[5752] | 1 | #region License Information
|
---|
| 2 | /* HeuristicLab
|
---|
| 3 | * Copyright (C) 2002-2011 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
| 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 System;
|
---|
| 23 | using System.Collections.Generic;
|
---|
| 24 | using System.Linq;
|
---|
| 25 | using System.Text;
|
---|
| 26 | using HeuristicLab.Core;
|
---|
| 27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
| 28 | using HeuristicLab.Operators;
|
---|
| 29 | using HeuristicLab.Common;
|
---|
| 30 | using HeuristicLab.Parameters;
|
---|
| 31 | using HeuristicLab.Algorithms.SimulatedAnnealing;
|
---|
| 32 | using HeuristicLab.Data;
|
---|
| 33 | using HeuristicLab.Optimization;
|
---|
| 34 | using HeuristicLab.Optimization.Operators;
|
---|
| 35 | using HeuristicLab.Analysis;
|
---|
| 36 | using HeuristicLab.PluginInfrastructure;
|
---|
| 37 |
|
---|
| 38 | namespace HeuristicLab.Algorithms.SimulatedAnnealing {
|
---|
| 39 | /// <summary>
|
---|
| 40 | /// A simulated annealing improvement operator.
|
---|
| 41 | /// </summary>
|
---|
| 42 | [Item("SimulatedAnnealingImprovementOperator", "A simulated annealing improvement operator.")]
|
---|
| 43 | [StorableClass]
|
---|
| 44 | public class SimulatedAnnealingImprovementOperator: SingleSuccessorOperator, ILocalImprovementOperator {
|
---|
| 45 | [Storable]
|
---|
| 46 | private SimulatedAnnealingMainLoop loop;
|
---|
| 47 |
|
---|
| 48 | [Storable]
|
---|
| 49 | private BestAverageWorstQualityAnalyzer qualityAnalyzer;
|
---|
| 50 |
|
---|
| 51 | private ConstrainedValueParameter<IMoveGenerator> MoveGeneratorParameter {
|
---|
| 52 | get { return (ConstrainedValueParameter<IMoveGenerator>)Parameters["MoveGenerator"]; }
|
---|
| 53 | }
|
---|
| 54 | private ConstrainedValueParameter<IMoveMaker> MoveMakerParameter {
|
---|
| 55 | get { return (ConstrainedValueParameter<IMoveMaker>)Parameters["MoveMaker"]; }
|
---|
| 56 | }
|
---|
| 57 | private ConstrainedValueParameter<ISingleObjectiveMoveEvaluator> MoveEvaluatorParameter {
|
---|
| 58 | get { return (ConstrainedValueParameter<ISingleObjectiveMoveEvaluator>)Parameters["MoveEvaluator"]; }
|
---|
| 59 | }
|
---|
| 60 | private ValueParameter<IntValue> MaximumIterationsParameter {
|
---|
| 61 | get { return (ValueParameter<IntValue>)Parameters["MaximumIterations"]; }
|
---|
| 62 | }
|
---|
| 63 | private ValueParameter<IntValue> InnerIterationsParameter {
|
---|
| 64 | get { return (ValueParameter<IntValue>)Parameters["InnerIterations"]; }
|
---|
| 65 | }
|
---|
| 66 | public LookupParameter<IntValue> EvaluatedSolutionsParameter {
|
---|
| 67 | get { return (LookupParameter<IntValue>)Parameters["EvaluatedSolutions"]; }
|
---|
| 68 | }
|
---|
| 69 | public ValueParameter<MultiAnalyzer> AnalyzerParameter {
|
---|
| 70 | get { return (ValueParameter<MultiAnalyzer>)Parameters["Analyzer"]; }
|
---|
| 71 | }
|
---|
| 72 | private ValueParameter<DoubleValue> StartTemperatureParameter {
|
---|
| 73 | get { return (ValueParameter<DoubleValue>)Parameters["StartTemperature"]; }
|
---|
| 74 | }
|
---|
| 75 | private ValueParameter<DoubleValue> EndTemperatureParameter {
|
---|
| 76 | get { return (ValueParameter<DoubleValue>)Parameters["EndTemperature"]; }
|
---|
| 77 | }
|
---|
| 78 | private ConstrainedValueParameter<IDiscreteDoubleValueModifier> AnnealingOperatorParameter {
|
---|
| 79 | get { return (ConstrainedValueParameter<IDiscreteDoubleValueModifier>)Parameters["AnnealingOperator"]; }
|
---|
| 80 | }
|
---|
| 81 |
|
---|
| 82 | public IMoveGenerator MoveGenerator {
