1 | using System;
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2 | using System.Collections.Generic;
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3 | using System.Linq;
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4 | using HeuristicLab.Algorithms.LocalSearch;
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5 | using HeuristicLab.Analysis;
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6 | using HeuristicLab.Common;
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7 | using HeuristicLab.Core;
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8 | using HeuristicLab.Data;
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9 | using HeuristicLab.Operators;
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10 | using HeuristicLab.Optimization;
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11 | using HeuristicLab.Optimization.Operators;
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12 | using HeuristicLab.Parameters;
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13 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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14 | using HeuristicLab.Random;
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15 |
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16 | namespace HeuristicLab.Algorithms.VariableNeighborhoodSearch {
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17 | [Item("Variable Neighborhood Search", "A variable neighborhood search algorithm.")]
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18 | [Creatable("Algorithms")]
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19 | [StorableClass]
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20 | public sealed class VariableNeighborhoodSearch : HeuristicOptimizationEngineAlgorithm, IStorableContent {
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21 | public string Filename { get; set; }
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22 |
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23 | #region Problem Properties
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24 | public override Type ProblemType {
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25 | get { return typeof(ISingleObjectiveHeuristicOptimizationProblem); }
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26 | }
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27 | public new ISingleObjectiveHeuristicOptimizationProblem Problem {
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28 | get { return (ISingleObjectiveHeuristicOptimizationProblem)base.Problem; }
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29 | set { base.Problem = value; }
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30 | }
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31 | #endregion
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32 |
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33 | #region Parameter Properties
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34 | private ValueParameter<IntValue> SeedParameter {
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35 | get { return (ValueParameter<IntValue>)Parameters["Seed"]; }
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36 | }
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37 | private ValueParameter<BoolValue> SetSeedRandomlyParameter {
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38 | get { return (ValueParameter<BoolValue>)Parameters["SetSeedRandomly"]; }
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39 | }
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40 | private ValueParameter<ILocalImprovementOperator> LocalImprovementParameter {
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41 | get { return (ValueParameter<ILocalImprovementOperator>)Parameters["LocalImprovement"]; }
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42 | }
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43 | private ValueParameter<IShakingOperator> ShakingParameter {
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44 | get { return (ValueParameter<IShakingOperator>)Parameters["Shaking"]; }
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45 | }
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46 | private ValueParameter<IntValue> MaximumIterationsParameter {
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47 | get { return (ValueParameter<IntValue>)Parameters["MaximumIterations"]; }
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48 | }
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49 | private ValueParameter<MultiAnalyzer> AnalyzerParameter {
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50 | get { return (ValueParameter<MultiAnalyzer>)Parameters["Analyzer"]; }
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51 | }
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52 | private VariableNeighborhoodSearchMainLoop VNSMainLoop {
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53 | get { return FindMainLoop(SolutionsCreator.Successor); }
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54 | }
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55 | #endregion
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56 |
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57 | #region Properties
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58 | private RandomCreator RandomCreator {
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59 | get { return (RandomCreator)OperatorGraph.InitialOperator; }
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60 | }
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61 | public MultiAnalyzer Analyzer {
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62 | get { return AnalyzerParameter.Value; }
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63 | set { AnalyzerParameter.Value = value; }
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64 | }
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65 | private SolutionsCreator SolutionsCreator {
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66 | get { return (SolutionsCreator)RandomCreator.Successor; }
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67 | }
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68 | #endregion
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69 |
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70 | [Storable]
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71 | private BestAverageWorstQualityAnalyzer qualityAnalyzer;
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72 |
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73 | [StorableConstructor]
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74 | private VariableNeighborhoodSearch(bool deserializing) : base(deserializing) { }
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75 | [StorableHook(HookType.AfterDeserialization)]
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76 | private void AfterDeserialization() {
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77 |
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78 | }
