1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2015 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.Analysis;
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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.Optimization;
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30 | using HeuristicLab.Optimization.Operators;
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31 | using HeuristicLab.Parameters;
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32 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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33 | using HeuristicLab.Random;
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34 | using HeuristicLab.Selection;
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35 |
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36 | namespace HeuristicLab.Algorithms.ScatterSearch {
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37 | /// <summary>
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38 | /// A scatter search algorithm.
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39 | /// </summary>
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40 | [Item("Scatter Search", "A scatter search algorithm.")]
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41 | [Creatable("Algorithms")]
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42 | [StorableClass]
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43 | public sealed class ScatterSearch : HeuristicOptimizationEngineAlgorithm, IStorableContent {
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44 | public string Filename { get; set; }
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45 |
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46 | #region Problem Properties
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47 | public override Type ProblemType {
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48 | get { return typeof(ISingleObjectiveHeuristicOptimizationProblem); }
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49 | }
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50 | public new ISingleObjectiveHeuristicOptimizationProblem Problem {
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51 | get { return (ISingleObjectiveHeuristicOptimizationProblem)base.Problem; }
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52 | set { base.Problem = value; }
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53 | }
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54 | #endregion
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55 |
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56 | #region Parameter Properties
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57 | public IValueParameter<MultiAnalyzer> AnalyzerParameter {
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58 | get { return (IValueParameter<MultiAnalyzer>)Parameters["Analyzer"]; }
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59 | }
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60 | public IConstrainedValueParameter<ICrossover> CrossoverParameter {
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61 | get { return (IConstrainedValueParameter<ICrossover>)Parameters["Crossover"]; }
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62 | }
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63 | public IValueParameter<BoolValue> ExecutePathRelinkingParameter {
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64 | get { return (IValueParameter<BoolValue>)Parameters["ExecutePathRelinking"]; }
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65 | }
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66 | public IConstrainedValueParameter<IImprovementOperator> ImproverParameter {
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67 | get { return (IConstrainedValueParameter<IImprovementOperator>)Parameters["Improver"]; }
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68 | }
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69 | public IValueParameter<IntValue> MaximumIterationsParameter {
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70 | get { return (IValueParameter<IntValue>)Parameters["MaximumIterations"]; }
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71 | }
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72 | public IValueParameter<IntValue> NumberOfHighQualitySolutionsParameter {
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73 | get { return (IValueParameter<IntValue>)Parameters["NumberOfHighQualitySolutions"]; }
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74 | }
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75 | public IConstrainedValueParameter<IPathRelinker> PathRelinkerParameter {
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76 | get { return (IConstrainedValueParameter<IPathRelinker>)Parameters["PathRelinker"]; }
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77 | }
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78 | public IValueParameter<IntValue> PopulationSizeParameter {
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79 | get { return (IValueParameter<IntValue>)Parameters["PopulationSize"]; }
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80 | }
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81 | public IValueParameter<IntValue> ReferenceSetSizeParameter {
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82 | get { return (IValueParameter<IntValue>)Parameters["ReferenceSetSize"]; }
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83 | }
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84 | public IValueParameter<IntValue> SeedParameter {
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85 | get { return (IValueParameter<IntValue>)Parameters["Seed"]; }
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86 | }
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87 | public IValueParameter<BoolValue> SetSeedRandomlyParameter {
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88 | get { return (IValueParameter<BoolValue>)Parameters["SetSeedRandomly"]; }
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89 | }
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90 | public IConstrainedValueParameter<ISolutionSimilarityCalculator> SimilarityCalculatorParameter {
