[3044] | 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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| 22 | using HeuristicLab.Analysis;
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[4722] | 23 | using HeuristicLab.Common;
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[3044] | 24 | using HeuristicLab.Core;
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| 25 | using HeuristicLab.Data;
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| 26 | using HeuristicLab.Operators;
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[3226] | 27 | using HeuristicLab.Optimization.Operators;
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[3044] | 28 | using HeuristicLab.Parameters;
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| 29 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 30 | using HeuristicLab.Selection;
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| 31 |
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[3100] | 32 | namespace HeuristicLab.Algorithms.TabuSearch {
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[3044] | 33 | /// <summary>
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| 34 | /// An operator which represents a tabu search.
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| 35 | /// </summary>
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[3100] | 36 | [Item("TabuSearchMainLoop", "An operator which represents the main loop of a tabu search.")]
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[3044] | 37 | [StorableClass]
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[3141] | 38 | public sealed class TabuSearchMainLoop : AlgorithmOperator {
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[3044] | 39 | #region Parameter properties
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| 40 | public ValueLookupParameter<IRandom> RandomParameter {
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| 41 | get { return (ValueLookupParameter<IRandom>)Parameters["Random"]; }
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| 42 | }
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[3048] | 43 | public ValueLookupParameter<BoolValue> MaximizationParameter {
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| 44 | get { return (ValueLookupParameter<BoolValue>)Parameters["Maximization"]; }
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[3044] | 45 | }
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[3074] | 46 | public LookupParameter<DoubleValue> QualityParameter {
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| 47 | get { return (LookupParameter<DoubleValue>)Parameters["Quality"]; }
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[3044] | 48 | }
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[3141] | 49 | public ValueLookupParameter<DoubleValue> BestKnownQualityParameter {
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| 50 | get { return (ValueLookupParameter<DoubleValue>)Parameters["BestKnownQuality"]; }
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| 51 | }
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[3074] | 52 | public LookupParameter<DoubleValue> MoveQualityParameter {
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| 53 | get { return (LookupParameter<DoubleValue>)Parameters["MoveQuality"]; }
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| 54 | }
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[3104] | 55 | public LookupParameter<BoolValue> MoveTabuParameter {
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| 56 | get { return (LookupParameter<BoolValue>)Parameters["MoveTabu"]; }
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| 57 | }
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[3048] | 58 | public ValueLookupParameter<IntValue> MaximumIterationsParameter {
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| 59 | get { return (ValueLookupParameter<IntValue>)Parameters["MaximumIterations"]; }
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[3044] | 60 | }
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[3048] | 61 | public ValueLookupParameter<IntValue> TabuTenureParameter {
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| 62 | get { return (ValueLookupParameter<IntValue>)Parameters["TabuTenure"]; }
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[3044] | 63 | }
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| 64 | public ValueLookupParameter<IOperator> MoveGeneratorParameter {
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| 65 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveGenerator"]; }
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| 66 | }
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[3074] | 67 | public ValueLookupParameter<IOperator> MoveEvaluatorParameter {
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| 68 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveEvaluator"]; }
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[3044] | 69 | }
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[3074] | 70 | public ValueLookupParameter<IOperator> MoveMakerParameter {
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| 71 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveMaker"]; }
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[3044] | 72 | }
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[3340] | 73 | public ValueLookupParameter<IOperator> TabuCheckerParameter {
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| 74 | get { return (ValueLookupParameter<IOperator>)Parameters["TabuChecker"]; }
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[3044] | 75 | }
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[3340] | 76 | public ValueLookupParameter<IOperator> TabuMakerParameter {
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| 77 | get { return (ValueLookupParameter<IOperator>)Parameters["TabuMaker"]; }
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[3044] | 78 | }
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[3636] | 79 | public ValueLookupParameter<IOperator> AnalyzerParameter {