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79 | private VariableNeighborhoodSearch(VariableNeighborhoodSearch original, Cloner cloner)
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80 | : base(original, cloner) {
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81 | qualityAnalyzer = cloner.Clone(original.qualityAnalyzer);
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82 | Initialize();
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83 | }
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84 | public override IDeepCloneable Clone(Cloner cloner) {
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85 | return new VariableNeighborhoodSearch(this, cloner);
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86 | }
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87 | public VariableNeighborhoodSearch()
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88 | : base() {
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89 | 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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90 | 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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91 | Parameters.Add(new ValueParameter<ILocalImprovementOperator>("LocalImprovement", "The local improvement operation", new LocalSearchImprovementOperator()));
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92 | Parameters.Add(new ValueParameter<IShakingOperator>("Shaking", "The shaking operation"));
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93 | Parameters.Add(new ValueParameter<IntValue>("MaximumIterations", "The maximum number of generations which should be processed.", new IntValue(1000)));
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94 | Parameters.Add(new ValueParameter<MultiAnalyzer>("Analyzer", "The operator used to analyze the solution and moves.", new MultiAnalyzer()));
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95 |
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96 | RandomCreator randomCreator = new RandomCreator();
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97 | SolutionsCreator solutionsCreator = new SolutionsCreator();
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98 | VariableCreator variableCreator = new VariableCreator();
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99 | ResultsCollector resultsCollector = new ResultsCollector();
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100 | VariableNeighborhoodSearchMainLoop mainLoop = new VariableNeighborhoodSearchMainLoop();
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101 | OperatorGraph.InitialOperator = randomCreator;
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102 |
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103 | randomCreator.RandomParameter.ActualName = "Random";
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104 | randomCreator.SeedParameter.ActualName = SeedParameter.Name;
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105 | randomCreator.SeedParameter.Value = null;
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106 | randomCreator.SetSeedRandomlyParameter.ActualName = SetSeedRandomlyParameter.Name;
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107 | randomCreator.SetSeedRandomlyParameter.Value = null;
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108 | randomCreator.Successor = solutionsCreator;
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109 |
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110 | solutionsCreator.NumberOfSolutions = new IntValue(1);
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111 | solutionsCreator.Successor = variableCreator;
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112 |
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113 | variableCreator.Name = "Initialize Evaluated Solutions";
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114 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("EvaluatedSolutions", new IntValue()));
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115 | variableCreator.Successor = resultsCollector;
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116 |
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117 | resultsCollector.CollectedValues.Add(new LookupParameter<IntValue>("Evaluated Solutions", null, "EvaluatedSolutions"));
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118 | resultsCollector.ResultsParameter.ActualName = "Results";
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119 | resultsCollector.Successor = mainLoop;
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120 |
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121 | mainLoop.LocalImprovementParameter.ActualName = LocalImprovementParameter.Name;
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122 | mainLoop.ShakingParameter.ActualName = ShakingParameter.Name;
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123 | mainLoop.MaximumIterationsParameter.ActualName = MaximumIterationsParameter.Name;
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124 | mainLoop.RandomParameter.ActualName = RandomCreator.RandomParameter.ActualName;
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125 | mainLoop.ResultsParameter.ActualName = "Results";
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126 | mainLoop.AnalyzerParameter.ActualName = AnalyzerParameter.Name;
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127 | mainLoop.EvaluatedSolutionsParameter.ActualName = "EvaluatedSolutions";
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128 |
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129 | qualityAnalyzer = new BestAverageWorstQualityAnalyzer();
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130 | ParameterizeAnalyzers();
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131 | UpdateAnalyzers();
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132 |
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133 | Initialize();
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134 | }
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135 |
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136 | public override void Prepare() {
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137 | if (Problem != null) base.Prepare();
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138 | }
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139 |
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140 | private void Initialize() {
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141 | if (Problem != null) {
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142 | Problem.Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
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143 | }
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144 | LocalImprovementParameter.ValueChanged += new EventHandler(LocalImprovementParameter_ValueChanged);
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145 | }
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146 |