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91 | get { return (IConstrainedValueParameter<ISolutionSimilarityCalculator>)Parameters["SimilarityCalculator"]; }
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92 | }
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93 | #endregion
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94 |
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95 | #region Properties
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96 | public MultiAnalyzer Analyzer {
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97 | get { return AnalyzerParameter.Value; }
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98 | set { AnalyzerParameter.Value = value; }
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99 | }
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100 | public ICrossover Crossover {
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101 | get { return CrossoverParameter.Value; }
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102 | set { CrossoverParameter.Value = value; }
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103 | }
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104 | public BoolValue ExecutePathRelinking {
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105 | get { return ExecutePathRelinkingParameter.Value; }
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106 | set { ExecutePathRelinkingParameter.Value = value; }
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107 | }
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108 | public IImprovementOperator Improver {
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109 | get { return ImproverParameter.Value; }
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110 | set { ImproverParameter.Value = value; }
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111 | }
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112 | public IntValue MaximumIterations {
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113 | get { return MaximumIterationsParameter.Value; }
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114 | set { MaximumIterationsParameter.Value = value; }
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115 | }
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116 | public IntValue NumberOfHighQualitySolutions {
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117 | get { return NumberOfHighQualitySolutionsParameter.Value; }
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118 | set { NumberOfHighQualitySolutionsParameter.Value = value; }
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119 | }
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120 | public IPathRelinker PathRelinker {
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121 | get { return PathRelinkerParameter.Value; }
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122 | set { PathRelinkerParameter.Value = value; }
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123 | }
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124 | public IntValue PopulationSize {
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125 | get { return PopulationSizeParameter.Value; }
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126 | set { PopulationSizeParameter.Value = value; }
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127 | }
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128 | public IntValue ReferenceSetSize {
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129 | get { return ReferenceSetSizeParameter.Value; }
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130 | set { ReferenceSetSizeParameter.Value = value; }
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131 | }
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132 | public IntValue Seed {
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133 | get { return SeedParameter.Value; }
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134 | set { SeedParameter.Value = value; }
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135 | }
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136 | public BoolValue SetSeedRandomly {
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137 | get { return SetSeedRandomlyParameter.Value; }
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138 | set { SetSeedRandomlyParameter.Value = value; }
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139 | }
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140 | public ISolutionSimilarityCalculator SimilarityCalculator {
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141 | get { return SimilarityCalculatorParameter.Value; }
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142 | set { SimilarityCalculatorParameter.Value = value; }
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143 | }
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144 | private RandomCreator RandomCreator {
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145 | get { return (RandomCreator)OperatorGraph.InitialOperator; }
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146 | }
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147 | private SolutionsCreator SolutionsCreator {
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148 | get { return (SolutionsCreator)RandomCreator.Successor; }
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149 | }
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150 | private ScatterSearchMainLoop MainLoop {
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151 | get { return FindMainLoop(SolutionsCreator.Successor); }
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152 | }
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153 |
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154 | [Storable]
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155 | private BestAverageWorstQualityAnalyzer qualityAnalyzer;
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156 | #endregion
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157 |
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158 | [StorableConstructor]
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159 | private ScatterSearch(bool deserializing) : base(deserializing) { }
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160 | [StorableHook(HookType.AfterDeserialization)]
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161 | private void AfterDeserialization() {
