1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2017 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 |
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22 | using System;
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23 | using System.Collections.Generic;
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24 | using System.Linq;
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25 | using HeuristicLab.Common;
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26 | using HeuristicLab.Core;
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27 | using HeuristicLab.Data;
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28 | using HeuristicLab.Operators;
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29 | using HeuristicLab.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.Selection;
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34 |
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35 | namespace HeuristicLab.Algorithms.GRASP {
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36 | [Item("GRASP+PR MainLoop", "The main loop that implements the behavior of the GRASP+PR algorithm.")]
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37 | [StorableClass]
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38 | public class GRASPWithPathRelinkingMainLoop : AlgorithmOperator {
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39 | public IValueLookupParameter<IntValue> IterationsParameter {
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40 | get { return (IValueLookupParameter<IntValue>)Parameters["Iterations"]; }
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41 | }
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42 | public IValueLookupParameter<IOperator> SolutionCreatorParameter {
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43 | get { return (IValueLookupParameter<IOperator>)Parameters["SolutionCreator"]; }
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44 | }
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45 | public IValueLookupParameter<IOperator> EvaluatorParameter {
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46 | get { return (IValueLookupParameter<IOperator>)Parameters["Evaluator"]; }
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47 | }
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48 | public IValueLookupParameter<IntValue> EvaluatedSolutionsParameter {
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49 | get { return (IValueLookupParameter<IntValue>)Parameters["EvaluatedSolutions"]; }
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50 | }
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51 | public IValueLookupParameter<IntValue> MaximumIterationsParameter {
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52 | get { return (IValueLookupParameter<IntValue>)Parameters["MaximumIterations"]; }
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53 | }
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54 | public IValueLookupParameter<ResultCollection> ResultsParameter {
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55 | get { return (IValueLookupParameter<ResultCollection>)Parameters["Results"]; }
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56 | }
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57 | public IValueLookupParameter<IntValue> EliteSetSizeParameter {
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58 | get { return (IValueLookupParameter<IntValue>)Parameters["EliteSetSize"]; }
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59 | }
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60 | public IValueLookupParameter<IOperator> LocalImprovementParameter {
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61 | get { return (IValueLookupParameter<IOperator>)Parameters["LocalImprovement"]; }
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62 | }
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63 | public IValueLookupParameter<IOperator> PathRelinkingParameter {
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64 | get { return (IValueLookupParameter<IOperator>)Parameters["PathRelinking"]; }
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65 | }
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66 | public IValueLookupParameter<IOperator> EliteSetReducerParameter {
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67 | get { return (IValueLookupParameter<IOperator>)Parameters["EliteSetReducer"]; }
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68 | }
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69 | public IValueLookupParameter<IOperator> AnalyzerParameter {
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70 | get { return (IValueLookupParameter<IOperator>)Parameters["Analyzer"]; }
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71 | }
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72 |
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73 | [StorableConstructor]
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74 | protected GRASPWithPathRelinkingMainLoop(bool deserializing) : base(deserializing) { }
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75 | protected GRASPWithPathRelinkingMainLoop(GRASPWithPathRelinkingMainLoop original, Cloner cloner)
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76 | : base(original, cloner) { }
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77 | public GRASPWithPathRelinkingMainLoop()
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78 | : base() {
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79 | Parameters.Add(new ValueLookupParameter<IntValue>("Iterations", "The algorithm's current iteration."));
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80 | Parameters.Add(new ValueLookupParameter<IOperator>("SolutionCreator", "The solution creation procedure which ideally should be a greedy initialization heuristic."));
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81 | Parameters.Add(new ValueLookupParameter<IOperator>("Evaluator", "The evaluator which calculates the fitness of a solutions."));
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82 | Parameters.Add(new ValueLookupParameter<IntValue>("EvaluatedSolutions", "The number of evaluated solutions."));
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83 | Parameters.Add(new ValueLookupParameter<IntValue>("MaximumIterations", "The number of maximum iterations that should be performed."));
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84 | Parameters.Add(new ValueLookupParameter<ResultCollection>("Results", "Specifies where the results are stored."));
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85 | Parameters.Add(new ValueLookupParameter<IntValue>("EliteSetSize", "The size of the elite set."));
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86 | Parameters.Add(new ValueLookupParameter<IOperator>("LocalImprovement", "The operator which performs the local improvement."));
