[5752] | 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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[5809] | 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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[5752] | 161 |
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[5809] | 162 | ParameterizeAnalyzers(problem as ISingleObjectiveHeuristicOptimizationProblem);
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| 163 | UpdateAnalyzers(problem as ISingleObjectiveHeuristicOptimizationProblem);
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[5752] | 164 | }
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| 165 |
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[5809] | 166 | void ParameterizeAnalyzers(ISingleObjectiveHeuristicOptimizationProblem problem) {
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[5752] | 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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[5809] | 176 | void UpdateAnalyzers(ISingleObjectiveHeuristicOptimizationProblem problem) {
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[5752] | 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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[5809] | 272 | private void ParameterizeMoveGenerators(ISingleObjectiveHeuristicOptimizationProblem problem) {
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[5752] | 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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[5809] | 278 | private void ParameterizeMoveEvaluators(ISingleObjectiveHeuristicOptimizationProblem problem) {
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[5752] | 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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[5809] | 283 | private void ParameterizeMoveMakers(ISingleObjectiveHeuristicOptimizationProblem problem) {
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[5752] | 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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