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162 | // BackwardsCompatibility3.3
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163 | #region Backwards compatible code, remove with 3.4
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164 | if (Parameters.ContainsKey("SimilarityCalculator")) {
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165 | #pragma warning disable 0618
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166 | var oldParameter = (IConstrainedValueParameter<ISingleObjectiveSolutionSimilarityCalculator>)Parameters["SimilarityCalculator"];
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167 | #pragma warning restore 0618
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168 | Parameters.Remove(oldParameter);
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169 | var newParameter = new ConstrainedValueParameter<ISolutionSimilarityCalculator>("SimilarityCalculator", "The operator used to calculate the similarity between two solutions.", new ItemSet<ISolutionSimilarityCalculator>(oldParameter.ValidValues));
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170 | var selectedSimilarityCalculator = newParameter.ValidValues.SingleOrDefault(x => x.GetType() == oldParameter.Value.GetType());
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171 | newParameter.Value = selectedSimilarityCalculator;
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172 | Parameters.Add(newParameter);
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173 | }
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174 | #endregion
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175 | Initialize();
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176 | }
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177 | private ScatterSearch(ScatterSearch original, Cloner cloner)
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178 | : base(original, cloner) {
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179 | qualityAnalyzer = cloner.Clone(original.qualityAnalyzer);
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180 | Initialize();
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181 | }
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182 | public override IDeepCloneable Clone(Cloner cloner) {
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183 | return new ScatterSearch(this, cloner);
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184 | }
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185 | public ScatterSearch()
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186 | : base() {
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187 | #region Create parameters
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188 | Parameters.Add(new ValueParameter<MultiAnalyzer>("Analyzer", "The analyzer used to analyze each iteration.", new MultiAnalyzer()));
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189 | Parameters.Add(new ConstrainedValueParameter<ICrossover>("Crossover", "The operator used to cross solutions."));
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190 | Parameters.Add(new ValueParameter<BoolValue>("ExecutePathRelinking", "True if path relinking should be executed instead of crossover, otherwise false.", new BoolValue(false)));
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191 | Parameters.Add(new ConstrainedValueParameter<IImprovementOperator>("Improver", "The operator used to improve solutions."));
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192 | Parameters.Add(new ValueParameter<IntValue>("MaximumIterations", "The maximum number of iterations which should be processed.", new IntValue(100)));
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193 | Parameters.Add(new ValueParameter<IntValue>("NumberOfHighQualitySolutions", "The number of high quality solutions in the reference set.", new IntValue(5)));
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194 | Parameters.Add(new ConstrainedValueParameter<IPathRelinker>("PathRelinker", "The operator used to execute path relinking."));
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195 | Parameters.Add(new ValueParameter<IntValue>("PopulationSize", "The size of the population of solutions.", new IntValue(50)));
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196 | Parameters.Add(new ValueParameter<IntValue>("ReferenceSetSize", "The size of the reference set.", new IntValue(20)));
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197 | Parameters.Add(new ValueParameter<IntValue>("Seed", "The random seed used to initialize the new pseudo random number generator.", new IntValue(0)));
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198 | Parameters.Add(new ValueParameter<BoolValue>("SetSeedRandomly", "True if the random seed should be set to a random value, otherwise false.", new BoolValue(true)));
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199 | Parameters.Add(new ConstrainedValueParameter<ISolutionSimilarityCalculator>("SimilarityCalculator", "The operator used to calculate the similarity between two solutions."));
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200 | #endregion
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201 |
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202 | #region Create operators
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203 | RandomCreator randomCreator = new RandomCreator();
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204 | SolutionsCreator solutionsCreator = new SolutionsCreator();
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205 | UniformSubScopesProcessor uniformSubScopesProcessor = new UniformSubScopesProcessor();
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206 | Placeholder solutionEvaluator = new Placeholder();
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207 | Placeholder solutionImprover = new Placeholder();
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208 | VariableCreator variableCreator = new VariableCreator();
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209 | DataReducer dataReducer = new DataReducer();
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210 | ResultsCollector resultsCollector = new ResultsCollector();
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211 | BestSelector bestSelector = new BestSelector();
