[3044] | 1 | #region License Information
|
---|
| 2 | /* HeuristicLab
|
---|
[14185] | 3 | * Copyright (C) 2002-2016 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
[3044] | 4 | *
|
---|
| 5 | * This file is part of HeuristicLab.
|
---|
| 6 | *
|
---|
| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
| 8 | * it under the terms of the GNU General Public License as published by
|
---|
| 9 | * the Free Software Foundation, either version 3 of the License, or
|
---|
| 10 | * (at your option) any later version.
|
---|
| 11 | *
|
---|
| 12 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
| 15 | * GNU General Public License for more details.
|
---|
| 16 | *
|
---|
| 17 | * You should have received a copy of the GNU General Public License
|
---|
| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
| 19 | */
|
---|
| 20 | #endregion
|
---|
| 21 |
|
---|
| 22 | using HeuristicLab.Analysis;
|
---|
[4722] | 23 | using HeuristicLab.Common;
|
---|
[3044] | 24 | using HeuristicLab.Core;
|
---|
| 25 | using HeuristicLab.Data;
|
---|
| 26 | using HeuristicLab.Operators;
|
---|
[3226] | 27 | using HeuristicLab.Optimization.Operators;
|
---|
[3044] | 28 | using HeuristicLab.Parameters;
|
---|
| 29 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
| 30 | using HeuristicLab.Selection;
|
---|
| 31 |
|
---|
[3100] | 32 | namespace HeuristicLab.Algorithms.TabuSearch {
|
---|
[3044] | 33 | /// <summary>
|
---|
| 34 | /// An operator which represents a tabu search.
|
---|
| 35 | /// </summary>
|
---|
[3100] | 36 | [Item("TabuSearchMainLoop", "An operator which represents the main loop of a tabu search.")]
|
---|
[3044] | 37 | [StorableClass]
|
---|
[3141] | 38 | public sealed class TabuSearchMainLoop : AlgorithmOperator {
|
---|
[3044] | 39 | #region Parameter properties
|
---|
| 40 | public ValueLookupParameter<IRandom> RandomParameter {
|
---|
| 41 | get { return (ValueLookupParameter<IRandom>)Parameters["Random"]; }
|
---|
| 42 | }
|
---|
[3048] | 43 | public ValueLookupParameter<BoolValue> MaximizationParameter {
|
---|
| 44 | get { return (ValueLookupParameter<BoolValue>)Parameters["Maximization"]; }
|
---|
[3044] | 45 | }
|
---|
[3074] | 46 | public LookupParameter<DoubleValue> QualityParameter {
|
---|
| 47 | get { return (LookupParameter<DoubleValue>)Parameters["Quality"]; }
|
---|
[3044] | 48 | }
|
---|
[3141] | 49 | public ValueLookupParameter<DoubleValue> BestKnownQualityParameter {
|
---|
| 50 | get { return (ValueLookupParameter<DoubleValue>)Parameters["BestKnownQuality"]; }
|
---|
| 51 | }
|
---|
[3074] | 52 | public LookupParameter<DoubleValue> MoveQualityParameter {
|
---|
| 53 | get { return (LookupParameter<DoubleValue>)Parameters["MoveQuality"]; }
|
---|
| 54 | }
|
---|
[3104] | 55 | public LookupParameter<BoolValue> MoveTabuParameter {
|
---|
| 56 | get { return (LookupParameter<BoolValue>)Parameters["MoveTabu"]; }
|
---|
| 57 | }
|
---|
[3048] | 58 | public ValueLookupParameter<IntValue> MaximumIterationsParameter {
|
---|
| 59 | get { return (ValueLookupParameter<IntValue>)Parameters["MaximumIterations"]; }
|
---|
[3044] | 60 | }
|
---|
[3048] | 61 | public ValueLookupParameter<IntValue> TabuTenureParameter {
|
---|
