[86] | 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.Selection;
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| 28 |
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| 29 | namespace HeuristicLab.ES {
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[896] | 30 | /// <summary>
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| 31 | /// Selects rho*lambda individuals with each rho successing individuals being selected
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| 32 | /// from the parent population without repetitions.
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| 33 | /// </summary>
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[86] | 34 | public class ESRandomSelector : OperatorBase {
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[896] | 35 | /// <inheritdoc select="summary"/>
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[86] | 36 | public override string Description {
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| 37 | get {
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| 38 | return @"Selects rho*lambda individuals with each rho successing individuals being selected from the parent population without repetitions.";
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| 39 | }
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| 40 | }
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| 41 |
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[896] | 42 | /// <summary>
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| 43 | /// Initializes a new instance of <see cref="ESRandomSelector"/> with three variable infos
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| 44 | /// (<c>Random</c>, <c>Lambda</c> and <c>Rho</c>).
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| 45 | /// </summary>
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[86] | 46 | public ESRandomSelector()
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| 47 | : base() {
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| 48 | AddVariableInfo(new VariableInfo("Random", "Pseudo random number generator", typeof(IRandom), VariableKind.In));
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| 49 | AddVariableInfo(new VariableInfo("Lambda", "The amount of children to select", typeof(IntData), VariableKind.In));
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| 50 | AddVariableInfo(new VariableInfo("Rho", "The amount of parents per child", typeof(IntData), VariableKind.In));
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| 51 | }
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| 52 |
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[896] | 53 | /// <summary>
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| 54 | /// Separates the sub scopes of the given <paramref name="scope"/> in <c>Selected</c> and
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| 55 | /// <c>Remaining</c> and selects rho*lambda individuals with each rho successing individuals
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| 56 | /// being selected from the parent population without repetitions.
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| 57 | /// </summary>
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| 58 | /// <param name="scope">The current scope where to perform the selection.</param>
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| 59 | /// <returns><c>null</c>.</returns>
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[86] | 60 | public override IOperation Apply(IScope scope) {
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| 61 | IScope source = new Scope("Remaining");
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| 62 | while (scope.SubScopes.Count > 0) {
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| 63 | IScope s = scope.SubScopes[0];
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| 64 | scope.RemoveSubScope(s);
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| 65 | source.AddSubScope(s);
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| 66 | }
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| 67 | scope.AddSubScope(source);
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| 68 | IScope target = new Scope("Selected");
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| 69 | scope.AddSubScope(target);
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| 70 |
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| 71 | Select(source, target);
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| 72 |
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| 73 | return null;
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| 74 | }
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| 75 |
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[896] | 76 | /// <summary>
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| 77 | /// Selects rho*lambda individuals with each rho successing individuals being selected
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| 78 | /// from the parent population (<paramref name="source"/>) without repetitions.
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| 79 | /// </summary>
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| 80 | /// <exception cref="InvalidOperationException">Thrown when more parents than available should be
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| 81 | /// selected per child.</exception>
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| 82 | /// <param name="source">The scope where to select the individuals.</param>
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| 83 | /// <param name="target">The target scope where to insert the selected individuals.</param>
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[86] | 84 | protected virtual void Select(IScope source, IScope target) {
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| 85 | IRandom random = GetVariableValue<IRandom>("Random", source, true);
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| 86 | int children = GetVariableValue<IntData>("Lambda", source, true).Data;
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| 87 | int parents = GetVariableValue<IntData>("Rho", source, true).Data;
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| 88 | int parentsAvailable = source.SubScopes.Count;
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| 89 |
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| 90 | if (parents > parentsAvailable)
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| 91 | throw new InvalidOperationException("Cannot select more parents per child than there are parents available");
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| 92 |
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| 93 | IList<int> selectedParents = new List<int>(parentsAvailable);
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| 94 | for (int i = 0; i < children; i++) {
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| 95 | selectedParents.Clear();
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| 96 | for (int j = 0; j < parents; j++) {
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| 97 | int nextParent = j; // will be used in case parents == parentsAvailable
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| 98 | if (parents < parentsAvailable) {
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| 99 | do {
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| 100 | nextParent = random.Next(parentsAvailable);
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| 101 | } while (selectedParents.Contains(nextParent));
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| 102 | }
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| 103 |
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| 104 | target.AddSubScope((IScope)source.SubScopes[nextParent].Clone());
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| 105 | selectedParents.Add(nextParent);
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| 106 | }
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| 107 | }
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| 108 | }
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| 109 | }
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| 110 | }
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