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212 | ScatterSearchMainLoop mainLoop = new ScatterSearchMainLoop();
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213 | #endregion
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214 |
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215 | #region Create operator graph
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216 | OperatorGraph.InitialOperator = randomCreator;
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217 | randomCreator.RandomParameter.ActualName = "Random";
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218 | randomCreator.SeedParameter.ActualName = SeedParameter.Name;
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219 | randomCreator.SeedParameter.Value = null;
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220 | randomCreator.SetSeedRandomlyParameter.ActualName = SetSeedRandomlyParameter.Name;
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221 | randomCreator.SetSeedRandomlyParameter.Value = null;
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222 | randomCreator.Successor = solutionsCreator;
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223 |
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224 | solutionsCreator.Name = "DiversificationGenerationMethod";
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225 | solutionsCreator.NumberOfSolutionsParameter.ActualName = "PopulationSize";
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226 | solutionsCreator.Successor = uniformSubScopesProcessor;
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227 |
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228 | uniformSubScopesProcessor.Operator = solutionImprover;
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229 | uniformSubScopesProcessor.ParallelParameter.Value = new BoolValue(true);
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230 | uniformSubScopesProcessor.Successor = variableCreator;
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231 |
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232 | solutionImprover.Name = "SolutionImprover";
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233 | solutionImprover.OperatorParameter.ActualName = "Improver";
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234 | solutionImprover.Successor = solutionEvaluator;
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235 |
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236 | solutionEvaluator.Name = "SolutionEvaluator";
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237 | solutionEvaluator.OperatorParameter.ActualName = "Evaluator";
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238 | solutionEvaluator.Successor = null;
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239 |
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240 | variableCreator.Name = "Initialize EvaluatedSolutions";
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241 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("EvaluatedSolutions", new IntValue()));
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242 | variableCreator.Successor = dataReducer;
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243 |
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244 | dataReducer.Name = "Increment EvaluatedSolutions";
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245 | dataReducer.ParameterToReduce.ActualName = "LocalEvaluatedSolutions";
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246 | dataReducer.TargetParameter.ActualName = "EvaluatedSolutions";
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247 | dataReducer.ReductionOperation.Value = new ReductionOperation(ReductionOperations.Sum);
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248 | dataReducer.TargetOperation.Value = new ReductionOperation(ReductionOperations.Sum);
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249 | dataReducer.Successor = resultsCollector;
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250 |
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251 | resultsCollector.Name = "ResultsCollector";
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252 | resultsCollector.CollectedValues.Add(new LookupParameter<IntValue>("EvaluatedSolutions", null, "EvaluatedSolutions"));
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253 | resultsCollector.Successor = bestSelector;
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254 |
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255 | bestSelector.NumberOfSelectedSubScopesParameter.ActualName = NumberOfHighQualitySolutionsParameter.Name;
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256 | bestSelector.CopySelected = new BoolValue(false);
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257 | bestSelector.Successor = mainLoop;
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258 |
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259 | mainLoop.MaximumIterationsParameter.ActualName = MaximumIterationsParameter.Name;
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260 | mainLoop.RandomParameter.ActualName = randomCreator.RandomParameter.ActualName;
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261 | mainLoop.ResultsParameter.ActualName = "Results";
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262 | mainLoop.AnalyzerParameter.ActualName = AnalyzerParameter.Name;
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263 | mainLoop.IterationsParameter.ActualName = "Iterations";
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264 | mainLoop.EvaluatedSolutionsParameter.ActualName = "EvaluatedSolutions";
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265 | mainLoop.CrossoverParameter.ActualName = CrossoverParameter.Name;
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266 | mainLoop.PopulationSizeParameter.ActualName = PopulationSizeParameter.Name;
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267 | mainLoop.NumberOfHighQualitySolutionsParameter.ActualName = NumberOfHighQualitySolutionsParameter.Name;
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268 | mainLoop.Successor = null;
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269 | #endregion
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270 |
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271 | qualityAnalyzer = new BestAverageWorstQualityAnalyzer();