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| 80 | get { return (ValueLookupParameter<IOperator>)Parameters["Analyzer"]; }
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[3044] | 81 | }
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[3141] | 82 | public ValueLookupParameter<VariableCollection> ResultsParameter {
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| 83 | get { return (ValueLookupParameter<VariableCollection>)Parameters["Results"]; }
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| 84 | }
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[3044] | 85 | #endregion
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| 86 |
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[3145] | 87 | [StorableConstructor]
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[4722] | 88 | private TabuSearchMainLoop(bool deserializing) : base(deserializing) { }
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[3100] | 89 | public TabuSearchMainLoop()
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[3044] | 90 | : base() {
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[3145] | 91 | Initialize();
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| 92 | }
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[4722] | 93 | private TabuSearchMainLoop(TabuSearchMainLoop original, Cloner cloner)
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| 94 | : base(original, cloner) {
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| 95 | }
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| 96 | public override IDeepCloneable Clone(Cloner cloner) {
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| 97 | return new TabuSearchMainLoop(this, cloner);
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| 98 | }
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[3145] | 99 |
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| 100 | private void Initialize() {
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[3044] | 101 | #region Create parameters
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| 102 | Parameters.Add(new ValueLookupParameter<IRandom>("Random", "A pseudo random number generator."));
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[3048] | 103 | Parameters.Add(new ValueLookupParameter<BoolValue>("Maximization", "True if the problem is a maximization problem, otherwise false."));
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[3074] | 104 | Parameters.Add(new LookupParameter<DoubleValue>("Quality", "The value which represents the quality of a solution."));
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[3141] | 105 | Parameters.Add(new ValueLookupParameter<DoubleValue>("BestKnownQuality", "The best known quality value found so far."));
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[3074] | 106 | Parameters.Add(new LookupParameter<DoubleValue>("MoveQuality", "The value which represents the quality of a move."));
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[3104] | 107 | Parameters.Add(new LookupParameter<BoolValue>("MoveTabu", "The value that indicates if a move is tabu or not."));
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[3048] | 108 | Parameters.Add(new ValueLookupParameter<IntValue>("MaximumIterations", "The maximum number of generations which should be processed."));
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| 109 | Parameters.Add(new ValueLookupParameter<IntValue>("TabuTenure", "The length of the tabu list, and also means the number of iterations a move is kept tabu"));
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[3145] | 110 |
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[3044] | 111 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveGenerator", "The operator that generates the moves."));
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| 112 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveMaker", "The operator that performs a move and updates the quality."));
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[3074] | 113 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveEvaluator", "The operator that evaluates a move."));
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[3340] | 114 | Parameters.Add(new ValueLookupParameter<IOperator>("TabuChecker", "The operator that checks whether a move is tabu."));
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| 115 | Parameters.Add(new ValueLookupParameter<IOperator>("TabuMaker", "The operator that declares a move tabu."));
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[3044] | 116 |
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[3809] | 117 | Parameters.Add(new ValueLookupParameter<IOperator>("Analyzer", "The operator used to analyze the solution and moves."));
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[3141] | 118 | Parameters.Add(new ValueLookupParameter<VariableCollection>("Results", "The variable collection where results should be stored."));
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[3044] | 119 | #endregion
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| 120 |
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| 121 | #region Create operators
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| 122 | VariableCreator variableCreator = new VariableCreator();
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[3636] | 123 | SubScopesProcessor subScopesProcessor0 = new SubScopesProcessor();
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| 124 | Assigner bestQualityInitializer = new Assigner();
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| 125 | Placeholder analyzer1 = new Placeholder();
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| 126 | ResultsCollector resultsCollector1 = new ResultsCollector();
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[3679] | 127 | ResultsCollector resultsCollector2 = new ResultsCollector();
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[3521] | 128 | SubScopesProcessor solutionProcessor = new SubScopesProcessor();