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147 | #region Events
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148 | protected override void OnProblemChanged() {
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149 | ParameterizeStochasticOperator(Problem.SolutionCreator);
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150 | ParameterizeStochasticOperator(Problem.Evaluator);
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151 | foreach (IOperator op in Problem.Operators) ParameterizeStochasticOperator(op);
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152 | ParameterizeSolutionsCreator();
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153 | ParameterizeVNSMainLoop();
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154 | ParameterizeAnalyzers();
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155 | ParameterizeIterationBasedOperators();
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156 | UpdateShakingOperator();
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157 | UpdateLocalImprovementOperator();
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158 | UpdateAnalyzers();
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159 | Problem.Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
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160 | base.OnProblemChanged();
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161 | }
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162 |
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163 | protected override void Problem_SolutionCreatorChanged(object sender, EventArgs e) {
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164 | ParameterizeStochasticOperator(Problem.SolutionCreator);
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165 | ParameterizeSolutionsCreator();
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166 | base.Problem_SolutionCreatorChanged(sender, e);
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167 | }
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168 | protected override void Problem_EvaluatorChanged(object sender, EventArgs e) {
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169 | ParameterizeStochasticOperator(Problem.Evaluator);
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170 | ParameterizeSolutionsCreator();
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171 | ParameterizeVNSMainLoop();
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172 | ParameterizeAnalyzers();
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173 | Problem.Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
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174 | base.Problem_EvaluatorChanged(sender, e);
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175 | }
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176 | protected override void Problem_OperatorsChanged(object sender, EventArgs e) {
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177 | foreach (IOperator op in Problem.Operators) ParameterizeStochasticOperator(op);
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178 | ParameterizeIterationBasedOperators();
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179 | UpdateShakingOperator();
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180 | UpdateLocalImprovementOperator();
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181 | UpdateAnalyzers();
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182 | base.Problem_OperatorsChanged(sender, e);
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183 | }
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184 |
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185 | private void Evaluator_QualityParameter_ActualNameChanged(object sender, EventArgs e) {
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186 | ParameterizeVNSMainLoop();
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187 | ParameterizeAnalyzers();
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188 | }
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189 |
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190 | void LocalImprovementParameter_ValueChanged(object sender, EventArgs e) {
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191 | if (LocalImprovementParameter.Value != null)
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192 | LocalImprovementParameter.Value.OnProblemChanged(Problem);
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193 | }
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194 | #endregion
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195 |
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196 | #region Helpers
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197 | private void ParameterizeSolutionsCreator() {
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198 | SolutionsCreator.EvaluatorParameter.ActualName = Problem.EvaluatorParameter.Name;
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199 | SolutionsCreator.SolutionCreatorParameter.ActualName = Problem.SolutionCreatorParameter.Name;
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200 | }
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201 | private void ParameterizeStochasticOperator(IOperator op) {
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202 | if (op is IStochasticOperator)
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203 | ((IStochasticOperator)op).RandomParameter.ActualName = RandomCreator.RandomParameter.ActualName;
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204 | }
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205 | private void ParameterizeVNSMainLoop() {
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206 | VNSMainLoop.EvaluatorParameter.ActualName = Problem.EvaluatorParameter.Name;
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207 | VNSMainLoop.MaximizationParameter.ActualName = Problem.MaximizationParameter.Name;
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208 | VNSMainLoop.QualityParameter.ActualName = Problem.Evaluator.QualityParameter.ActualName;
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209 | }
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210 | private void ParameterizeAnalyzers() {
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211 | qualityAnalyzer.ResultsParameter.ActualName = "Results";
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212 | if (Problem != null) {
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213 | qualityAnalyzer.MaximizationParameter.ActualName = Problem.MaximizationParameter.Name;
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214 | qualityAnalyzer.QualityParameter.ActualName = Problem.Evaluator.QualityParameter.ActualName;
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215 | qualityAnalyzer.QualityParameter.Depth = 1;
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216 | qualityAnalyzer.BestKnownQualityParameter.ActualName = Problem.BestKnownQualityParameter.Name;
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217 | }
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218 | }
