1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2008 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;
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23 | using System.Collections.Generic;
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24 | using System.Text;
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25 | using HeuristicLab.Core;
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26 | using HeuristicLab.Data;
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27 | using HeuristicLab.Operators;
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28 |
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29 | namespace HeuristicLab.Evolutionary {
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30 | /// <summary>
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31 | /// Base class for cross over operators that use more than two parents.
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32 | /// </summary>
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33 | public abstract class MultiCrossoverBase : OperatorBase {
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34 | /// <summary>
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35 | /// Initializes a new instance of <see cref="MultiCrossoverBase"/> with two variable infos
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36 | /// (<c>Parents</c> and <c>Random</c>).
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37 | /// </summary>
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38 | public MultiCrossoverBase()
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39 | : base() {
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40 | AddVariableInfo(new VariableInfo("Parents", "Number of parents that should be crossed", typeof(IntData), VariableKind.In));
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41 | AddVariableInfo(new VariableInfo("Random", "Pseudo random number generator", typeof(IRandom), VariableKind.In));
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42 | }
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43 |
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44 | /// <summary>
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45 | /// Replaces the parents (sub scopes of the given <paramref name="scope"/>) with created children
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46 | /// by crossing over a specified number of parents.
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47 | /// </summary>
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48 | /// <remarks>Adds the children to the given <paramref name="scope"/> and removes the parents.</remarks>
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49 | /// <exception cref="InvalidOperationException">Thrown when the size of the mating pool and the
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50 | /// number of parents don't match.</exception>
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51 | /// <param name="scope">The scope whose sub scopes shall be crossed over.</param>
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52 | /// <returns><c>null</c>.</returns>
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53 | public override IOperation Apply(IScope scope) {
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54 | IRandom random = GetVariableValue<IRandom>("Random", scope, true);
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55 | int parents = GetVariableValue<IntData>("Parents", scope, true).Data;
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56 |
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57 | if ((scope.SubScopes.Count % parents) != 0)
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58 | throw new InvalidOperationException("Size of mating pool and number of parents don't match");
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59 |
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60 | int children = scope.SubScopes.Count / parents;
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61 | for (int i = 0; i < children; i++) {
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62 | IScope[] parentScopes = new IScope[parents];
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63 | for (int j = 0; j < parentScopes.Length; j++)
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64 | parentScopes[j] = scope.SubScopes[j];
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65 |
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66 | IScope child = new Scope(i.ToString());
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67 | scope.AddSubScope(child);
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68 | Cross(scope, random, parentScopes, child);
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69 |
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70 | for (int j = 0; j < parentScopes.Length; j++)
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71 | scope.RemoveSubScope(parentScopes[j]);
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72 | }
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73 | return null;
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74 | }
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75 | /// <summary>
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76 | /// Performs a cross over of a number of <paramref name="parents"/>
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77 | /// to create a new <paramref name="child"/>.
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78 | /// </summary>
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79 | /// <param name="scope">The current scope.</param>
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80 | /// <param name="random">A random number generator.</param>
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81 | /// <param name="parents">The scopes to cross over.</param>
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82 | /// <param name="child">The result of the cross over.</param>
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83 | protected abstract void Cross(IScope scope, IRandom random, IScope[] parents, IScope child);
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84 | }
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85 | }
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