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44 | |
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45 | public TestBasedProblem getProblem() { |
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46 | return problem; |
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47 | } |
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48 | |
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49 | @Override |
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50 | public Pair<? extends InteractionResult> test(EvolutionState state, Individual candidate, |
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51 | Individual test) { |
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52 | |
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53 | Pair<Individual> key = new Pair<Individual>(candidate, test); |
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54 | Pair<? extends InteractionResult> result = cache.get(key); |
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55 | if (result == null) { |
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56 | result = problem.test(state, candidate, test); |
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57 | cache.put(key, result); |
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58 | } |
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59 | |
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60 | LRUtimer.put(key, state.generation); |
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61 | if (cache.size() > cacheSizeLimit) { |
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62 | clearLeastRecentlyUsed(); |
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63 | } |
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64 | |
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65 | return result; |
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66 | } |
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67 | |
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68 | /** |
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69 | * Clears least recently used pairs of individuals. Sorts the list of stored pairs of |
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70 | * individuals according to time of last use. Removes a half of cache storage. |
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71 | */ |
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72 | private void clearLeastRecentlyUsed() { |
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73 | List<Pair<Individual>> list = new ArrayList<Pair<Individual>>(LRUtimer.keySet()); |
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74 | Collections.sort(list, new Comparator<Pair<Individual>>() { |
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75 | public int compare(Pair<Individual> o1, Pair<Individual> o2) { |
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76 | if (LRUtimer.get(o1) > LRUtimer.get(o2)) { |
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77 | return -1; |
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78 | } else if (LRUtimer.get(o1) < LRUtimer.get(o2)) { |
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79 | return 1; |
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80 | } else { |
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81 | return 0; |
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82 | } |
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83 | } |
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84 | }); |
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85 | |
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86 | for (int i = cacheSizeLimit / 2; i < list.size(); i++) { |
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87 | cache.remove(list.get(i)); |
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88 | LRUtimer.remove(list.get(i)); |
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89 | } |
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90 | } |
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91 | } |
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