| 62 | get { return (ValueLookupParameter<IntValue>)Parameters["TabuTenure"]; }
|
---|
[3044] | 63 | }
|
---|
| 64 | public ValueLookupParameter<IOperator> MoveGeneratorParameter {
|
---|
| 65 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveGenerator"]; }
|
---|
| 66 | }
|
---|
[3074] | 67 | public ValueLookupParameter<IOperator> MoveEvaluatorParameter {
|
---|
| 68 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveEvaluator"]; }
|
---|
[3044] | 69 | }
|
---|
[3074] | 70 | public ValueLookupParameter<IOperator> MoveMakerParameter {
|
---|
| 71 | get { return (ValueLookupParameter<IOperator>)Parameters["MoveMaker"]; }
|
---|
[3044] | 72 | }
|
---|
[3340] | 73 | public ValueLookupParameter<IOperator> TabuCheckerParameter {
|
---|
| 74 | get { return (ValueLookupParameter<IOperator>)Parameters["TabuChecker"]; }
|
---|
[3044] | 75 | }
|
---|
[3340] | 76 | public ValueLookupParameter<IOperator> TabuMakerParameter {
|
---|
| 77 | get { return (ValueLookupParameter<IOperator>)Parameters["TabuMaker"]; }
|
---|
[3044] | 78 | }
|
---|
[3636] | 79 | public ValueLookupParameter<IOperator> AnalyzerParameter {
|
---|
| 80 | get { return (ValueLookupParameter<IOperator>)Parameters["Analyzer"]; }
|
---|
[3044] | 81 | }
|
---|
[3141] | 82 | public ValueLookupParameter<VariableCollection> ResultsParameter {
|
---|
| 83 | get { return (ValueLookupParameter<VariableCollection>)Parameters["Results"]; }
|
---|
| 84 | }
|
---|
[5356] | 85 | public LookupParameter<IntValue> EvaluatedMovesParameter {
|
---|
| 86 | get { return (LookupParameter<IntValue>)Parameters["EvaluatedMoves"]; }
|
---|
| 87 | }
|
---|
[3044] | 88 | #endregion
|
---|
| 89 |
|
---|
[3145] | 90 | [StorableConstructor]
|
---|
[4722] | 91 | private TabuSearchMainLoop(bool deserializing) : base(deserializing) { }
|
---|
[3100] | 92 | public TabuSearchMainLoop()
|
---|
[3044] | 93 | : base() {
|
---|
[3145] | 94 | Initialize();
|
---|
| 95 | }
|
---|
[4722] | 96 | private TabuSearchMainLoop(TabuSearchMainLoop original, Cloner cloner)
|
---|
| 97 | : base(original, cloner) {
|
---|
| 98 | }
|
---|
| 99 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
| 100 | return new TabuSearchMainLoop(this, cloner);
|
---|
| 101 | }
|
---|
[3145] | 102 |
|
---|
[5160] | 103 | [StorableHook(HookType.AfterDeserialization)]
|
---|
| 104 | private void AfterDeserialization() {
|
---|
[5162] | 105 | // BackwardsCompatibility3.3
|
---|
| 106 | #region Backwards compatible code, remove with 3.4
|
---|
[5160] | 107 | VariableCreator variableCreator = OperatorGraph.InitialOperator as VariableCreator;
|
---|
| 108 |
|
---|
| 109 | if (variableCreator != null) {
|
---|
| 110 | if (!variableCreator.CollectedValues.ContainsKey("Memories")) {
|
---|
| 111 | variableCreator.CollectedValues.Add(new ValueParameter<VariableCollection>("Memories", new VariableCollection()));
|
---|
| 112 | }
|
---|
| 113 | }
|
---|
| 114 | #endregion
|
---|
| 115 | }
|
---|
| 116 |
|
---|
[3145] | 117 | private void Initialize() {
|
---|
[3044] | 118 | #region Create parameters
|
---|
| 119 | Parameters.Add(new ValueLookupParameter<IRandom>("Random", "A pseudo random number generator."));
|
---|
