[108] | 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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[881] | 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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[108] | 33 | public abstract class MultiCrossoverBase : OperatorBase {
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[881] | 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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[108] | 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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[881] | 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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[108] | 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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[881] | 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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[108] | 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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