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[3044] | 129 | Placeholder moveGenerator = new Placeholder();
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[3193] | 130 | UniformSubScopesProcessor moveEvaluationProcessor = new UniformSubScopesProcessor();
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[3074] | 131 | Placeholder moveEvaluator = new Placeholder();
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[3636] | 132 | IntCounter evaluatedMovesCounter = new IntCounter();
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[3340] | 133 | Placeholder tabuChecker = new Placeholder();
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[3044] | 134 | SubScopesSorter moveQualitySorter = new SubScopesSorter();
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| 135 | TabuSelector tabuSelector = new TabuSelector();
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[3195] | 136 | ConditionalBranch emptyNeighborhoodBranch1 = new ConditionalBranch();
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[3521] | 137 | SubScopesProcessor moveMakingProcessor = new SubScopesProcessor();
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[3809] | 138 | UniformSubScopesProcessor selectedMoveMakingProcesor = new UniformSubScopesProcessor();
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[3340] | 139 | Placeholder tabuMaker = new Placeholder();
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[3044] | 140 | Placeholder moveMaker = new Placeholder();
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[3809] | 141 | MergingReducer mergingReducer = new MergingReducer();
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| 142 | Placeholder analyzer2 = new Placeholder();
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[3521] | 143 | SubScopesRemover subScopesRemover = new SubScopesRemover();
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[3195] | 144 | ConditionalBranch emptyNeighborhoodBranch2 = new ConditionalBranch();
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[3636] | 145 | BestQualityMemorizer bestQualityUpdater = new BestQualityMemorizer();
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[3044] | 146 | IntCounter iterationsCounter = new IntCounter();
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| 147 | Comparator iterationsComparator = new Comparator();
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[3679] | 148 | ResultsCollector resultsCollector3 = new ResultsCollector();
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[3044] | 149 | ConditionalBranch iterationsTermination = new ConditionalBranch();
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| 150 |
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[3750] | 151 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("Iterations", new IntValue(0))); // Class TabuSearch expects this to be called Iterations
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[3636] | 152 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("EvaluatedMoves", new IntValue(0)));
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[3195] | 153 | variableCreator.CollectedValues.Add(new ValueParameter<BoolValue>("EmptyNeighborhood", new BoolValue(false)));
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[3636] | 154 | variableCreator.CollectedValues.Add(new ValueParameter<ItemList<IItem>>("TabuList", new ItemList<IItem>()));
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| 155 | variableCreator.CollectedValues.Add(new ValueParameter<DoubleValue>("BestQuality", new DoubleValue(0)));
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[3044] | 156 |
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[3636] | 157 | bestQualityInitializer.Name = "Initialize BestQuality";
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| 158 | bestQualityInitializer.LeftSideParameter.ActualName = "BestQuality";
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| 159 | bestQualityInitializer.RightSideParameter.ActualName = QualityParameter.Name;
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[3141] | 160 |
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[3636] | 161 | analyzer1.Name = "Analyzer (placeholder)";
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| 162 | analyzer1.OperatorParameter.ActualName = AnalyzerParameter.Name;
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[3679] | 163 |
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| 164 | resultsCollector1.CopyValue = new BoolValue(false);
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[3636] | 165 | resultsCollector1.CollectedValues.Add(new LookupParameter<IntValue>("Iterations"));
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| 166 | resultsCollector1.CollectedValues.Add(new LookupParameter<DoubleValue>("Best Quality", null, "BestQuality"));
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| 167 | resultsCollector1.ResultsParameter.ActualName = ResultsParameter.Name;
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[3044] | 168 |
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[3679] | 169 | resultsCollector2.CopyValue = new BoolValue(true);
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| 170 | resultsCollector2.CollectedValues.Add(new LookupParameter<IntValue>("Evaluated Moves", null, "EvaluatedMoves"));
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| 171 | resultsCollector2.ResultsParameter.ActualName = ResultsParameter.Name;
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| 172 |
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[3044] | 173 | moveGenerator.Name = "MoveGenerator (placeholder)";
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[3141] | 174 | moveGenerator.OperatorParameter.ActualName = MoveGeneratorParameter.Name;
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[3044] | 175 |
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[3074] | 176 | moveEvaluator.Name = "MoveEvaluator (placeholder)";
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[3141] | 177 | moveEvaluator.OperatorParameter.ActualName = MoveEvaluatorParameter.Name;
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[3044] | 178 |