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87 | Parameters.Add(new ValueLookupParameter<IOperator>("PathRelinking", "The operator which performs the path relinking."));
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88 | Parameters.Add(new ValueLookupParameter<IOperator>("EliteSetReducer", "The operator that reduces the existing elite set and the new solution to a new elite set."));
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89 | Parameters.Add(new ValueLookupParameter<IOperator>("Analyzer", "The analyzer that is to be applied."));
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90 |
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91 | var analyzer1 = new Placeholder() { Name = "(Analyzer)" };
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92 | analyzer1.OperatorParameter.ActualName = AnalyzerParameter.Name;
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93 |
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94 | var selector1 = new RandomSelector();
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95 | selector1.NumberOfSelectedSubScopesParameter.Value = new IntValue(1);
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96 | selector1.CopySelected.Value = true;
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97 |
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98 | var ssp1 = new SubScopesProcessor();
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99 |
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100 | var eo1 = new EmptyOperator();
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101 |
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102 | var solutionsCreator = new SolutionsCreator();
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103 | solutionsCreator.ParallelParameter.Value = new BoolValue(false);
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104 | solutionsCreator.EvaluatorParameter.ActualName = EvaluatorParameter.Name;
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105 | solutionsCreator.SolutionCreatorParameter.ActualName = SolutionCreatorParameter.Name;
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106 | solutionsCreator.NumberOfSolutions = new IntValue(1);
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107 |
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108 | var ssp2 = new SubScopesProcessor();
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109 |
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110 | var eo2 = new EmptyOperator();
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111 |
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112 | var placeholder1 = new Placeholder() { Name = "(LocalImprovement)" };
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113 | placeholder1.OperatorParameter.ActualName = LocalImprovementParameter.Name;
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114 |
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115 | var childrenCreator = new ChildrenCreator();
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116 | childrenCreator.ParentsPerChild = new IntValue(2);
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117 |
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118 | var ssp3 = new SubScopesProcessor();
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119 |
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120 | var placeholder2 = new Placeholder() { Name = "(PathRelinking)" };
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121 | placeholder2.OperatorParameter.ActualName = PathRelinkingParameter.Name;
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122 |
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123 | var placeholder3 = new Placeholder() { Name = "(Evaluator)" };
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124 | placeholder3.OperatorParameter.ActualName = EvaluatorParameter.Name;
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125 |
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126 | var subScopesRemover = new SubScopesRemover();
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127 | subScopesRemover.RemoveAllSubScopes = true;
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128 |
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129 | var ssp4 = new SubScopesProcessor();
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130 |
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131 | var placeholder4 = new Placeholder();
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132 | placeholder4.Name = "(LocalImprovement)";
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133 | placeholder4.OperatorParameter.ActualName = LocalImprovementParameter.Name;
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134 |
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135 | var placeholder5 = new Placeholder() { Name = "(EliteSetReplacer)" };
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136 | placeholder5.OperatorParameter.ActualName = EliteSetReducerParameter.Name;
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137 |
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138 | var counter = new IntCounter() { Name = "Iterations++" };
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139 | counter.ValueParameter.ActualName = IterationsParameter.Name;
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140 | counter.Increment = new IntValue(1);
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141 |
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142 | var analyzer2 = new Placeholder() { Name = "(Analyzer)" };
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143 | analyzer2.OperatorParameter.ActualName = AnalyzerParameter.Name;
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144 |
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145 | var comparator3 = new Comparator() { Name = "Iterations >= MaximumIterations" };
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146 | comparator3.Comparison.Value = ComparisonType.GreaterOrEqual;
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147 | comparator3.LeftSideParameter.ActualName = IterationsParameter.Name;
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148 | comparator3.RightSideParameter.ActualName = MaximumIterationsParameter.Name;
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149 | comparator3.ResultParameter.ActualName = "TerminatedByIteration";
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150 |
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151 | var conditionalBranch3 = new ConditionalBranch() { Name = "Terminate by Iterations?" };
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152 | conditionalBranch3.ConditionParameter.ActualName = "TerminatedByIteration";
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153 |
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154 | OperatorGraph.InitialOperator = analyzer1;
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155 | analyzer1.Successor = selector1;
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156 | selector1.Successor = ssp1;