[3048] | 120 | Parameters.Add(new ValueLookupParameter<BoolValue>("Maximization", "True if the problem is a maximization problem, otherwise false."));
|
---|
[3074] | 121 | Parameters.Add(new LookupParameter<DoubleValue>("Quality", "The value which represents the quality of a solution."));
|
---|
[3141] | 122 | Parameters.Add(new ValueLookupParameter<DoubleValue>("BestKnownQuality", "The best known quality value found so far."));
|
---|
[3074] | 123 | Parameters.Add(new LookupParameter<DoubleValue>("MoveQuality", "The value which represents the quality of a move."));
|
---|
[3104] | 124 | Parameters.Add(new LookupParameter<BoolValue>("MoveTabu", "The value that indicates if a move is tabu or not."));
|
---|
[3048] | 125 | Parameters.Add(new ValueLookupParameter<IntValue>("MaximumIterations", "The maximum number of generations which should be processed."));
|
---|
| 126 | Parameters.Add(new ValueLookupParameter<IntValue>("TabuTenure", "The length of the tabu list, and also means the number of iterations a move is kept tabu"));
|
---|
[3145] | 127 |
|
---|
[3044] | 128 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveGenerator", "The operator that generates the moves."));
|
---|
| 129 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveMaker", "The operator that performs a move and updates the quality."));
|
---|
[3074] | 130 | Parameters.Add(new ValueLookupParameter<IOperator>("MoveEvaluator", "The operator that evaluates a move."));
|
---|
[3340] | 131 | Parameters.Add(new ValueLookupParameter<IOperator>("TabuChecker", "The operator that checks whether a move is tabu."));
|
---|
| 132 | Parameters.Add(new ValueLookupParameter<IOperator>("TabuMaker", "The operator that declares a move tabu."));
|
---|
[3044] | 133 |
|
---|
[3809] | 134 | Parameters.Add(new ValueLookupParameter<IOperator>("Analyzer", "The operator used to analyze the solution and moves."));
|
---|
[3141] | 135 | Parameters.Add(new ValueLookupParameter<VariableCollection>("Results", "The variable collection where results should be stored."));
|
---|
[5356] | 136 | Parameters.Add(new LookupParameter<IntValue>("EvaluatedMoves", "The number of evaluated moves."));
|
---|
[3044] | 137 | #endregion
|
---|
| 138 |
|
---|
| 139 | #region Create operators
|
---|
| 140 | VariableCreator variableCreator = new VariableCreator();
|
---|
[3636] | 141 | SubScopesProcessor subScopesProcessor0 = new SubScopesProcessor();
|
---|
| 142 | Assigner bestQualityInitializer = new Assigner();
|
---|
| 143 | Placeholder analyzer1 = new Placeholder();
|
---|
| 144 | ResultsCollector resultsCollector1 = new ResultsCollector();
|
---|
[3521] | 145 | SubScopesProcessor solutionProcessor = new SubScopesProcessor();
|
---|
[3044] | 146 | Placeholder moveGenerator = new Placeholder();
|
---|
[3193] | 147 | UniformSubScopesProcessor moveEvaluationProcessor = new UniformSubScopesProcessor();
|
---|
[3074] | 148 | Placeholder moveEvaluator = new Placeholder();
|
---|
[3340] | 149 | Placeholder tabuChecker = new Placeholder();
|
---|
[5354] | 150 | SubScopesCounter subScopesCounter = new SubScopesCounter();
|
---|
[3044] | 151 | SubScopesSorter moveQualitySorter = new SubScopesSorter();
|
---|
| 152 | TabuSelector tabuSelector = new TabuSelector();
|
---|