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272 | ParameterizeAnalyzers();
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273 | UpdateAnalyzers();
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274 |
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275 | Initialize();
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276 | }
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277 |
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278 | public override void Prepare() {
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279 | if (Problem != null && Improver != null && (PathRelinker != null || ExecutePathRelinking.Value == false) && SimilarityCalculator != null)
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280 | base.Prepare();
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281 | }
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282 |
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283 | #region Events
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284 | protected override void OnProblemChanged() {
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285 | ParameterizeStochasticOperator(Problem.SolutionCreator);
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286 | ParameterizeStochasticOperator(Problem.Evaluator);
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287 | foreach (IOperator op in Problem.Operators.OfType<IOperator>()) ParameterizeStochasticOperator(op);
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288 | ParameterizeAnalyzers();
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289 | ParameterizeSolutionsCreator();
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290 | ParameterizeBestSelector();
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291 | UpdateAnalyzers();
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292 | UpdateCrossovers();
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293 | UpdateImprovers();
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294 | UpdatePathRelinkers();
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295 | UpdateSimilarityCalculators();
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296 | ParameterizeMainLoop();
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297 | Problem.Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
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298 | base.OnProblemChanged();
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299 | }
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300 | protected override void Problem_SolutionCreatorChanged(object sender, EventArgs e) {
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301 | ParameterizeStochasticOperator(Problem.SolutionCreator);
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302 | ParameterizeSolutionsCreator();
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303 | base.Problem_SolutionCreatorChanged(sender, e);
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304 | }
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305 | protected override void Problem_EvaluatorChanged(object sender, EventArgs e) {
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306 | ParameterizeStochasticOperator(Problem.Evaluator);
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307 | ParameterizeSolutionsCreator();
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308 | ParameterizeMainLoop();
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309 | ParameterizeAnalyzers();
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310 | Problem.Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
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311 | base.Problem_EvaluatorChanged(sender, e);
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312 | }
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313 | protected override void Problem_OperatorsChanged(object sender, EventArgs e) {
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314 | foreach (IOperator op in Problem.Operators.OfType<IOperator>()) ParameterizeStochasticOperator(op);
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315 | UpdateAnalyzers();
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316 | UpdateCrossovers();
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317 | UpdatePathRelinkers();
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318 | UpdateSimilarityCalculators();
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319 | UpdateImprovers();
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320 | ParameterizeMainLoop();
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321 | ParameterizeAnalyzers();
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322 | base.Problem_OperatorsChanged(sender, e);
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323 | }
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324 | private void PathRelinkerParameter_ValueChanged(object sender, EventArgs e) {
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325 | ExecutePathRelinking.Value = PathRelinkerParameter.Value != null;
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326 | }
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327 | private void SimilarityCalculatorParameter_ValueChanged(object sender, EventArgs e) {
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328 | ParameterizeMainLoop();
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329 | }
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330 | private void Evaluator_QualityParameter_ActualNameChanged(object sender, EventArgs e) {
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331 | ParameterizeMainLoop();
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332 | ParameterizeAnalyzers();
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333 | ParameterizeBestSelector();
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334 | ParameterizeSimilarityCalculators();
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335 | }
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336 | #endregion
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337 |
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338 | #region Helpers
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339 | private void Initialize() {
