1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2011 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 System.Text;
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26 | using HeuristicLab.Core;
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27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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28 | using HeuristicLab.Operators;
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29 | using HeuristicLab.Common;
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30 | using HeuristicLab.Parameters;
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31 | using HeuristicLab.Algorithms.SimulatedAnnealing;
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32 | using HeuristicLab.Data;
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33 | using HeuristicLab.Optimization;
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34 | using HeuristicLab.Optimization.Operators;
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35 | using HeuristicLab.Analysis;
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36 | using HeuristicLab.PluginInfrastructure;
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37 |
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38 | namespace HeuristicLab.Algorithms.SimulatedAnnealing {
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39 | /// <summary>
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40 | /// A simulated annealing improvement operator.
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41 | /// </summary>
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42 | [Item("SimulatedAnnealingImprovementOperator", "A simulated annealing improvement operator.")]
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43 | [StorableClass]
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44 | public class SimulatedAnnealingImprovementOperator: SingleSuccessorOperator, ILocalImprovementOperator {
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45 | [Storable]
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46 | private SimulatedAnnealingMainLoop loop;
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47 |
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48 | [Storable]
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49 | private BestAverageWorstQualityAnalyzer qualityAnalyzer;
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50 |
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51 | private ConstrainedValueParameter<IMoveGenerator> MoveGeneratorParameter {
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52 | get { return (ConstrainedValueParameter<IMoveGenerator>)Parameters["MoveGenerator"]; }
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53 | }
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54 | private ConstrainedValueParameter<IMoveMaker> MoveMakerParameter {
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55 | get { return (ConstrainedValueParameter<IMoveMaker>)Parameters["MoveMaker"]; }
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56 | }
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57 | private ConstrainedValueParameter<ISingleObjectiveMoveEvaluator> MoveEvaluatorParameter {
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58 | get { return (ConstrainedValueParameter<ISingleObjectiveMoveEvaluator>)Parameters["MoveEvaluator"]; }
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59 | }
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60 | private ValueParameter<IntValue> MaximumIterationsParameter {
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61 | get { return (ValueParameter<IntValue>)Parameters["MaximumIterations"]; }
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62 | }
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63 | private ValueParameter<IntValue> InnerIterationsParameter {
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64 | get { return (ValueParameter<IntValue>)Parameters["InnerIterations"]; }
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65 | }
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66 | public LookupParameter<IntValue> EvaluatedSolutionsParameter {
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67 | get { return (LookupParameter<IntValue>)Parameters["EvaluatedSolutions"]; }
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68 | }
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69 | public ValueParameter<MultiAnalyzer> AnalyzerParameter {
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70 | get { return (ValueParameter<MultiAnalyzer>)Parameters["Analyzer"]; }
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71 | }
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72 | private ValueParameter<DoubleValue> StartTemperatureParameter {
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73 | get { return (ValueParameter<DoubleValue>)Parameters["StartTemperature"]; }
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74 | }
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75 | private ValueParameter<DoubleValue> EndTemperatureParameter {
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76 | get { return (ValueParameter<DoubleValue>)Parameters["EndTemperature"]; }
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77 | }
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78 | private ConstrainedValueParameter<IDiscreteDoubleValueModifier> AnnealingOperatorParameter {
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79 | get { return (ConstrainedValueParameter<IDiscreteDoubleValueModifier>)Parameters["AnnealingOperator"]; }
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80 | }
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81 |
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82 | public IMoveGenerator MoveGenerator {
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83 | get { return MoveGeneratorParameter.Value; }
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84 | set { MoveGeneratorParameter.Value = value; }
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85 | }
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86 | public IMoveMaker MoveMaker {
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87 | get { return MoveMakerParameter.Value; }
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88 | set { MoveMakerParameter.Value = value; }
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89 | }
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90 | public ISingleObjectiveMoveEvaluator MoveEvaluator {
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91 | get { return MoveEvaluatorParameter.Value; }
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92 | set { MoveEvaluatorParameter.Value = value; }
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93 | }
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94 | public MultiAnalyzer Analyzer {
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95 | get { return AnalyzerParameter.Value; }
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96 | set { AnalyzerParameter.Value = value; }
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97 | }
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98 |
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99 | [StorableConstructor]
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100 | protected SimulatedAnnealingImprovementOperator(bool deserializing) : base(deserializing) {}
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101 | [StorableHook(HookType.AfterDeserialization)]
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102 | private void AfterDeserialization() {
