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 HeuristicLab.Common;
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23 | using HeuristicLab.Core;
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24 | using HeuristicLab.Data;
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25 | using HeuristicLab.Operators;
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26 | using HeuristicLab.Optimization;
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27 | using HeuristicLab.Optimization.Operators;
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28 | using HeuristicLab.Parameters;
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29 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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30 | using HeuristicLab.Selection;
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31 |
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32 | namespace HeuristicLab.Algorithms.VariableNeighborhoodSearch {
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33 | /// <summary>
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34 | /// An operator which represents a variable neighborhood search.
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35 | /// </summary>
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36 | [Item("VariableNeighborhoodSearchMainLoop", "An operator which represents the main loop of a variable neighborhood search.")]
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37 | [StorableClass]
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38 | public sealed class VariableNeighborhoodSearchMainLoop : AlgorithmOperator {
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39 | #region Parameter properties
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40 | public IValueLookupParameter<IRandom> RandomParameter {
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41 | get { return (IValueLookupParameter<IRandom>)Parameters["Random"]; }
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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 ILookupParameter<DoubleValue> QualityParameter {
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47 | get { return (ILookupParameter<DoubleValue>)Parameters["Quality"]; }
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48 | }
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49 | public IValueLookupParameter<DoubleValue> BestKnownQualityParameter {
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50 | get { return (IValueLookupParameter<DoubleValue>)Parameters["BestKnownQuality"]; }
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51 | }
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52 | public IValueLookupParameter<IOperator> EvaluatorParameter {
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53 | get { return (IValueLookupParameter<IOperator>)Parameters["Evaluator"]; }
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54 | }
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55 | public ILookupParameter<IntValue> IterationsParameter {
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56 | get { return (ILookupParameter<IntValue>)Parameters["Iterations"]; }
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57 | }
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58 | public IValueLookupParameter<IntValue> MaximumIterationsParameter {
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59 | get { return (IValueLookupParameter<IntValue>)Parameters["MaximumIterations"]; }
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60 | }
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61 | public IValueLookupParameter<VariableCollection> ResultsParameter {
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62 | get { return (IValueLookupParameter<VariableCollection>)Parameters["Results"]; }
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63 | }
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64 | public IValueLookupParameter<IOperator> AnalyzerParameter {
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65 | get { return (IValueLookupParameter<IOperator>)Parameters["Analyzer"]; }
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66 | }
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67 | public ILookupParameter<IntValue> EvaluatedSolutionsParameter {
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68 | get { return (ILookupParameter<IntValue>)Parameters["EvaluatedSolutions"]; }
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69 | }
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70 | public ILookupParameter<IntValue> CurrentNeighborhoodIndexParameter {
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71 | get { return (ILookupParameter<IntValue>)Parameters["CurrentNeighborhoodIndex"]; }
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72 | }
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73 | public ILookupParameter<IntValue> NeighborhoodCountParameter {
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74 | get { return (ILookupParameter<IntValue>)Parameters["NeighborhoodCount"]; }
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75 | }
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76 | public IValueLookupParameter<ILocalImprovementOperator> LocalImprovementParameter {
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77 | get { return (IValueLookupParameter<ILocalImprovementOperator>)Parameters["LocalImprovement"]; }
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78 | }
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79 | public IValueLookupParameter<IMultiNeighborhoodShakingOperator> ShakingOperatorParameter {
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80 | get { return (IValueLookupParameter<IMultiNeighborhoodShakingOperator>)Parameters["ShakingOperator"]; }
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81 | }
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82 | #endregion
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83 |
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84 | [StorableConstructor]
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85 | private VariableNeighborhoodSearchMainLoop(bool deserializing) : base(deserializing) { }
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86 | public VariableNeighborhoodSearchMainLoop()
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87 | : base() {
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88 | Initialize();
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89 | }
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90 | private VariableNeighborhoodSearchMainLoop(VariableNeighborhoodSearchMainLoop original, Cloner cloner)
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91 | : base(original, cloner) {
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92 | }
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93 | public override IDeepCloneable Clone(Cloner cloner) {
