1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2018 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 |
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22 | using System.Collections.Generic;
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23 | using System.Linq;
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24 | using HeuristicLab.Common;
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25 | using HeuristicLab.Core;
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26 | using HeuristicLab.Encodings.IntegerVectorEncoding;
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27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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28 |
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29 | namespace HeuristicLab.Encodings.ScheduleEncoding.PermutationWithRepetition {
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30 | [Item("PWRGeneralizationOrderCrossover", "Represents a crossover operation swapping sequences of the parents to generate offspring.")]
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31 | [StorableClass]
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32 | public class PWRGOXCrossover : PWRCrossover {
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33 |
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34 | [StorableConstructor]
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35 | protected PWRGOXCrossover(bool deserializing) : base(deserializing) { }
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36 | protected PWRGOXCrossover(PWRGOXCrossover original, Cloner cloner) : base(original, cloner) { }
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37 | public PWRGOXCrossover() : base() { }
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38 |
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39 | public override IDeepCloneable Clone(Cloner cloner) {
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40 | return new PWRGOXCrossover(this, cloner);
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41 | }
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42 |
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43 | private static int[] GetLookUpForIndividual(List<int> p) {
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44 | var result = new int[p.Count];
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45 | var lookUpTable = new Dictionary<int, int>();
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46 |
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47 | for (int i = 0; i < p.Count; i++) {
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48 | if (!lookUpTable.ContainsKey(p[i]))
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49 | lookUpTable.Add(p[i], 0);
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50 | result[i] = lookUpTable[p[i]];
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51 | lookUpTable[p[i]]++;
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52 | }
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53 |
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54 | return result;
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55 | }
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56 |
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57 | public static PWREncoding Apply(IRandom random, PWREncoding parent1, PWREncoding parent2) {
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58 | var result = new PWREncoding();
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59 |
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60 | var p1 = ((IntegerVector)(parent1.PermutationWithRepetition.Clone())).ToList();
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61 | var p2 = ((IntegerVector)(parent2.PermutationWithRepetition.Clone())).ToList();
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62 | var child = new List<int>();
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63 |
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64 | int[] lookUpArrayP1 = GetLookUpForIndividual(p1);
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65 | int[] lookUpArrayP2 = GetLookUpForIndividual(p2);
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66 |
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67 | int xStringLength = p1.Count / 2;
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68 | int xStringPosition = random.Next(p1.Count / 2);
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69 |
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70 | //insert elements from parent1 that dont conflict with the "selected" elements form parent2
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71 | for (int i = 0; i < p1.Count; i++) {
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72 | bool isSelected = false;
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73 | for (int j = xStringPosition; j < xStringPosition + xStringLength; j++) {
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74 | if (p1[i] == p2[j] && lookUpArrayP1[i] == lookUpArrayP2[j])
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75 | isSelected = true;
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76 | }
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77 | if (!isSelected)
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78 | child.Add(p1[i]);
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79 | }
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80 |
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81 | for (int i = xStringPosition; i < xStringPosition + xStringLength; i++) {
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82 | child.Insert(i, p2[i]);
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83 | }
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84 |
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85 | result.PermutationWithRepetition = new IntegerVector(child.ToArray());
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86 | return result;
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87 | }
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88 |
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89 | public override PWREncoding Cross(IRandom random, PWREncoding parent1, PWREncoding parent2) {
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90 | return Apply(random, parent1, parent2);
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91 | }
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92 |
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93 | }
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94 | }
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