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103 | Initialize();
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104 | }
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105 | protected SimulatedAnnealingImprovementOperator(SimulatedAnnealingImprovementOperator original, Cloner cloner)
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106 | : base(original, cloner) {
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107 | this.loop = cloner.Clone(original.loop);
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108 | this.qualityAnalyzer = cloner.Clone(original.qualityAnalyzer);
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109 | Initialize();
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110 | }
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111 | public override IDeepCloneable Clone(Cloner cloner) {
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112 | return new SimulatedAnnealingImprovementOperator(this, cloner);
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113 | }
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114 | public SimulatedAnnealingImprovementOperator()
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115 | : base() {
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116 | loop = new SimulatedAnnealingMainLoop();
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117 |
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118 | qualityAnalyzer = new BestAverageWorstQualityAnalyzer();
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119 |
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120 | Parameters.Add(new ConstrainedValueParameter<IMoveGenerator>("MoveGenerator", "The operator used to generate moves to the neighborhood of the current solution."));
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121 | Parameters.Add(new ConstrainedValueParameter<IMoveMaker>("MoveMaker", "The operator used to perform a move."));
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122 | Parameters.Add(new ConstrainedValueParameter<ISingleObjectiveMoveEvaluator>("MoveEvaluator", "The operator used to evaluate a move."));
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123 | Parameters.Add(new ValueParameter<IntValue>("MaximumIterations", "The maximum number of generations which should be processed.", new IntValue(150)));
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124 | Parameters.Add(new ValueParameter<IntValue>("InnerIterations", "Number of moves that MultiMoveGenerators should create. This is ignored for Exhaustive- and SingleMoveGenerators.", new IntValue(1500)));
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125 | Parameters.Add(new LookupParameter<IntValue>("EvaluatedSolutions", "The number of evaluated moves."));
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126 | Parameters.Add(new ValueParameter<MultiAnalyzer>("Analyzer", "The operator used to analyze the solution.", new MultiAnalyzer()));
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127 | Parameters.Add(new ValueParameter<DoubleValue>("StartTemperature", "The initial temperature.", new DoubleValue(100)));
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128 | Parameters.Add(new ValueParameter<DoubleValue>("EndTemperature", "The final temperature which should be reached when iterations reaches maximum iterations.", new DoubleValue(1e-6)));
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129 | Parameters.Add(new ConstrainedValueParameter<IDiscreteDoubleValueModifier>("AnnealingOperator", "The operator used to modify the temperature."));
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130 |
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131 | foreach (IDiscreteDoubleValueModifier op in ApplicationManager.Manager.GetInstances<IDiscreteDoubleValueModifier>().OrderBy(x => x.Name))
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132 | AnnealingOperatorParameter.ValidValues.Add(op);
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133 |
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134 | ParameterizeAnnealingOperators();
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135 |
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136 | Initialize();
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137 | }
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138 |
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139 | private void Initialize() {
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140 | MoveGeneratorParameter.ValueChanged += new EventHandler(MoveGeneratorParameter_ValueChanged);
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141 | }
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142 |
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143 | private void ParameterizeAnnealingOperators() {
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144 | foreach (IDiscreteDoubleValueModifier op in AnnealingOperatorParameter.ValidValues) {
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145 | op.IndexParameter.ActualName = "LocalIterations";
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146 | op.StartIndexParameter.Value = new IntValue(0);
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147 | op.EndIndexParameter.ActualName = MaximumIterationsParameter.Name;
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148 | op.ValueParameter.ActualName = "Temperature";
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149 | op.StartValueParameter.ActualName = StartTemperatureParameter.Name;
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150 | op.EndValueParameter.ActualName = EndTemperatureParameter.Name;
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151 | }
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152 | }
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153 |
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154 | public void OnProblemChanged(IProblem problem) {
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155 | UpdateMoveOperators(problem);
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156 | ChooseMoveOperators();
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157 |
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158 | ParameterizeMoveGenerators(problem as ISingleObjectiveHeuristicOptimizationProblem);
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159 | ParameterizeMoveEvaluators(problem as ISingleObjectiveHeuristicOptimizationProblem);
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160 | ParameterizeMoveMakers(problem as ISingleObjectiveHeuristicOptimizationProblem);
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161 |
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162 | ParameterizeAnalyzers(problem as ISingleObjectiveHeuristicOptimizationProblem);
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163 | UpdateAnalyzers(problem as ISingleObjectiveHeuristicOptimizationProblem);
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164 | }
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165 |
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166 | void ParameterizeAnalyzers(ISingleObjectiveHeuristicOptimizationProblem problem) {
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167 | qualityAnalyzer.ResultsParameter.ActualName = "Results";
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168 | if (problem != null) {
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169 | qualityAnalyzer.MaximizationParameter.ActualName = problem.MaximizationParameter.Name;
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170 | qualityAnalyzer.QualityParameter.ActualName = problem.Evaluator.QualityParameter.Name;