|
---|
| 83 | get { return MoveGeneratorParameter.Value; }
|
---|
| 84 | set { MoveGeneratorParameter.Value = value; }
|
---|
| 85 | }
|
---|
| 86 | public IMoveMaker MoveMaker {
|
---|
| 87 | get { return MoveMakerParameter.Value; }
|
---|
| 88 | set { MoveMakerParameter.Value = value; }
|
---|
| 89 | }
|
---|
| 90 | public ISingleObjectiveMoveEvaluator MoveEvaluator {
|
---|
| 91 | get { return MoveEvaluatorParameter.Value; }
|
---|
| 92 | set { MoveEvaluatorParameter.Value = value; }
|
---|
| 93 | }
|
---|
| 94 | public MultiAnalyzer Analyzer {
|
---|
| 95 | get { return AnalyzerParameter.Value; }
|
---|
| 96 | set { AnalyzerParameter.Value = value; }
|
---|
| 97 | }
|
---|
| 98 |
|
---|
| 99 | [StorableConstructor]
|
---|
| 100 | protected SimulatedAnnealingImprovementOperator(bool deserializing) : base(deserializing) {}
|
---|
| 101 | [StorableHook(HookType.AfterDeserialization)]
|
---|
| 102 | private void AfterDeserialization() {
|
---|
| 103 | Initialize();
|
---|
| 104 | }
|
---|
| 105 | protected SimulatedAnnealingImprovementOperator(SimulatedAnnealingImprovementOperator original, Cloner cloner)
|
---|
| 106 | : base(original, cloner) {
|
---|
| 107 | this.loop = cloner.Clone(original.loop);
|
---|
| 108 | this.qualityAnalyzer = cloner.Clone(original.qualityAnalyzer);
|
---|
| 109 | Initialize();
|
---|
| 110 | }
|
---|
| 111 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
| 112 | return new SimulatedAnnealingImprovementOperator(this, cloner);
|
---|
| 113 | }
|
---|
| 114 | public SimulatedAnnealingImprovementOperator()
|
---|
| 115 | : base() {
|
---|
| 116 | loop = new SimulatedAnnealingMainLoop();
|
---|
| 117 |
|
---|
| 118 | qualityAnalyzer = new BestAverageWorstQualityAnalyzer();
|
---|
| 119 |
|
---|
| 120 | Parameters.Add(new ConstrainedValueParameter<IMoveGenerator>("MoveGenerator", "The operator used to generate moves to the neighborhood of the current solution."));
|
---|
| 121 | Parameters.Add(new ConstrainedValueParameter<IMoveMaker>("MoveMaker", "The operator used to perform a move."));
|
---|
| 122 | Parameters.Add(new ConstrainedValueParameter<ISingleObjectiveMoveEvaluator>("MoveEvaluator", "The operator used to evaluate a move."));
|
---|
| 123 | Parameters.Add(new ValueParameter<IntValue>("MaximumIterations", "The maximum number of generations which should be processed.", new IntValue(150)));
|
---|
| 124 | Parameters.Add(new ValueParameter<IntValue>("InnerIterations", "Number of moves that MultiMoveGenerators should create. This is ignored for Exhaustive- and SingleMoveGenerators.", new IntValue(1500)));
|
---|
| 125 | Parameters.Add(new LookupParameter<IntValue>("EvaluatedSolutions", "The number of evaluated moves."));
|
---|
| 126 | Parameters.Add(new ValueParameter<MultiAnalyzer>("Analyzer", "The operator used to analyze the solution.", new MultiAnalyzer()));
|
---|
| 127 | Parameters.Add(new ValueParameter<DoubleValue>("StartTemperature", "The initial temperature.", new DoubleValue(100)));
|
---|
| 128 | Parameters.Add(new ValueParameter<DoubleValue>("EndTemperature", "The final temperature which should be reached when iterations reaches maximum iterations.", new DoubleValue(1e-6)));
|
---|
| 129 | Parameters.Add(new ConstrainedValueParameter<IDiscreteDoubleValueModifier>("AnnealingOperator", "The operator used to modify the temperature."));
|
---|
| 130 |
|
---|
| 131 | foreach (IDiscreteDoubleValueModifier op in ApplicationManager.Manager.GetInstances<IDiscreteDoubleValueModifier>().OrderBy(x => x.Name))
|
---|