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219 | private void ParameterizeIterationBasedOperators() {
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220 | if (Problem != null) {
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221 | foreach (IIterationBasedOperator op in Problem.Operators.OfType<IIterationBasedOperator>()) {
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222 | op.IterationsParameter.ActualName = "Iterations";
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223 | op.MaximumIterationsParameter.ActualName = "MaximumIterations";
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224 | }
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225 | }
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226 | }
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227 | private void UpdateShakingOperator() {
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228 | Type manipulatorType = typeof(IManipulator);
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229 | List<Type> manipulatorInterfaces = new List<Type>();
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230 |
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231 | foreach (IManipulator mutator in Problem.Operators.OfType<IManipulator>().OrderBy(x => x.Name)) {
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232 | Type t = mutator.GetType();
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233 | Type[] interfaces = t.GetInterfaces();
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234 |
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235 | for (int i = 0; i < interfaces.Length; i++) {
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236 | if (manipulatorType.IsAssignableFrom(interfaces[i])) {
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237 | bool assignable = false;
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238 | for (int j = 0; j < interfaces.Length; j++) {
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239 | if (i != j && interfaces[i].IsAssignableFrom(interfaces[j])) {
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240 | assignable = true;
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241 | break;
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242 | }
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243 | }
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244 |
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245 | if (!assignable)
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246 | manipulatorInterfaces.Add(interfaces[i]);
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247 | }
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248 | }
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249 | }
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250 |
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251 | foreach (Type manipulatorInterface in manipulatorInterfaces) {
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252 | //manipulatorInterface is more specific
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253 | if (manipulatorType.IsAssignableFrom(manipulatorInterface)) {
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254 | //and compatible to all other found manipulator types
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255 | bool compatible = true;
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256 | foreach (Type manipulatorInterface2 in manipulatorInterfaces) {
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257 | if (!manipulatorInterface.IsAssignableFrom(manipulatorInterface2)) {
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258 | compatible = false;
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259 | break;
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260 | }
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261 | }
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262 |
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263 | if (compatible)
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264 | manipulatorType = manipulatorInterface;
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265 | }
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266 | }
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267 |
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268 | Type genericType = typeof(ShakingOperator<>).MakeGenericType(manipulatorType);
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269 | ShakingParameter.Value = (IShakingOperator)Activator.CreateInstance(genericType, new object[] { });
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270 |
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271 | ShakingParameter.Value.OnProblemChanged(Problem);
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272 | }
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273 | private void UpdateLocalImprovementOperator() {
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274 | LocalImprovementParameter.Value.OnProblemChanged(Problem);
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275 | }
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276 | private void UpdateAnalyzers() {
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277 | Analyzer.Operators.Clear();
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278 | if (Problem != null) {
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279 | foreach (IAnalyzer analyzer in Problem.Operators.OfType<IAnalyzer>()) {
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280 | foreach (IScopeTreeLookupParameter param in analyzer.Parameters.OfType<IScopeTreeLookupParameter>())
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281 | param.Depth = 1;
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282 | Analyzer.Operators.Add(analyzer);
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283 | }
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284 | }
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285 | Analyzer.Operators.Add(qualityAnalyzer);
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286 | }
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287 | private VariableNeighborhoodSearchMainLoop FindMainLoop(IOperator start) {
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288 | IOperator mainLoop = start;
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289 | while (mainLoop != null && !(mainLoop is VariableNeighborhoodSearchMainLoop))
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290 | mainLoop = ((SingleSuccessorOperator)mainLoop).Successor;
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291 | if (mainLoop == null) return null;
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292 | else return (VariableNeighborhoodSearchMainLoop)mainLoop;
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293 | }
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294 | #endregion
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295 | }
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296 | }
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