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171 | qualityAnalyzer.QualityParameter.Depth = 0;
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172 | qualityAnalyzer.BestKnownQualityParameter.ActualName = problem.BestKnownQualityParameter.Name;
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173 | }
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174 | }
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175 |
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176 | void UpdateAnalyzers(ISingleObjectiveHeuristicOptimizationProblem problem) {
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177 | Analyzer.Operators.Clear();
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178 | if (problem != null) {
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179 | foreach (IAnalyzer analyzer in problem.Operators.OfType<IAnalyzer>()) {
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180 | IAnalyzer clone = analyzer.Clone() as IAnalyzer;
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181 | foreach (IScopeTreeLookupParameter param in clone.Parameters.OfType<IScopeTreeLookupParameter>())
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182 | param.Depth = 0;
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183 | Analyzer.Operators.Add(clone);
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184 | }
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185 | }
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186 | Analyzer.Operators.Add(qualityAnalyzer);
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187 | }
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188 |
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189 | void MoveGeneratorParameter_ValueChanged(object sender, EventArgs e) {
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190 | ChooseMoveOperators();
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191 | }
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192 |
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193 | private void UpdateMoveOperators(IProblem problem) {
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194 | IMoveGenerator oldMoveGenerator = MoveGenerator;
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195 | IMoveMaker oldMoveMaker = MoveMaker;
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196 | ISingleObjectiveMoveEvaluator oldMoveEvaluator = MoveEvaluator;
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197 |
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198 | ClearMoveParameters();
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199 |
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200 | if (problem != null) {
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201 | foreach (IMoveGenerator generator in problem.Operators.OfType<IMoveGenerator>().OrderBy(x => x.Name))
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202 | MoveGeneratorParameter.ValidValues.Add(generator);
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203 |
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204 | foreach (IMoveMaker maker in problem.Operators.OfType<IMoveMaker>().OrderBy(x => x.Name))
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205 | MoveMakerParameter.ValidValues.Add(maker);
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206 |
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207 | foreach (ISingleObjectiveMoveEvaluator evaluator in problem.Operators.OfType<ISingleObjectiveMoveEvaluator>().OrderBy(x => x.Name))
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208 | MoveEvaluatorParameter.ValidValues.Add(evaluator);
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209 | }
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210 |
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211 | if (oldMoveGenerator != null) {
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212 | IMoveGenerator newMoveGenerator = MoveGeneratorParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldMoveGenerator.GetType());
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213 | if (newMoveGenerator != null) MoveGenerator = newMoveGenerator;
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214 | }
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215 | if (MoveGenerator == null) {
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216 | ClearMoveParameters();
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217 | }
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218 |
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219 | if (oldMoveMaker != null) {
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220 | IMoveMaker mm = MoveMakerParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldMoveMaker.GetType());
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221 | if (mm != null) MoveMaker = mm;
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222 | }
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223 |
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224 | if (oldMoveEvaluator != null) {
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225 | ISingleObjectiveMoveEvaluator me = MoveEvaluatorParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldMoveEvaluator.GetType());
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226 | if (me != null) MoveEvaluator = me;
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227 | }
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228 | }
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229 |
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230 | private void ChooseMoveOperators() {
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231 | IMoveMaker oldMoveMaker = MoveMaker;
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232 | ISingleObjectiveMoveEvaluator oldMoveEvaluator = MoveEvaluator;
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233 |
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234 | if (MoveGenerator != null) {
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235 | List<Type> moveTypes = MoveGenerator.GetType().GetInterfaces().Where(x => typeof(IMoveOperator).IsAssignableFrom(x)).ToList();
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236 | foreach (Type type in moveTypes.ToList()) {
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237 | if (moveTypes.Any(t => t != type && type.IsAssignableFrom(t)))
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238 | moveTypes.Remove(type);
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239 | }
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240 | List<IMoveMaker> validMoveMakers = new List<IMoveMaker>();
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241 | List<ISingleObjectiveMoveEvaluator> validMoveEvaluators = new List<ISingleObjectiveMoveEvaluator>();
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242 |
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243 | foreach (Type type in moveTypes) {
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244 | var moveMakers = MoveMakerParameter.ValidValues.Where(x => type.IsAssignableFrom(x.GetType())).OrderBy(x => x.Name);
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245 | foreach (IMoveMaker moveMaker in moveMakers)
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246 | validMoveMakers.Add(moveMaker);
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247 |
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248 | var moveEvaluators = MoveEvaluatorParameter.ValidValues.Where(x => type.IsAssignableFrom(x.GetType())).OrderBy(x => x.Name);
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249 | foreach (ISingleObjectiveMoveEvaluator moveEvaluator in moveEvaluators)
