[3078] | 1 | #region License Information
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| 2 | /* HeuristicLab
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| 3 | * Copyright (C) 2002-2010 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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[4722] | 22 | using HeuristicLab.Common;
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[3078] | 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.Operators;
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| 27 | using HeuristicLab.Parameters;
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| 28 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 29 | using HeuristicLab.Selection;
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| 30 |
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[3103] | 31 | namespace HeuristicLab.Algorithms.LocalSearch {
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[3078] | 32 | /// <summary>
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[3103] | 33 | /// An operator which represents a local search.
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[3078] | 34 | /// </summary>
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[3103] | 35 | [Item("LocalSearchMainLoop", "An operator which represents the main loop of a best improvement local search (if only a single move is generated in each iteration it is a first improvement local search).")]
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[3078] | 36 | [StorableClass]
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[3145] | 37 | public sealed class LocalSearchMainLoop : AlgorithmOperator {
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[3078] | 38 | #region Parameter properties
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| 39 | public ValueLookupParameter<IRandom> RandomParameter {
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| 40 | get { return (ValueLookupParameter<IRandom>)Parameters["Random"]; }
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| 41 | }
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| 42 | public ValueLookupParameter<BoolValue> MaximizationParameter {
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| 43 | get { return (ValueLookupParameter<BoolValue>)Parameters["Maximization"]; }
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| 44 | }
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| 45 | public LookupParameter<DoubleValue> QualityParameter {
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| 46 | get { return (LookupParameter<DoubleValue>)Parameters["Quality"]; }
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| 47 | }
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[3134] | 48 | public ValueLookupParameter<DoubleValue> BestKnownQualityParameter {
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| 49 | get { return (ValueLookupParameter<DoubleValue>)Parameters["BestKnownQuality"]; }
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| 50 | }
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[3078] | 51 | public LookupParameter<DoubleValue> MoveQualityParameter {
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| 52 | get { return (LookupParameter<DoubleValue>)Parameters["MoveQuality"]; }
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| 53 | }
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| 54 | public ValueLookupParameter<IntValue> MaximumIterationsParameter {
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| 55 | get { return (ValueLookupParameter<IntValue>)Parameters["MaximumIterations"]; }
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| 56 | }
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| 57 | public ValueLookupParameter<VariableCollection> ResultsParameter {
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| 58 | get { return (ValueLookupParameter<VariableCollection>)Parameters["Results"]; }
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| 59 | }
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| 60 | public ValueLookupParameter<IOperator> MoveGeneratorParameter {
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| 61 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveGenerator"]; }
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| 62 | }
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| 63 | public ValueLookupParameter<IOperator> MoveEvaluatorParameter {
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| 64 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveEvaluator"]; }
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| 65 | }
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| 66 | public ValueLookupParameter<IOperator> MoveMakerParameter {
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| 67 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveMaker"]; }
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| 68 | }
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[3621] | 69 | public ValueLookupParameter<IOperator> AnalyzerParameter {
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| 70 | get { return (ValueLookupParameter<IOperator>)Parameters["Analyzer"]; }
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[3134] | 71 | }
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[3078] | 72 |
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| 73 | private ScopeParameter CurrentScopeParameter {
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| 74 | get { return (ScopeParameter)Parameters["CurrentScope"]; }
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| 75 | }
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| 76 | public IScope CurrentScope {
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| 77 | get { return CurrentScopeParameter.ActualValue; }
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| 78 | }
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| 79 | #endregion
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| 80 |
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[3145] | 81 | [StorableConstructor]
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[4722] | 82 | private LocalSearchMainLoop(bool deserializing) : base(deserializing) { }
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[3103] | 83 | public LocalSearchMainLoop()
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[3078] | 84 | : base() {
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[3145] | 85 | Initialize();