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157 | ssp1.Operators.Add(eo1);
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158 | ssp1.Operators.Add(solutionsCreator);
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159 | ssp1.Successor = placeholder5;
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160 | eo1.Successor = null;
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161 | solutionsCreator.Successor = ssp2;
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162 | ssp2.Operators.Add(eo2);
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163 | ssp2.Operators.Add(placeholder1);
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164 | ssp2.Successor = childrenCreator;
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165 | eo2.Successor = null;
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166 | placeholder1.Successor = null;
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167 | childrenCreator.Successor = ssp3;
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168 | ssp3.Operators.Add(placeholder2);
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169 | ssp3.Successor = null;
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170 | placeholder2.Successor = placeholder3;
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171 | placeholder3.Successor = subScopesRemover;
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172 | subScopesRemover.Successor = placeholder4;
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173 | placeholder4.Successor = null;
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174 | placeholder5.Successor = counter;
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175 | counter.Successor = analyzer2;
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176 | analyzer2.Successor = comparator3;
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177 | comparator3.Successor = conditionalBranch3;
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178 | conditionalBranch3.TrueBranch = null;
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179 | conditionalBranch3.FalseBranch = selector1;
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180 | conditionalBranch3.Successor = null;
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181 | }
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182 |
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183 | public override IDeepCloneable Clone(Cloner cloner) {
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184 | return new GRASPWithPathRelinkingMainLoop(this, cloner);
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185 | }
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186 |
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187 | private void Parameterize() {
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188 | var operators = Walk(OperatorGraph).ToArray();
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189 |
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190 | foreach (var solutionsCreator in operators.OfType<SolutionsCreator>()) {
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191 | solutionsCreator.SolutionCreatorParameter.ActualName = SolutionCreatorParameter.Name;
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192 | solutionsCreator.EvaluatorParameter.ActualName = EvaluatorParameter.Name;
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193 | }
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194 | }
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195 |
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196 | /// <summary>
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197 | /// Walks an operator graph in that it jumps from one operator to all its operator parameters and yields each operator it touches.
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198 | /// Cycles are detected and not walked twice.
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199 | /// </summary>
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200 | /// <param name="graph">The operator graph that should be walked.</param>
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201 | /// <returns>An enumeration of all the operators that could be found.</returns>
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202 | private IEnumerable<IOperator> Walk(OperatorGraph graph) {
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203 | var open = new Stack<IOperator>();
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204 | var visited = new HashSet<IOperator>();
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205 | open.Push(graph.InitialOperator);
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206 |
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207 | while (open.Any()) {
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208 | IOperator current = open.Pop();
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209 | if (visited.Contains(current)) continue;
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210 | visited.Add(current);
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211 | yield return current;
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212 |
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213 | foreach (var parameter in current.Parameters.OfType<IValueParameter>()) {
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214 | if (typeof(IOperator).IsAssignableFrom(parameter.DataType)) {
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215 | if (parameter.Value != null)
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216 | open.Push((IOperator)parameter.Value);
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217 | }
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218 | }
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219 | var algOp = current as AlgorithmOperator;
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220 | if (algOp != null && algOp.OperatorGraph.InitialOperator != null) {
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221 | open.Push(algOp.OperatorGraph.InitialOperator);
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222 | }
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223 | }
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224 | }
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225 |
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226 | public event EventHandler ProblemChanged;
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227 | protected virtual void OnProblemChanged() {
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228 | Parameterize();
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229 | var handler = ProblemChanged;
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230 | if (handler != null) handler(this, EventArgs.Empty);
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231 | }
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232 | }
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233 | }
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