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250 | validMoveEvaluators.Add(moveEvaluator);
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251 | }
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252 | if (oldMoveMaker != null) {
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253 | IMoveMaker mm = validMoveMakers.FirstOrDefault(x => x.GetType() == oldMoveMaker.GetType());
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254 | if (mm != null) MoveMaker = mm;
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255 | else MoveMaker = validMoveMakers.FirstOrDefault();
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256 | }
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257 |
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258 | if (oldMoveEvaluator != null) {
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259 | ISingleObjectiveMoveEvaluator me = validMoveEvaluators.FirstOrDefault(x => x.GetType() == oldMoveEvaluator.GetType());
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260 | if (me != null) MoveEvaluator = me;
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261 | else MoveEvaluator = validMoveEvaluators.FirstOrDefault();
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262 | }
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263 | }
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264 | }
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265 |
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266 | private void ClearMoveParameters() {
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267 | MoveGeneratorParameter.ValidValues.Clear();
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268 | MoveMakerParameter.ValidValues.Clear();
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269 | MoveEvaluatorParameter.ValidValues.Clear();
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270 | }
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271 |
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272 | private void ParameterizeMoveGenerators(ISingleObjectiveHeuristicOptimizationProblem problem) {
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273 | if (problem != null) {
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274 | foreach (IMultiMoveGenerator generator in problem.Operators.OfType<IMultiMoveGenerator>())
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275 | generator.SampleSizeParameter.ActualName = InnerIterationsParameter.Name;
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276 | }
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277 | }
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278 | private void ParameterizeMoveEvaluators(ISingleObjectiveHeuristicOptimizationProblem problem) {
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279 | foreach (ISingleObjectiveMoveEvaluator op in problem.Operators.OfType<ISingleObjectiveMoveEvaluator>()) {
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280 | op.QualityParameter.ActualName = problem.Evaluator.QualityParameter.ActualName;
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281 | }
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282 | }
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283 | private void ParameterizeMoveMakers(ISingleObjectiveHeuristicOptimizationProblem problem) {
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284 | foreach (IMoveMaker op in problem.Operators.OfType<IMoveMaker>()) {
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285 | op.QualityParameter.ActualName = problem.Evaluator.QualityParameter.ActualName;
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286 | if (MoveEvaluator != null)
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287 | op.MoveQualityParameter.ActualName = MoveEvaluator.MoveQualityParameter.ActualName;
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288 | }
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289 | }
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290 |
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291 | public override IOperation Apply() {
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292 | Scope subScope = new Scope();
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293 | Scope individual = new Scope();
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294 |
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295 | foreach (Variable var in ExecutionContext.Scope.Variables) {
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296 | individual.Variables.Add(var);
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297 | }
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298 | subScope.SubScopes.Add(individual);
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299 |
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300 | ExecutionContext.Scope.SubScopes.Add(subScope);
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301 | int index = subScope.Parent.SubScopes.IndexOf(subScope);
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302 |
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303 | SubScopesProcessor processor = new SubScopesProcessor();
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304 | SubScopesRemover remover = new SubScopesRemover();
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305 |
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306 | remover.RemoveAllSubScopes = false;
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307 | remover.SubScopeIndexParameter.Value = new IntValue(index);
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308 |
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309 | for (int i = 0; i < index; i++) {
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310 | processor.Operators.Add(new EmptyOperator());
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311 | }
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312 |
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313 | VariableCreator variableCreator = new VariableCreator();
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314 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("LocalIterations", new IntValue(0)));
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315 |
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316 | variableCreator.Successor = loop;
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317 |
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318 | loop.EvaluatedMovesParameter.ActualName = EvaluatedSolutionsParameter.ActualName;
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319 |
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320 | processor.Operators.Add(variableCreator);
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321 | processor.Successor = remover;
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322 |
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323 | IOperation next = base.Apply();
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324 | if (next as ExecutionContext != null) {
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325 | remover.Successor = (next as ExecutionContext).Operator;
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326 | }
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327 |
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328 | return ExecutionContext.CreateChildOperation(processor);
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329 | }
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330 | }
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331 | }
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