[3195] | 153 | ConditionalBranch emptyNeighborhoodBranch1 = new ConditionalBranch();
|
---|
[3521] | 154 | SubScopesProcessor moveMakingProcessor = new SubScopesProcessor();
|
---|
[3809] | 155 | UniformSubScopesProcessor selectedMoveMakingProcesor = new UniformSubScopesProcessor();
|
---|
[3340] | 156 | Placeholder tabuMaker = new Placeholder();
|
---|
[3044] | 157 | Placeholder moveMaker = new Placeholder();
|
---|
[3809] | 158 | MergingReducer mergingReducer = new MergingReducer();
|
---|
| 159 | Placeholder analyzer2 = new Placeholder();
|
---|
[3521] | 160 | SubScopesRemover subScopesRemover = new SubScopesRemover();
|
---|
[3195] | 161 | ConditionalBranch emptyNeighborhoodBranch2 = new ConditionalBranch();
|
---|
[3636] | 162 | BestQualityMemorizer bestQualityUpdater = new BestQualityMemorizer();
|
---|
[3044] | 163 | IntCounter iterationsCounter = new IntCounter();
|
---|
| 164 | Comparator iterationsComparator = new Comparator();
|
---|
| 165 | ConditionalBranch iterationsTermination = new ConditionalBranch();
|
---|
| 166 |
|
---|
[3750] | 167 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("Iterations", new IntValue(0))); // Class TabuSearch expects this to be called Iterations
|
---|
[3195] | 168 | variableCreator.CollectedValues.Add(new ValueParameter<BoolValue>("EmptyNeighborhood", new BoolValue(false)));
|
---|
[3636] | 169 | variableCreator.CollectedValues.Add(new ValueParameter<ItemList<IItem>>("TabuList", new ItemList<IItem>()));
|
---|
[5160] | 170 | variableCreator.CollectedValues.Add(new ValueParameter<VariableCollection>("Memories", new VariableCollection()));
|
---|
[3636] | 171 | variableCreator.CollectedValues.Add(new ValueParameter<DoubleValue>("BestQuality", new DoubleValue(0)));
|
---|
[3044] | 172 |
|
---|
[3636] | 173 | bestQualityInitializer.Name = "Initialize BestQuality";
|
---|
| 174 | bestQualityInitializer.LeftSideParameter.ActualName = "BestQuality";
|
---|
| 175 | bestQualityInitializer.RightSideParameter.ActualName = QualityParameter.Name;
|
---|
[3141] | 176 |
|
---|
[3636] | 177 | analyzer1.Name = "Analyzer (placeholder)";
|
---|
| 178 | analyzer1.OperatorParameter.ActualName = AnalyzerParameter.Name;
|
---|
[3679] | 179 |
|
---|
| 180 | resultsCollector1.CopyValue = new BoolValue(false);
|
---|
[3636] | 181 | resultsCollector1.CollectedValues.Add(new LookupParameter<IntValue>("Iterations"));
|
---|
| 182 | resultsCollector1.CollectedValues.Add(new LookupParameter<DoubleValue>("Best Quality", null, "BestQuality"));
|
---|
| 183 | resultsCollector1.ResultsParameter.ActualName = ResultsParameter.Name;
|
---|
[3044] | 184 |
|
---|
| 185 | moveGenerator.Name = "MoveGenerator (placeholder)";
|
---|
[3141] | 186 | moveGenerator.OperatorParameter.ActualName = MoveGeneratorParameter.Name;
|
---|
[3044] | 187 |
|
---|
[5354] | 188 | moveEvaluationProcessor.Parallel = new BoolValue(true);
|
---|
| 189 |
|
---|
[3074] | 190 | moveEvaluator.Name = "MoveEvaluator (placeholder)";
|
---|
[3141] | 191 | moveEvaluator.OperatorParameter.ActualName = MoveEvaluatorParameter.Name;
|
---|
[3044] | 192 |
|
---|
[3340] | 193 | tabuChecker.Name = "TabuChecker (placeholder)";
|
---|
| 194 | tabuChecker.OperatorParameter.ActualName = TabuCheckerParameter.Name;