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340 | PathRelinkerParameter.ValueChanged += new EventHandler(PathRelinkerParameter_ValueChanged);
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341 | SimilarityCalculatorParameter.ValueChanged += new EventHandler(SimilarityCalculatorParameter_ValueChanged);
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342 | if (Problem != null)
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343 | Problem.Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
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344 | }
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345 | private void UpdateAnalyzers() {
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346 | Analyzer.Operators.Clear();
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347 | if (Problem != null) {
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348 | foreach (IAnalyzer analyzer in Problem.Operators.OfType<IAnalyzer>()) {
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349 | foreach (IScopeTreeLookupParameter param in analyzer.Parameters.OfType<IScopeTreeLookupParameter>())
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350 | param.Depth = 1;
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351 | Analyzer.Operators.Add(analyzer, analyzer.EnabledByDefault);
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352 | }
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353 | }
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354 | Analyzer.Operators.Add(qualityAnalyzer, qualityAnalyzer.EnabledByDefault);
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355 | }
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356 | private void UpdateCrossovers() {
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357 | ICrossover oldCrossover = CrossoverParameter.Value;
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358 | CrossoverParameter.ValidValues.Clear();
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359 | ICrossover defaultCrossover = Problem.Operators.OfType<ICrossover>().FirstOrDefault();
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360 |
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361 | foreach (ICrossover crossover in Problem.Operators.OfType<ICrossover>().OrderBy(x => x.Name))
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362 | CrossoverParameter.ValidValues.Add(crossover);
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363 |
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364 | if (oldCrossover != null) {
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365 | ICrossover crossover = CrossoverParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldCrossover.GetType());
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366 | if (crossover != null) CrossoverParameter.Value = crossover;
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367 | else oldCrossover = null;
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368 | }
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369 | if (oldCrossover == null && defaultCrossover != null)
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370 | CrossoverParameter.Value = defaultCrossover;
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371 | }
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372 | private void UpdateImprovers() {
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373 | IImprovementOperator oldImprover = ImproverParameter.Value;
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374 | ImproverParameter.ValidValues.Clear();
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375 | IImprovementOperator defaultImprover = Problem.Operators.OfType<IImprovementOperator>().FirstOrDefault();
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376 |
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377 | foreach (IImprovementOperator improver in Problem.Operators.OfType<IImprovementOperator>().OrderBy(x => x.Name))
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378 | ImproverParameter.ValidValues.Add(improver);
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379 |
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380 | if (oldImprover != null) {
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381 | IImprovementOperator improver = ImproverParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldImprover.GetType());
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382 | if (improver != null) ImproverParameter.Value = improver;
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383 | else oldImprover = null;
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384 | }
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385 | if (oldImprover == null && defaultImprover != null)
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386 | ImproverParameter.Value = defaultImprover;
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387 | }
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388 | private void UpdatePathRelinkers() {
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389 | IPathRelinker oldPathRelinker = PathRelinkerParameter.Value;
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390 | PathRelinkerParameter.ValidValues.Clear();
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391 | IPathRelinker defaultPathRelinker = Problem.Operators.OfType<IPathRelinker>().FirstOrDefault();
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392 |
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393 | foreach (IPathRelinker pathRelinker in Problem.Operators.OfType<IPathRelinker>().OrderBy(x => x.Name))
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394 | PathRelinkerParameter.ValidValues.Add(pathRelinker);
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395 |
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396 | if (oldPathRelinker != null) {
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397 | IPathRelinker pathRelinker = PathRelinkerParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldPathRelinker.GetType());
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398 | if (pathRelinker != null) PathRelinkerParameter.Value = pathRelinker;
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399 | else oldPathRelinker = null;
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400 | }
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401 | if (oldPathRelinker == null && defaultPathRelinker != null)