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| 86 | }
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[4722] | 87 | private LocalSearchMainLoop(LocalSearchMainLoop original, Cloner cloner)
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| 88 | : base(original, cloner) {
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| 89 | }
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| 90 | public override IDeepCloneable Clone(Cloner cloner) {
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| 91 | return new LocalSearchMainLoop(this, cloner);
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| 92 | }
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[3145] | 93 |
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| 94 | private void Initialize() {
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[3078] | 95 | #region Create parameters
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| 96 | Parameters.Add(new ValueLookupParameter<IRandom>("Random", "A pseudo random number generator."));
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| 97 | Parameters.Add(new ValueLookupParameter<BoolValue>("Maximization", "True if the problem is a maximization problem, otherwise false."));
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| 98 | Parameters.Add(new LookupParameter<DoubleValue>("Quality", "The value which represents the quality of a solution."));
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[3134] | 99 | Parameters.Add(new ValueLookupParameter<DoubleValue>("BestKnownQuality", "The best known quality value found so far."));
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[3078] | 100 | Parameters.Add(new LookupParameter<DoubleValue>("MoveQuality", "The value which represents the quality of a move."));
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| 101 | Parameters.Add(new ValueLookupParameter<IntValue>("MaximumIterations", "The maximum number of generations which should be processed."));
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| 102 | Parameters.Add(new ValueLookupParameter<VariableCollection>("Results", "The variable collection where results should be stored."));
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| 103 |
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| 104 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveGenerator", "The operator that generates the moves."));
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| 105 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveMaker", "The operator that performs a move and updates the quality."));
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| 106 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveEvaluator", "The operator that evaluates a move."));
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[3134] | 107 |
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[3809] | 108 | Parameters.Add(new ValueLookupParameter<IOperator>("Analyzer", "The operator used to analyze the solution and moves."));
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[3078] | 109 | Parameters.Add(new ScopeParameter("CurrentScope", "The current scope which represents a population of solutions on which the TS should be applied."));
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| 110 | #endregion
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| 111 |
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| 112 | #region Create operators
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| 113 | VariableCreator variableCreator = new VariableCreator();
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[3636] | 114 | SubScopesProcessor subScopesProcessor0 = new SubScopesProcessor();
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| 115 | Assigner bestQualityInitializer = new Assigner();
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| 116 | Placeholder analyzer1 = new Placeholder();
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[3621] | 117 | ResultsCollector resultsCollector1 = new ResultsCollector();
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[3679] | 118 | ResultsCollector resultsCollector2 = new ResultsCollector();
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[3636] | 119 | SubScopesProcessor mainProcessor = new SubScopesProcessor();
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[3078] | 120 | Placeholder moveGenerator = new Placeholder();
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[3193] | 121 | UniformSubScopesProcessor moveEvaluationProcessor = new UniformSubScopesProcessor();
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[3078] | 122 | Placeholder moveEvaluator = new Placeholder();
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[3636] | 123 | IntCounter evaluatedMovesCounter = new IntCounter();
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[3096] | 124 | BestSelector bestSelector = new BestSelector();
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[3636] | 125 | SubScopesProcessor moveMakingProcessor = new SubScopesProcessor();
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[3809] | 126 | UniformSubScopesProcessor selectedMoveMakingProcessor = new UniformSubScopesProcessor();
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[3078] | 127 | QualityComparator qualityComparator = new QualityComparator();
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| 128 | ConditionalBranch improvesQualityBranch = new ConditionalBranch();
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| 129 | Placeholder moveMaker = new Placeholder();
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[3636] | 130 | Assigner bestQualityUpdater = new Assigner();
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[3809] | 131 | MergingReducer mergingReducer = new MergingReducer();
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| 132 | Placeholder analyzer2 = new Placeholder();
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[3078] | 133 | SubScopesRemover subScopesRemover = new SubScopesRemover();
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| 134 | IntCounter iterationsCounter = new IntCounter();
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| 135 | Comparator iterationsComparator = new Comparator();
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[3679] | 136 | ResultsCollector resultsCollector3 = new ResultsCollector();
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[3078] | 137 | ConditionalBranch iterationsTermination = new ConditionalBranch();