|
---|
[3044] | 195 |
|
---|
[5354] | 196 | subScopesCounter.Name = "Increment EvaluatedMoves";
|
---|
[5356] | 197 | subScopesCounter.ValueParameter.ActualName = EvaluatedMovesParameter.Name;
|
---|
[5354] | 198 |
|
---|
[3141] | 199 | moveQualitySorter.DescendingParameter.ActualName = MaximizationParameter.Name;
|
---|
| 200 | moveQualitySorter.ValueParameter.ActualName = MoveQualityParameter.Name;
|
---|
[3044] | 201 |
|
---|
[3521] | 202 | tabuSelector.AspirationParameter.Value = new BoolValue(true);
|
---|
| 203 | tabuSelector.BestQualityParameter.ActualName = "BestQuality";
|
---|
| 204 | tabuSelector.CopySelected = new BoolValue(false);
|
---|
| 205 | tabuSelector.EmptyNeighborhoodParameter.ActualName = "EmptyNeighborhood";
|
---|
| 206 | tabuSelector.MaximizationParameter.ActualName = MaximizationParameter.Name;
|
---|
| 207 | tabuSelector.MoveQualityParameter.ActualName = MoveQualityParameter.Name;
|
---|
| 208 | tabuSelector.MoveTabuParameter.ActualName = MoveTabuParameter.Name;
|
---|
[4068] | 209 |
|
---|
[3193] | 210 | moveMakingProcessor.Name = "MoveMaking processor (UniformSubScopesProcessor)";
|
---|
[3044] | 211 |
|
---|
[3195] | 212 | emptyNeighborhoodBranch1.Name = "Neighborhood empty?";
|
---|
| 213 | emptyNeighborhoodBranch1.ConditionParameter.ActualName = "EmptyNeighborhood";
|
---|
| 214 |
|
---|
[3340] | 215 | tabuMaker.Name = "TabuMaker (placeholder)";
|
---|
| 216 | tabuMaker.OperatorParameter.ActualName = TabuMakerParameter.Name;
|
---|
[3044] | 217 |
|
---|
| 218 | moveMaker.Name = "MoveMaker (placeholder)";
|
---|
[3141] | 219 | moveMaker.OperatorParameter.ActualName = MoveMakerParameter.Name;
|
---|
[3044] | 220 |
|
---|
[3809] | 221 | analyzer2.Name = "Analyzer (placeholder)";
|
---|
| 222 | analyzer2.OperatorParameter.ActualName = AnalyzerParameter.Name;
|
---|
| 223 |
|
---|
[3521] | 224 | subScopesRemover.RemoveAllSubScopes = true;
|
---|
[3044] | 225 |
|
---|
[3636] | 226 | bestQualityUpdater.Name = "Update BestQuality";
|
---|
| 227 | bestQualityUpdater.MaximizationParameter.ActualName = MaximizationParameter.Name;
|
---|
| 228 | bestQualityUpdater.QualityParameter.ActualName = QualityParameter.Name;
|
---|
| 229 | bestQualityUpdater.BestQualityParameter.ActualName = "BestQuality";
|
---|
| 230 |
|
---|
[3044] | 231 | iterationsCounter.Name = "Iterations Counter";
|
---|
[3048] | 232 | iterationsCounter.Increment = new IntValue(1);
|
---|
[3044] | 233 | iterationsCounter.ValueParameter.ActualName = "Iterations";
|
---|
| 234 |
|
---|
[3143] | 235 | iterationsComparator.Name = "Iterations >= MaximumIterations";
|
---|
| 236 | iterationsComparator.Comparison = new Comparison(ComparisonType.GreaterOrEqual);
|
---|
[3044] | 237 | iterationsComparator.LeftSideParameter.ActualName = "Iterations";
|
---|
[3141] | 238 | iterationsComparator.RightSideParameter.ActualName = MaximumIterationsParameter.Name;
|
---|
[3143] | 239 | iterationsComparator.ResultParameter.ActualName = "Terminate";
|
---|
[3044] | 240 |
|
---|
[3521] | 241 | emptyNeighborhoodBranch2.Name = "Neighborhood empty?";
|
---|
| 242 | emptyNeighborhoodBranch2.ConditionParameter.ActualName = "EmptyNeighborhood";
|
---|
| 243 |
|
---|