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[3636] | 179 | evaluatedMovesCounter.Name = "EvaluatedMoves + 1";
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| 180 | evaluatedMovesCounter.ValueParameter.ActualName = "EvaluatedMoves";
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| 181 | evaluatedMovesCounter.Increment = new IntValue(1);
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| 182 |
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[3340] | 183 | tabuChecker.Name = "TabuChecker (placeholder)";
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| 184 | tabuChecker.OperatorParameter.ActualName = TabuCheckerParameter.Name;
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[3044] | 185 |
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[3141] | 186 | moveQualitySorter.DescendingParameter.ActualName = MaximizationParameter.Name;
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| 187 | moveQualitySorter.ValueParameter.ActualName = MoveQualityParameter.Name;
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[3044] | 188 |
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[3521] | 189 | tabuSelector.AspirationParameter.Value = new BoolValue(true);
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| 190 | tabuSelector.BestQualityParameter.ActualName = "BestQuality";
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| 191 | tabuSelector.CopySelected = new BoolValue(false);
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| 192 | tabuSelector.EmptyNeighborhoodParameter.ActualName = "EmptyNeighborhood";
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| 193 | tabuSelector.MaximizationParameter.ActualName = MaximizationParameter.Name;
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| 194 | tabuSelector.MoveQualityParameter.ActualName = MoveQualityParameter.Name;
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| 195 | tabuSelector.MoveTabuParameter.ActualName = MoveTabuParameter.Name;
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[4068] | 196 |
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[3193] | 197 | moveMakingProcessor.Name = "MoveMaking processor (UniformSubScopesProcessor)";
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[3044] | 198 |
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[3195] | 199 | emptyNeighborhoodBranch1.Name = "Neighborhood empty?";
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| 200 | emptyNeighborhoodBranch1.ConditionParameter.ActualName = "EmptyNeighborhood";
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| 201 |
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[3340] | 202 | tabuMaker.Name = "TabuMaker (placeholder)";
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| 203 | tabuMaker.OperatorParameter.ActualName = TabuMakerParameter.Name;
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[3044] | 204 |
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| 205 | moveMaker.Name = "MoveMaker (placeholder)";
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[3141] | 206 | moveMaker.OperatorParameter.ActualName = MoveMakerParameter.Name;
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[3044] | 207 |
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[3809] | 208 | analyzer2.Name = "Analyzer (placeholder)";
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| 209 | analyzer2.OperatorParameter.ActualName = AnalyzerParameter.Name;
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| 210 |
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[3521] | 211 | subScopesRemover.RemoveAllSubScopes = true;
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[3044] | 212 |
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[3636] | 213 | bestQualityUpdater.Name = "Update BestQuality";
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| 214 | bestQualityUpdater.MaximizationParameter.ActualName = MaximizationParameter.Name;
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| 215 | bestQualityUpdater.QualityParameter.ActualName = QualityParameter.Name;
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| 216 | bestQualityUpdater.BestQualityParameter.ActualName = "BestQuality";
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| 217 |
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[3044] | 218 | iterationsCounter.Name = "Iterations Counter";
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[3048] | 219 | iterationsCounter.Increment = new IntValue(1);
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[3044] | 220 | iterationsCounter.ValueParameter.ActualName = "Iterations";
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| 221 |
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[3143] | 222 | iterationsComparator.Name = "Iterations >= MaximumIterations";
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| 223 | iterationsComparator.Comparison = new Comparison(ComparisonType.GreaterOrEqual);
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[3044] | 224 | iterationsComparator.LeftSideParameter.ActualName = "Iterations";
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[3141] | 225 | iterationsComparator.RightSideParameter.ActualName = MaximumIterationsParameter.Name;
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[3143] | 226 | iterationsComparator.ResultParameter.ActualName = "Terminate";
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[3044] | 227 |
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[3679] | 228 | resultsCollector3.CopyValue = new BoolValue(true);
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| 229 | resultsCollector3.CollectedValues.Add(new LookupParameter<IntValue>("Evaluated Moves", null, "EvaluatedMoves"));
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| 230 | resultsCollector3.ResultsParameter.ActualName = ResultsParameter.Name;
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| 231 |
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[3521] | 232 | emptyNeighborhoodBranch2.Name = "Neighborhood empty?";