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| 138 |
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[3750] | 139 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("Iterations", new IntValue(0))); // Class LocalSearch expects this to be called Iterations
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[3636] | 140 | variableCreator.CollectedValues.Add(new ValueParameter<DoubleValue>("BestQuality", new DoubleValue(0)));
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| 141 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("EvaluatedMoves", new IntValue(0)));
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[3078] | 142 |
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[3636] | 143 | bestQualityInitializer.Name = "Initialize BestQuality";
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| 144 | bestQualityInitializer.LeftSideParameter.ActualName = "BestQuality";
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| 145 | bestQualityInitializer.RightSideParameter.ActualName = QualityParameter.Name;
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[3078] | 146 |
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[3621] | 147 | analyzer1.Name = "Analyzer (placeholder)";
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| 148 | analyzer1.OperatorParameter.ActualName = AnalyzerParameter.Name;
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[3134] | 149 |
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[3679] | 150 | resultsCollector1.CopyValue = new BoolValue(false);
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[3636] | 151 | resultsCollector1.CollectedValues.Add(new LookupParameter<IntValue>("Iterations"));
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| 152 | resultsCollector1.CollectedValues.Add(new LookupParameter<DoubleValue>("Best Quality", null, "BestQuality"));
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| 153 | resultsCollector1.ResultsParameter.ActualName = ResultsParameter.Name;
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[3134] | 154 |
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[3679] | 155 | resultsCollector2.CopyValue = new BoolValue(true);
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| 156 | resultsCollector2.CollectedValues.Add(new LookupParameter<IntValue>("Evaluated Moves", null, "EvaluatedMoves"));
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| 157 | resultsCollector2.ResultsParameter.ActualName = ResultsParameter.Name;
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| 158 |
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[3078] | 159 | moveGenerator.Name = "MoveGenerator (placeholder)";
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[3143] | 160 | moveGenerator.OperatorParameter.ActualName = MoveGeneratorParameter.Name;
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[3078] | 161 |
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| 162 | moveEvaluator.Name = "MoveEvaluator (placeholder)";
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[3143] | 163 | moveEvaluator.OperatorParameter.ActualName = MoveEvaluatorParameter.Name;
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[3078] | 164 |
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[3636] | 165 | evaluatedMovesCounter.Name = "EvaluatedMoves + 1";
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| 166 | evaluatedMovesCounter.ValueParameter.ActualName = "EvaluatedMoves";
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| 167 | evaluatedMovesCounter.Increment = new IntValue(1);
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| 168 |
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[3096] | 169 | bestSelector.CopySelected = new BoolValue(false);
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[3143] | 170 | bestSelector.MaximizationParameter.ActualName = MaximizationParameter.Name;
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[3096] | 171 | bestSelector.NumberOfSelectedSubScopesParameter.Value = new IntValue(1);
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[3143] | 172 | bestSelector.QualityParameter.ActualName = MoveQualityParameter.Name;
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[3078] | 173 |
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[3143] | 174 | qualityComparator.LeftSideParameter.ActualName = MoveQualityParameter.Name;
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| 175 | qualityComparator.RightSideParameter.ActualName = QualityParameter.Name;
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[3078] | 176 | qualityComparator.ResultParameter.ActualName = "IsBetter";
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| 177 |
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| 178 | improvesQualityBranch.ConditionParameter.ActualName = "IsBetter";
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| 179 |
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| 180 | moveMaker.Name = "MoveMaker (placeholder)";
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[3143] | 181 | moveMaker.OperatorParameter.ActualName = MoveMakerParameter.Name;
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[3078] | 182 |
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[3636] | 183 | bestQualityUpdater.Name = "Update BestQuality";
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| 184 | bestQualityUpdater.LeftSideParameter.ActualName = "BestQuality";
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| 185 | bestQualityUpdater.RightSideParameter.ActualName = QualityParameter.Name;
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| 186 |
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[3809] | 187 | analyzer2.Name = "Analyzer (placeholder)";
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| 188 | analyzer2.OperatorParameter.ActualName = AnalyzerParameter.Name;
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| 189 |
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[3078] | 190 | subScopesRemover.RemoveAllSubScopes = true;
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| 191 |
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| 192 | iterationsCounter.Name = "Iterations Counter";
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| 193 | iterationsCounter.Increment = new IntValue(1);
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| 194 | iterationsCounter.ValueParameter.ActualName = "Iterations";