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402 | PathRelinkerParameter.Value = defaultPathRelinker;
|
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403 | }
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404 | private void UpdateSimilarityCalculators() {
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405 | ISolutionSimilarityCalculator oldSimilarityCalculator = SimilarityCalculatorParameter.Value;
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406 | SimilarityCalculatorParameter.ValidValues.Clear();
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407 | ISolutionSimilarityCalculator defaultSimilarityCalculator = Problem.Operators.OfType<ISolutionSimilarityCalculator>().FirstOrDefault();
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408 |
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409 | foreach (ISolutionSimilarityCalculator similarityCalculator in Problem.Operators.OfType<ISolutionSimilarityCalculator>())
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410 | SimilarityCalculatorParameter.ValidValues.Add(similarityCalculator);
|
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411 |
|
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412 | if (!SimilarityCalculatorParameter.ValidValues.OfType<QualitySimilarityCalculator>().Any())
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413 | SimilarityCalculatorParameter.ValidValues.Add(new QualitySimilarityCalculator {
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414 | QualityVariableName = Problem.Evaluator.QualityParameter.ActualName
|
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415 | });
|
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416 | if (!SimilarityCalculatorParameter.ValidValues.OfType<NoSimilarityCalculator>().Any())
|
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417 | SimilarityCalculatorParameter.ValidValues.Add(new NoSimilarityCalculator());
|
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418 |
|
---|
419 | if (oldSimilarityCalculator != null) {
|
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420 | ISolutionSimilarityCalculator similarityCalculator = SimilarityCalculatorParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldSimilarityCalculator.GetType());
|
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421 | if (similarityCalculator != null) SimilarityCalculatorParameter.Value = similarityCalculator;
|
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422 | else oldSimilarityCalculator = null;
|
---|
423 | }
|
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424 | if (oldSimilarityCalculator == null && defaultSimilarityCalculator != null)
|
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425 | SimilarityCalculatorParameter.Value = defaultSimilarityCalculator;
|
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426 | }
|
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427 | private void ParameterizeBestSelector() {
|
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428 | OperatorGraph.Operators.OfType<ISingleObjectiveSelector>()
|
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429 | .First().QualityParameter.ActualName = Problem.Evaluator.QualityParameter.ActualName;
|
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430 | }
|
---|
431 | private void ParameterizeSolutionsCreator() {
|
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432 | SolutionsCreator.EvaluatorParameter.ActualName = Problem.EvaluatorParameter.Name;
|
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433 | SolutionsCreator.SolutionCreatorParameter.ActualName = Problem.SolutionCreatorParameter.Name;
|
---|
434 | }
|
---|
435 | private void ParameterizeMainLoop() {
|
---|
436 | if (Problem != null && Improver != null) {
|
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437 | MainLoop.BestKnownQualityParameter.ActualName = Problem.BestKnownQualityParameter.Name;
|
---|
438 | MainLoop.MaximizationParameter.ActualName = Problem.MaximizationParameter.Name;
|
---|
439 | MainLoop.QualityParameter.ActualName = Problem.Evaluator.QualityParameter.ActualName;
|
---|
440 | MainLoop.OperatorGraph.Operators.OfType<PopulationRebuildMethod>().Single().QualityParameter.ActualName = Problem.Evaluator.QualityParameter.ActualName;
|
---|
441 | MainLoop.OperatorGraph.Operators.OfType<SolutionPoolUpdateMethod>().Single().QualityParameter.ActualName = Problem.Evaluator.QualityParameter.ActualName;
|
---|
442 | }
|
---|
443 | }
|
---|
444 | private void ParameterizeStochasticOperator(IOperator op) {
|
---|
445 | if (op is IStochasticOperator) {
|
---|
446 | IStochasticOperator stOp = (IStochasticOperator)op;
|
---|
447 | stOp.RandomParameter.ActualName = RandomCreator.RandomParameter.ActualName;
|
---|
448 | stOp.RandomParameter.Hidden = true;
|
---|
449 | }
|
---|
450 | }
|
---|
451 | private void ParameterizeAnalyzers() {
|
---|
452 | qualityAnalyzer.ResultsParameter.ActualName = "Results";
|
---|
453 | qualityAnalyzer.ResultsParameter.Hidden = true;
|
---|
454 | if (Problem != null) {
|
---|
455 | qualityAnalyzer.MaximizationParameter.ActualName = Problem.MaximizationParameter.Name;
|
---|
456 | qualityAnalyzer.MaximizationParameter.Hidden = true;
|
---|
457 | qualityAnalyzer.QualityParameter.Hidden = false;
|
---|
458 | qualityAnalyzer.BestKnownQualityParameter.ActualName = Problem.BestKnownQualityParameter.Name;
|
---|
459 | qualityAnalyzer.BestKnownQualityParameter.Hidden = true;
|
---|
460 | } else {
|
---|
461 | qualityAnalyzer.MaximizationParameter.Hidden = false;
|
---|
462 | qualityAnalyzer.BestKnownQualityParameter.Hidden = false;
|
---|
463 | }
|
---|
464 | }
|
---|
465 | private void ParameterizeSimilarityCalculators() {
|
---|
466 | foreach (ISolutionSimilarityCalculator calc in SimilarityCalculatorParameter.ValidValues) {
|
---|
467 | calc.QualityVariableName = Problem.Evaluator.QualityParameter.ActualName;
|
---|
468 | }
|
---|
469 | }
|
---|
470 | private ScatterSearchMainLoop FindMainLoop(IOperator start) {
|
---|
471 | IOperator mainLoop = start;
|
---|
472 | while (mainLoop != null && !(mainLoop is ScatterSearchMainLoop))
|
---|
473 | mainLoop = ((SingleSuccessorOperator)mainLoop).Successor;
|
---|
474 | return mainLoop as ScatterSearchMainLoop;
|
---|
475 | }
|
---|
476 | #endregion
|
---|
477 | }
|
---|
478 | }
|
---|