1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2016 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.Linq;
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25 | using HeuristicLab.Common;
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26 | using HeuristicLab.Core;
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27 | using HeuristicLab.Data;
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28 | using HeuristicLab.Operators;
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29 | using HeuristicLab.Parameters;
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30 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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31 |
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32 | namespace HeuristicLab.Algorithms.ALPS {
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33 | [Item("ContinuousMatingPoolCreator", "An operator which creates mating pools based on a set of sub-populations. For each sub-population, the individuals from the previous sub-population are copied into the current sub-population.")]
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34 | [StorableClass]
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35 | public sealed class ContinuousMatingPoolCreator : SingleSuccessorOperator, IMatingPoolCreator {
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36 | public IValueLookupParameter<DoubleArray> RangesParameter {
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37 | get { return (IValueLookupParameter<DoubleArray>)Parameters["Ranges"]; }
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38 | }
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39 |
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40 | public IScopeTreeLookupParameter<DoubleValue> QualityParameter {
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41 | get { return (IScopeTreeLookupParameter<DoubleValue>)Parameters["Quality"]; }
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42 | }
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43 | public IValueLookupParameter<BoolValue> MaximizationParameter {
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44 | get { return (IValueLookupParameter<BoolValue>)Parameters["Maximization"]; }
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45 | }
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46 |
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47 |
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48 | #region Constructor, Cloning & Persistence
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49 | public ContinuousMatingPoolCreator()
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50 | : base() {
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51 | Parameters.Add(new ValueLookupParameter<DoubleArray>("Ranges", "The range of sub-populations used for creating a mating pool. (1 = current + previous sub-population)"));
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52 | Parameters.Add(new ScopeTreeLookupParameter<DoubleValue>("Quality", "The quality value contained in each sub-scope which is used for selection."));
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53 | Parameters.Add(new ValueLookupParameter<BoolValue>("Maximization", "True if the current problem is a maximization problem, otherwise false."));
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54 | }
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55 |
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56 | private ContinuousMatingPoolCreator(ContinuousMatingPoolCreator original, Cloner cloner)
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57 | : base(original, cloner) { }
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58 | public override IDeepCloneable Clone(Cloner cloner) {
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59 | return new ContinuousMatingPoolCreator(this, cloner);
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60 | }
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61 |
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62 | [StorableConstructor]
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63 | private ContinuousMatingPoolCreator(bool deserializing)
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64 | : base(deserializing) { }
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65 | #endregion
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66 |
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67 | /// <summary>
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68 | /// Copies the subscopes of the n previous scopes into the current scope. (default n = 1)
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69 | /// <pre>
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70 | /// __ scope __ __ scope __
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71 | /// / | \ / | \
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72 | /// Pop1 Pop2 Pop3 => Pop1 Pop2 Pop3
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73 | /// /|\ /|\ /|\ /|\ /|\ /|\
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74 | /// ABC DEF GHI ABC DEF GHI
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75 | /// ABC DEF
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76 | /// </pre>
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77 | /// </summary>
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78 | /// <returns>The next operation.</returns>
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79 | public override IOperation Apply() {
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80 | var subScopes = ExecutionContext.Scope.SubScopes;
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81 | var ranges = RangesParameter.ActualValue;
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82 | var qualityName = QualityParameter.TranslatedName;
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83 | bool maximization = MaximizationParameter.ActualValue.Value;
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84 |
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85 | for (int targetIndex = subScopes.Count - 1; targetIndex > 0; targetIndex--) {
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86 | var targetScope = subScopes[targetIndex];
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87 | var range = ranges.Length == 1 ? ranges[0] : ranges[targetIndex];
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88 | for (int n = 1; (n <= (range + 1)) && (targetIndex - n >= 0); n++) {
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89 | var prevScope = subScopes[targetIndex - n];
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90 | IEnumerable<IScope> individuals = prevScope.SubScopes
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91 | .OrderBy(i => ((DoubleValue)i.Variables[qualityName].Value).Value);
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92 | if (maximization) individuals = individuals.Reverse();
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93 | individuals = individuals.Take((int)(Math.Min(range + 1 - n, 1.0) * prevScope.SubScopes.Count));
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94 | foreach (var individual in individuals) {
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95 | targetScope.SubScopes.Add((IScope)individual.Clone());
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96 | }
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97 | }
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98 | }
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99 |
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100 | return base.Apply();
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101 | }
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102 | }
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103 | } |
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