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94 | return new VariableNeighborhoodSearchMainLoop(this, cloner);
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95 | }
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96 |
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97 | private void Initialize() {
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98 | #region Create parameters
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99 | Parameters.Add(new ValueLookupParameter<IRandom>("Random", "A pseudo random number generator."));
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100 | Parameters.Add(new ValueLookupParameter<BoolValue>("Maximization", "True if the problem is a maximization problem, otherwise false."));
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101 | Parameters.Add(new LookupParameter<DoubleValue>("Quality", "The value which represents the quality of a solution."));
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102 | Parameters.Add(new ValueLookupParameter<DoubleValue>("BestKnownQuality", "The best known quality value found so far."));
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103 | Parameters.Add(new ValueLookupParameter<IOperator>("Evaluator", "The operator used to evaluate solutions. This operator is executed in parallel, if an engine is used which supports parallelization."));
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104 | Parameters.Add(new LookupParameter<IntValue>("Iterations", "The iterations to count."));
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105 | Parameters.Add(new ValueLookupParameter<IntValue>("MaximumIterations", "The maximum number of generations which should be processed."));
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106 | Parameters.Add(new ValueLookupParameter<VariableCollection>("Results", "The variable collection where results should be stored."));
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107 | Parameters.Add(new ValueLookupParameter<IOperator>("Analyzer", "The operator used to analyze the solution."));
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108 | Parameters.Add(new LookupParameter<IntValue>("EvaluatedSolutions", "The number of evaluated solutions."));
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109 | Parameters.Add(new ValueLookupParameter<ILocalImprovementOperator>("LocalImprovement", "The local improvement operation."));
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110 | Parameters.Add(new ValueLookupParameter<IMultiNeighborhoodShakingOperator>("ShakingOperator", "The shaking operation."));
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111 | Parameters.Add(new LookupParameter<IntValue>("CurrentNeighborhoodIndex", "The index of the current shaking operation that should be applied."));
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112 | Parameters.Add(new LookupParameter<IntValue>("NeighborhoodCount", "The number of neighborhood operators used for shaking."));
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113 | #endregion
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114 |
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115 | #region Create operators
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116 | VariableCreator variableCreator = new VariableCreator();
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117 | SubScopesProcessor subScopesProcessor0 = new SubScopesProcessor();
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118 | Assigner bestQualityInitializer = new Assigner();
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119 | Placeholder analyzer1 = new Placeholder();
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120 | ResultsCollector resultsCollector1 = new ResultsCollector();
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121 |
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122 | CombinedOperator iteration = new CombinedOperator();
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123 | Assigner iterationInit = new Assigner();
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124 |
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125 | SubScopesCloner createChild = new SubScopesCloner();
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126 | SubScopesProcessor childProcessor = new SubScopesProcessor();
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127 |
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128 | Assigner qualityAssigner = new Assigner();
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129 | Placeholder shaking = new Placeholder();
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130 | Placeholder localImprovement = new Placeholder();
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131 | Placeholder evaluator = new Placeholder();
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132 | IntCounter evalCounter = new IntCounter();
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133 |
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134 | QualityComparator qualityComparator = new QualityComparator();
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135 | ConditionalBranch improvesQualityBranch = new ConditionalBranch();
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136 |
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137 | Assigner bestQualityUpdater = new Assigner();
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138 |
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139 | BestSelector bestSelector = new BestSelector();
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140 | RightReducer rightReducer = new RightReducer();
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141 |
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142 | IntCounter indexCounter = new IntCounter();
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143 | Assigner indexResetter = new Assigner();
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144 |
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145 | Placeholder analyzer2 = new Placeholder();
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146 |
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147 | Comparator indexComparator = new Comparator();
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148 | ConditionalBranch indexTermination = new ConditionalBranch();
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149 |
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150 | IntCounter iterationsCounter = new IntCounter();
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151 | Comparator iterationsComparator = new Comparator();
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152 | ConditionalBranch iterationsTermination = new ConditionalBranch();
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153 |
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154 | variableCreator.CollectedValues.Add(new ValueParameter<BoolValue>("IsBetter", new BoolValue(false)));
