1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2019 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.Linq;
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24 | using HeuristicLab.Common;
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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 | using HeuristicLab.Optimization;
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29 | using HeuristicLab.Parameters;
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30 | using HEAL.Attic;
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31 |
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32 | namespace HeuristicLab.Algorithms.ScatterSearch {
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33 | /// <summary>
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34 | /// An operator that updates the solution pool.
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35 | /// </summary>
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36 | [Item("SolutionPoolUpdateMethod", "An operator that updates the solution pool.")]
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37 | [StorableType("F295B5C8-8551-4DFC-A38C-354E14CED2E3")]
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38 | public sealed class SolutionPoolUpdateMethod : SingleSuccessorOperator, ISingleObjectiveOperator {
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39 | #region Parameter properties
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40 | public ScopeParameter CurrentScopeParameter {
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41 | get { return (ScopeParameter)Parameters["CurrentScope"]; }
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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 | public IValueLookupParameter<BoolValue> NewSolutionsParameter {
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47 | get { return (IValueLookupParameter<BoolValue>)Parameters["NewSolutions"]; }
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48 | }
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49 | public IValueLookupParameter<IItem> QualityParameter {
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50 | get { return (IValueLookupParameter<IItem>)Parameters["Quality"]; }
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51 | }
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52 | public IValueLookupParameter<IntValue> ReferenceSetSizeParameter {
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53 | get { return (IValueLookupParameter<IntValue>)Parameters["ReferenceSetSize"]; }
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54 | }
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55 | public IValueLookupParameter<ISolutionSimilarityCalculator> SimilarityCalculatorParameter {
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56 | get { return (IValueLookupParameter<ISolutionSimilarityCalculator>)Parameters["SimilarityCalculator"]; }
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57 | }
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58 | #endregion
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59 |
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60 | #region Properties
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61 | private IScope CurrentScope {
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62 | get { return CurrentScopeParameter.ActualValue; }
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63 | }
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64 | private BoolValue Maximization {
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65 | get { return MaximizationParameter.ActualValue; }
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66 | set { MaximizationParameter.ActualValue = value; }
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67 | }
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68 | private BoolValue NewSolutions {
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69 | get { return NewSolutionsParameter.ActualValue; }
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70 | }
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71 | private IItem Quality {
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72 | get { return QualityParameter.ActualValue; }
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73 | }
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74 | private IntValue ReferenceSetSize {
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75 | get { return ReferenceSetSizeParameter.ActualValue; }
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76 | set { ReferenceSetSizeParameter.ActualValue = value; }
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77 | }
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78 | #endregion
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79 |
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80 | [StorableConstructor]
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81 | private SolutionPoolUpdateMethod(StorableConstructorFlag _) : base(_) { }
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82 | private SolutionPoolUpdateMethod(SolutionPoolUpdateMethod original, Cloner cloner) : base(original, cloner) { }
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83 | public SolutionPoolUpdateMethod()
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84 | : base() {
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85 | #region Create parameters
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86 | Parameters.Add(new ScopeParameter("CurrentScope", "The current scope that is the reference set."));
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87 | Parameters.Add(new ValueLookupParameter<BoolValue>("Maximization", "True if the problem is a maximization problem, otherwise false."));
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88 | Parameters.Add(new ValueLookupParameter<BoolValue>("NewSolutions", "True if new solutions have been found, otherwise false."));
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89 | Parameters.Add(new ValueLookupParameter<IItem>("Quality", "This parameter is used for name translation only."));
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90 | Parameters.Add(new ValueLookupParameter<IntValue>("ReferenceSetSize", "The size of the reference set."));
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91 | Parameters.Add(new ValueLookupParameter<ISolutionSimilarityCalculator>("SimilarityCalculator", "The similarity calculator that should be used to calculate solution similarity."));
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92 | #endregion
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93 | }
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94 |
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95 | public override IDeepCloneable Clone(Cloner cloner) {
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96 | return new SolutionPoolUpdateMethod(this, cloner);
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97 | }
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98 |
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99 | [StorableHook(HookType.AfterDeserialization)]
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100 | private void AfterDeserialization() {
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101 | // BackwardsCompatibility3.3
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102 | #region Backwards compatible code, remove with 3.4
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103 | if (!Parameters.ContainsKey("SimilarityCalculator"))
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104 | Parameters.Add(new ValueLookupParameter<ISolutionSimilarityCalculator>("SimilarityCalculator", "The similarity calculator that should be used to calculate solution similarity."));
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105 | #endregion
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106 | }
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107 |
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108 | public override IOperation Apply() {
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109 | ScopeList parents = new ScopeList();
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110 | ScopeList offspring = new ScopeList();
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111 |
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112 | // split parents and offspring
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113 | foreach (var scope in CurrentScope.SubScopes) {
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114 | parents.AddRange(scope.SubScopes.Take(scope.SubScopes.Count - 1));
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115 | offspring.AddRange(scope.SubScopes.Last().SubScopes);
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116 | }
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117 |
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118 | CurrentScope.SubScopes.Clear();
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119 |
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120 | // attention: assumes that parents are distinct
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121 | // distinction might cause a too small reference set (e.g. reference set = {1, 2, 2, 2,..., 2} -> union = {1, 2}
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122 |
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123 | var orderedParents = Maximization.Value ? parents.OrderByDescending(x => x.Variables[QualityParameter.ActualName].Value) :
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124 | parents.OrderBy(x => x.Variables[QualityParameter.ActualName].Value);
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125 | var orderedOffspring = Maximization.Value ? offspring.OrderByDescending(x => x.Variables[QualityParameter.ActualName].Value) :
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126 | offspring.OrderBy(x => x.Variables[QualityParameter.ActualName].Value);
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127 |
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128 | CurrentScope.SubScopes.AddRange(orderedParents);
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129 |
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130 | double worstParentQuality = (orderedParents.Last().Variables[QualityParameter.ActualName].Value as DoubleValue).Value;
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131 |
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132 | var hasBetterQuality = Maximization.Value ? (Func<IScope, bool>)(x => { return (x.Variables[QualityParameter.ActualName].Value as DoubleValue).Value > worstParentQuality; }) :
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133 | (Func<IScope, bool>)(x => { return (x.Variables[QualityParameter.ActualName].Value as DoubleValue).Value < worstParentQuality; });
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134 |
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135 | // is there any offspring better than the worst parent?
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136 | if (orderedOffspring.Any(hasBetterQuality)) {
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137 | // produce the set union
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138 | var union = orderedParents.Union(orderedOffspring.Where(hasBetterQuality), SimilarityCalculatorParameter.ActualValue);
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139 | if (union.Count() > orderedParents.Count()) {
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140 | var orderedUnion = Maximization.Value ? union.OrderByDescending(x => x.Variables[QualityParameter.ActualName].Value) :
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141 | union.OrderBy(x => x.Variables[QualityParameter.ActualName].Value);
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142 | CurrentScope.SubScopes.Replace(orderedUnion.Take(ReferenceSetSize.Value));
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143 | NewSolutions.Value = true;
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144 | }
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145 | }
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146 |
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147 | return base.Apply();
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148 | }
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149 | }
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150 | }
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