[3044] | 244 | iterationsTermination.Name = "Iterations Termination Condition";
|
---|
[3143] | 245 | iterationsTermination.ConditionParameter.ActualName = "Terminate";
|
---|
[3044] | 246 | #endregion
|
---|
| 247 |
|
---|
| 248 | #region Create operator graph
|
---|
[3636] | 249 | OperatorGraph.InitialOperator = variableCreator;
|
---|
| 250 | variableCreator.Successor = subScopesProcessor0;
|
---|
| 251 | subScopesProcessor0.Operators.Add(bestQualityInitializer);
|
---|
| 252 | subScopesProcessor0.Successor = resultsCollector1;
|
---|
[3809] | 253 | bestQualityInitializer.Successor = analyzer1;
|
---|
| 254 | analyzer1.Successor = null;
|
---|
[5354] | 255 | resultsCollector1.Successor = solutionProcessor;
|
---|
[3521] | 256 | solutionProcessor.Operators.Add(moveGenerator);
|
---|
| 257 | solutionProcessor.Successor = iterationsCounter;
|
---|
[3044] | 258 | moveGenerator.Successor = moveEvaluationProcessor;
|
---|
[3074] | 259 | moveEvaluationProcessor.Operator = moveEvaluator;
|
---|
[5354] | 260 | moveEvaluationProcessor.Successor = subScopesCounter;
|
---|
| 261 | moveEvaluator.Successor = tabuChecker;
|
---|
[3340] | 262 | tabuChecker.Successor = null;
|
---|
[5354] | 263 | subScopesCounter.Successor = moveQualitySorter;
|
---|
[3636] | 264 | moveQualitySorter.Successor = tabuSelector;
|
---|
[3195] | 265 | tabuSelector.Successor = emptyNeighborhoodBranch1;
|
---|
[3809] | 266 | emptyNeighborhoodBranch1.FalseBranch = moveMakingProcessor;
|
---|
[3195] | 267 | emptyNeighborhoodBranch1.TrueBranch = null;
|
---|
[3521] | 268 | emptyNeighborhoodBranch1.Successor = subScopesRemover;
|
---|
[3809] | 269 | moveMakingProcessor.Operators.Add(new EmptyOperator());
|
---|
| 270 | moveMakingProcessor.Operators.Add(selectedMoveMakingProcesor);
|
---|
| 271 | moveMakingProcessor.Successor = mergingReducer;
|
---|
| 272 | selectedMoveMakingProcesor.Operator = tabuMaker;
|
---|
| 273 | selectedMoveMakingProcesor.Successor = null;
|
---|
[3340] | 274 | tabuMaker.Successor = moveMaker;
|
---|
[3141] | 275 | moveMaker.Successor = null;
|
---|
[3809] | 276 | mergingReducer.Successor = analyzer2;
|
---|
| 277 | analyzer2.Successor = null;
|
---|
[3521] | 278 | subScopesRemover.Successor = null;
|
---|
[3044] | 279 | iterationsCounter.Successor = iterationsComparator;
|
---|
[5354] | 280 | iterationsComparator.Successor = emptyNeighborhoodBranch2;
|
---|
[3521] | 281 | emptyNeighborhoodBranch2.TrueBranch = null;
|
---|
| 282 | emptyNeighborhoodBranch2.FalseBranch = iterationsTermination;
|
---|
| 283 | emptyNeighborhoodBranch2.Successor = null;
|
---|
[3143] | 284 | iterationsTermination.TrueBranch = null;
|
---|
[3521] | 285 | iterationsTermination.FalseBranch = solutionProcessor;
|
---|
[3044] | 286 | #endregion
|
---|
| 287 | }
|
---|
[3715] | 288 |
|
---|
| 289 | public override IOperation Apply() {
|
---|
| 290 | if (MoveGeneratorParameter.ActualValue == null || MoveEvaluatorParameter.ActualValue == null || MoveMakerParameter.ActualValue == null
|
---|
| 291 | || TabuCheckerParameter.ActualValue == null || TabuMakerParameter.ActualValue == null)
|
---|
| 292 | return null;
|
---|
| 293 | return base.Apply();
|
---|
| 294 | }
|
---|
[3044] | 295 | }
|
---|
| 296 | }
|
---|