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155 | variableCreator.CollectedValues.Add(new ValueParameter<DoubleValue>("BestQuality", new DoubleValue(0)));
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156 |
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157 | bestQualityInitializer.Name = "Initialize BestQuality";
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158 | bestQualityInitializer.LeftSideParameter.ActualName = "BestQuality";
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159 | bestQualityInitializer.RightSideParameter.ActualName = QualityParameter.Name;
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160 |
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161 | analyzer1.Name = "Analyzer (placeholder)";
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162 | analyzer1.OperatorParameter.ActualName = AnalyzerParameter.Name;
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163 |
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164 | resultsCollector1.CopyValue = new BoolValue(false);
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165 | resultsCollector1.CollectedValues.Add(new LookupParameter<DoubleValue>("Best Quality", null, "BestQuality"));
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166 | resultsCollector1.ResultsParameter.ActualName = ResultsParameter.Name;
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167 |
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168 | iteration.Name = "MainLoop Body";
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169 |
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170 | iterationInit.Name = "Init k = 0";
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171 | iterationInit.LeftSideParameter.ActualName = CurrentNeighborhoodIndexParameter.Name;
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172 | iterationInit.RightSideParameter.Value = new IntValue(0);
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173 |
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174 | createChild.Name = "Clone solution";
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175 |
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176 | qualityAssigner.Name = "Assign quality";
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177 | qualityAssigner.LeftSideParameter.ActualName = "OriginalQuality";
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178 | qualityAssigner.RightSideParameter.ActualName = QualityParameter.Name;
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179 |
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180 | shaking.Name = "Shaking operator (placeholder)";
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181 | shaking.OperatorParameter.ActualName = ShakingOperatorParameter.Name;
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182 |
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183 | localImprovement.Name = "Local improvement operator (placeholder)";
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184 | localImprovement.OperatorParameter.ActualName = LocalImprovementParameter.Name;
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185 |
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186 | evaluator.Name = "Evaluation operator (placeholder)";
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187 | evaluator.OperatorParameter.ActualName = EvaluatorParameter.Name;
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188 |
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189 | evalCounter.Name = "Count evaluations";
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190 | evalCounter.Increment.Value = 1;
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191 | evalCounter.ValueParameter.ActualName = EvaluatedSolutionsParameter.ActualName;
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192 |
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193 | qualityComparator.LeftSideParameter.ActualName = QualityParameter.Name;
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194 | qualityComparator.RightSideParameter.ActualName = "OriginalQuality";
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195 | qualityComparator.ResultParameter.ActualName = "IsBetter";
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196 |
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197 | improvesQualityBranch.ConditionParameter.ActualName = "IsBetter";
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198 |
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199 | bestQualityUpdater.Name = "Update BestQuality";
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200 | bestQualityUpdater.LeftSideParameter.ActualName = "BestQuality";
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201 | bestQualityUpdater.RightSideParameter.ActualName = QualityParameter.Name;
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202 |
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203 | bestSelector.CopySelected = new BoolValue(false);
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204 | bestSelector.MaximizationParameter.ActualName = MaximizationParameter.Name;
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205 | bestSelector.NumberOfSelectedSubScopesParameter.Value = new IntValue(1);
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206 | bestSelector.QualityParameter.ActualName = QualityParameter.Name;
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207 |
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208 | indexCounter.Name = "Count neighborhood index";
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209 | indexCounter.Increment.Value = 1;
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210 | indexCounter.ValueParameter.ActualName = CurrentNeighborhoodIndexParameter.Name;
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211 |
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212 | indexResetter.Name = "Reset neighborhood index";
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213 | indexResetter.LeftSideParameter.ActualName = CurrentNeighborhoodIndexParameter.Name;
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214 | indexResetter.RightSideParameter.Value = new IntValue(0);
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215 |
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216 | analyzer2.Name = "Analyzer (placeholder)";
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217 | analyzer2.OperatorParameter.ActualName = AnalyzerParameter.Name;
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218 |
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219 | iterationsCounter.Name = "Iterations Counter";
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220 | iterationsCounter.Increment = new IntValue(1);
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221 | iterationsCounter.ValueParameter.ActualName = IterationsParameter.Name;
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222 |