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| 195 |
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[3143] | 196 | iterationsComparator.Name = "Iterations >= MaximumIterations";
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| 197 | iterationsComparator.Comparison = new Comparison(ComparisonType.GreaterOrEqual);
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[3078] | 198 | iterationsComparator.LeftSideParameter.ActualName = "Iterations";
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[3143] | 199 | iterationsComparator.RightSideParameter.ActualName = MaximumIterationsParameter.Name;
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| 200 | iterationsComparator.ResultParameter.ActualName = "Terminate";
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[3078] | 201 |
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[3679] | 202 | resultsCollector3.CopyValue = new BoolValue(true);
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| 203 | resultsCollector3.CollectedValues.Add(new LookupParameter<IntValue>("Evaluated Moves", null, "EvaluatedMoves"));
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| 204 | resultsCollector3.ResultsParameter.ActualName = ResultsParameter.Name;
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[3134] | 205 |
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[3078] | 206 | iterationsTermination.Name = "Iterations Termination Condition";
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[3143] | 207 | iterationsTermination.ConditionParameter.ActualName = "Terminate";
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[3078] | 208 | #endregion
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| 209 |
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| 210 | #region Create operator graph
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| 211 | OperatorGraph.InitialOperator = variableCreator;
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[3636] | 212 | variableCreator.Successor = subScopesProcessor0;
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| 213 | subScopesProcessor0.Operators.Add(bestQualityInitializer);
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| 214 | subScopesProcessor0.Successor = resultsCollector1;
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| 215 | bestQualityInitializer.Successor = analyzer1;
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[3621] | 216 | analyzer1.Successor = null;
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[3679] | 217 | resultsCollector1.Successor = resultsCollector2;
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| 218 | resultsCollector2.Successor = mainProcessor;
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[3636] | 219 | mainProcessor.Operators.Add(moveGenerator);
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[3078] | 220 | mainProcessor.Successor = iterationsCounter;
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| 221 | moveGenerator.Successor = moveEvaluationProcessor;
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| 222 | moveEvaluationProcessor.Operator = moveEvaluator;
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[4807] | 223 | moveEvaluationProcessor.Successor = bestSelector;
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[3636] | 224 | moveEvaluator.Successor = evaluatedMovesCounter;
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| 225 | evaluatedMovesCounter.Successor = null;
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[3809] | 226 | bestSelector.Successor = moveMakingProcessor;
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| 227 | moveMakingProcessor.Operators.Add(new EmptyOperator());
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| 228 | moveMakingProcessor.Operators.Add(selectedMoveMakingProcessor);
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| 229 | moveMakingProcessor.Successor = mergingReducer;
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| 230 | selectedMoveMakingProcessor.Operator = qualityComparator;
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[3078] | 231 | qualityComparator.Successor = improvesQualityBranch;
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| 232 | improvesQualityBranch.TrueBranch = moveMaker;
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[3134] | 233 | improvesQualityBranch.FalseBranch = null;
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| 234 | improvesQualityBranch.Successor = null;
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[3636] | 235 | moveMaker.Successor = bestQualityUpdater;
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| 236 | bestQualityUpdater.Successor = null;
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[3809] | 237 | mergingReducer.Successor = analyzer2;
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| 238 | analyzer2.Successor = subScopesRemover;
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| 239 | subScopesRemover.Successor = null;
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[3078] | 240 | iterationsCounter.Successor = iterationsComparator;
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[3809] | 241 | iterationsComparator.Successor = resultsCollector3;
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[3679] | 242 | resultsCollector3.Successor = iterationsTermination;
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[3143] | 243 | iterationsTermination.TrueBranch = null;
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| 244 | iterationsTermination.FalseBranch = mainProcessor;
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[3078] | 245 | #endregion
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| 246 | }
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[3715] | 247 |
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| 248 | public override IOperation Apply() {
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| 249 | if (MoveGeneratorParameter.ActualValue == null || MoveEvaluatorParameter.ActualValue == null || MoveMakerParameter.ActualValue == null)
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| 250 | return null;
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| 251 | return base.Apply();
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| 252 | }
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[3078] | 253 | }
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| 254 | }
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