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| 233 | emptyNeighborhoodBranch2.ConditionParameter.ActualName = "EmptyNeighborhood";
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| 234 |
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[3044] | 235 | iterationsTermination.Name = "Iterations Termination Condition";
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[3143] | 236 | iterationsTermination.ConditionParameter.ActualName = "Terminate";
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[3044] | 237 | #endregion
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| 238 |
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| 239 | #region Create operator graph
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[3636] | 240 | OperatorGraph.InitialOperator = variableCreator;
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| 241 | variableCreator.Successor = subScopesProcessor0;
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| 242 | subScopesProcessor0.Operators.Add(bestQualityInitializer);
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| 243 | subScopesProcessor0.Successor = resultsCollector1;
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[3809] | 244 | bestQualityInitializer.Successor = analyzer1;
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| 245 | analyzer1.Successor = null;
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[3679] | 246 | resultsCollector1.Successor = resultsCollector2;
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| 247 | resultsCollector2.Successor = solutionProcessor;
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[3521] | 248 | solutionProcessor.Operators.Add(moveGenerator);
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| 249 | solutionProcessor.Successor = iterationsCounter;
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[3044] | 250 | moveGenerator.Successor = moveEvaluationProcessor;
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[3074] | 251 | moveEvaluationProcessor.Operator = moveEvaluator;
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[3809] | 252 | moveEvaluationProcessor.Successor = moveQualitySorter;
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[3636] | 253 | moveEvaluator.Successor = evaluatedMovesCounter;
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| 254 | evaluatedMovesCounter.Successor = tabuChecker;
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[3340] | 255 | tabuChecker.Successor = null;
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[3636] | 256 | moveQualitySorter.Successor = tabuSelector;
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[3195] | 257 | tabuSelector.Successor = emptyNeighborhoodBranch1;
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[3809] | 258 | emptyNeighborhoodBranch1.FalseBranch = moveMakingProcessor;
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[3195] | 259 | emptyNeighborhoodBranch1.TrueBranch = null;
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[3521] | 260 | emptyNeighborhoodBranch1.Successor = subScopesRemover;
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[3809] | 261 | moveMakingProcessor.Operators.Add(new EmptyOperator());
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| 262 | moveMakingProcessor.Operators.Add(selectedMoveMakingProcesor);
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| 263 | moveMakingProcessor.Successor = mergingReducer;
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| 264 | selectedMoveMakingProcesor.Operator = tabuMaker;
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| 265 | selectedMoveMakingProcesor.Successor = null;
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[3340] | 266 | tabuMaker.Successor = moveMaker;
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[3141] | 267 | moveMaker.Successor = null;
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[3809] | 268 | mergingReducer.Successor = analyzer2;
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| 269 | analyzer2.Successor = null;
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[3521] | 270 | subScopesRemover.Successor = null;
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[3044] | 271 | iterationsCounter.Successor = iterationsComparator;
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[3809] | 272 | iterationsComparator.Successor = resultsCollector3;
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[3679] | 273 | resultsCollector3.Successor = emptyNeighborhoodBranch2;
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[3521] | 274 | emptyNeighborhoodBranch2.TrueBranch = null;
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| 275 | emptyNeighborhoodBranch2.FalseBranch = iterationsTermination;
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| 276 | emptyNeighborhoodBranch2.Successor = null;
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[3143] | 277 | iterationsTermination.TrueBranch = null;
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[3521] | 278 | iterationsTermination.FalseBranch = solutionProcessor;
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[3044] | 279 | #endregion
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| 280 | }
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[3715] | 281 |
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| 282 | public override IOperation Apply() {
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| 283 | if (MoveGeneratorParameter.ActualValue == null || MoveEvaluatorParameter.ActualValue == null || MoveMakerParameter.ActualValue == null
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| 284 | || TabuCheckerParameter.ActualValue == null || TabuMakerParameter.ActualValue == null)
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| 285 | return null;
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| 286 | return base.Apply();
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| 287 | }
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[3044] | 288 | }
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| 289 | }
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