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223 | iterationsComparator.Name = "Iterations >= MaximumIterations";
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224 | iterationsComparator.Comparison = new Comparison(ComparisonType.GreaterOrEqual);
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225 | iterationsComparator.LeftSideParameter.ActualName = IterationsParameter.Name;
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226 | iterationsComparator.RightSideParameter.ActualName = MaximumIterationsParameter.Name;
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227 | iterationsComparator.ResultParameter.ActualName = "Terminate";
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228 |
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229 | iterationsTermination.Name = "Iterations Termination Condition";
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230 | iterationsTermination.ConditionParameter.ActualName = "Terminate";
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231 |
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232 | indexComparator.Name = "k < k_max (index condition)";
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233 | indexComparator.LeftSideParameter.ActualName = CurrentNeighborhoodIndexParameter.Name;
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234 | indexComparator.RightSideParameter.ActualName = NeighborhoodCountParameter.Name;
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235 | indexComparator.Comparison = new Comparison(ComparisonType.Less);
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236 | indexComparator.ResultParameter.ActualName = "ContinueIteration";
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237 |
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238 | indexTermination.Name = "Index Termination Condition";
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239 | indexTermination.ConditionParameter.ActualName = "ContinueIteration";
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240 | #endregion
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241 |
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242 | #region Create operator graph
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243 | OperatorGraph.InitialOperator = variableCreator;
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244 | variableCreator.Successor = subScopesProcessor0;
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245 | subScopesProcessor0.Operators.Add(bestQualityInitializer);
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246 | subScopesProcessor0.Successor = analyzer1;
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247 | analyzer1.Successor = resultsCollector1;
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248 | /////////
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249 | resultsCollector1.Successor = iteration;
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250 |
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251 | iteration.OperatorGraph.InitialOperator = iterationInit;
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252 | iteration.Successor = iterationsCounter;
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253 | iterationInit.Successor = createChild;
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254 |
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255 | createChild.Successor = childProcessor;
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256 | childProcessor.Operators.Add(new EmptyOperator());
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257 | childProcessor.Operators.Add(qualityAssigner);
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258 | childProcessor.Successor = bestSelector;
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259 | /////////
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260 | qualityAssigner.Successor = shaking;
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261 | shaking.Successor = evaluator;
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262 | evaluator.Successor = evalCounter;
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263 | evalCounter.Successor = localImprovement;
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264 | localImprovement.Successor = qualityComparator;
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265 | qualityComparator.Successor = improvesQualityBranch;
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266 | improvesQualityBranch.TrueBranch = bestQualityUpdater;
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267 | improvesQualityBranch.FalseBranch = indexCounter;
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268 |
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269 | bestQualityUpdater.Successor = indexResetter;
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270 | indexResetter.Successor = null;
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271 |
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272 | indexCounter.Successor = null;
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273 | /////////
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274 | bestSelector.Successor = rightReducer;
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275 | rightReducer.Successor = analyzer2;
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276 | analyzer2.Successor = indexComparator;
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277 | indexComparator.Successor = indexTermination;
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278 | indexTermination.TrueBranch = createChild;
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279 | indexTermination.FalseBranch = null;
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280 |
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281 | iterationsCounter.Successor = iterationsComparator;
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282 | iterationsComparator.Successor = iterationsTermination;
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283 | iterationsTermination.TrueBranch = null;
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284 | iterationsTermination.FalseBranch = iteration;
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285 | #endregion
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286 | }
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287 |
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288 | public override IOperation Apply() {
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289 | if (LocalImprovementParameter.ActualValue == null || ShakingOperatorParameter.ActualValue == null)
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290 | return null;
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291 | return base.Apply();
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292 | }
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293 | }
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294 | }
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