| 132 | AnnealingOperatorParameter.ValidValues.Add(op);
|
---|
| 133 |
|
---|
| 134 | ParameterizeAnnealingOperators();
|
---|
| 135 |
|
---|
| 136 | Initialize();
|
---|
| 137 | }
|
---|
| 138 |
|
---|
| 139 | private void Initialize() {
|
---|
| 140 | MoveGeneratorParameter.ValueChanged += new EventHandler(MoveGeneratorParameter_ValueChanged);
|
---|
| 141 | }
|
---|
| 142 |
|
---|
| 143 | private void ParameterizeAnnealingOperators() {
|
---|
| 144 | foreach (IDiscreteDoubleValueModifier op in AnnealingOperatorParameter.ValidValues) {
|
---|
| 145 | op.IndexParameter.ActualName = "LocalIterations";
|
---|
| 146 | op.StartIndexParameter.Value = new IntValue(0);
|
---|
| 147 | op.EndIndexParameter.ActualName = MaximumIterationsParameter.Name;
|
---|
| 148 | op.ValueParameter.ActualName = "Temperature";
|
---|
| 149 | op.StartValueParameter.ActualName = StartTemperatureParameter.Name;
|
---|
| 150 | op.EndValueParameter.ActualName = EndTemperatureParameter.Name;
|
---|
| 151 | }
|
---|
| 152 | }
|
---|
| 153 |
|
---|
| 154 | public void OnProblemChanged(IProblem problem) {
|
---|
| 155 | UpdateMoveOperators(problem);
|
---|
| 156 | ChooseMoveOperators();
|
---|
| 157 |
|
---|
| 158 | ParameterizeMoveGenerators(problem as ISingleObjectiveProblem);
|
---|
| 159 | ParameterizeMoveEvaluators(problem as ISingleObjectiveProblem);
|
---|
| 160 | ParameterizeMoveMakers(problem as ISingleObjectiveProblem);
|
---|
| 161 |
|
---|
| 162 | ParameterizeAnalyzers(problem as ISingleObjectiveProblem);
|
---|
| 163 | UpdateAnalyzers(problem as ISingleObjectiveProblem);
|
---|
| 164 | }
|
---|
| 165 |
|
---|
| 166 | void ParameterizeAnalyzers(ISingleObjectiveProblem problem) {
|
---|
| 167 | qualityAnalyzer.ResultsParameter.ActualName = "Results";
|
---|
| 168 | if (problem != null) {
|
---|
| 169 | qualityAnalyzer.MaximizationParameter.ActualName = problem.MaximizationParameter.Name;
|
---|
| 170 | qualityAnalyzer.QualityParameter.ActualName = problem.Evaluator.QualityParameter.Name;
|
---|
| 171 | qualityAnalyzer.QualityParameter.Depth = 0;
|
---|
| 172 | qualityAnalyzer.BestKnownQualityParameter.ActualName = problem.BestKnownQualityParameter.Name;
|
---|
| 173 | }
|
---|
| 174 | }
|
---|
| 175 |
|
---|
| 176 | void UpdateAnalyzers(ISingleObjectiveProblem problem) {
|
---|
| 177 | Analyzer.Operators.Clear();
|
---|
| 178 | if (problem != null) {
|
---|
| 179 | foreach (IAnalyzer analyzer in problem.Operators.OfType<IAnalyzer>()) {
|
---|
| 180 | IAnalyzer clone = analyzer.Clone() as IAnalyzer;
|
---|
| 181 | foreach (IScopeTreeLookupParameter param in clone.Parameters.OfType<IScopeTreeLookupParameter>())
|
---|
| 182 | param.Depth = 0;
|
---|
| 183 | Analyzer.Operators.Add(clone);
|
---|
| 184 | }
|
---|
| 185 | }
|
---|
| 186 | Analyzer.Operators.Add(qualityAnalyzer);
|
---|
| 187 | }
|
---|
| 188 |
|
---|
| 189 | void MoveGeneratorParameter_ValueChanged(object sender, EventArgs e) {
|
---|
| 190 | ChooseMoveOperators();
|
---|
| 191 | }
|
---|
| 192 |
|
---|
| 193 | private void UpdateMoveOperators(IProblem problem) {
|
---|
| 194 | IMoveGenerator oldMoveGenerator = MoveGenerator;
|
---|
| 195 | IMoveMaker oldMoveMaker = MoveMaker;
|
---|
| 196 | ISingleObjectiveMoveEvaluator oldMoveEvaluator = MoveEvaluator;
|
---|
| 197 |
|
---|
| 198 | ClearMoveParameters();
|
---|
| 199 |
|
---|
| 200 | if (problem != null) {
|
---|
| 201 | foreach (IMoveGenerator generator in problem.Operators.OfType<IMoveGenerator>().OrderBy(x => x.Name))
|
---|
| 202 | MoveGeneratorParameter.ValidValues.Add(generator);
|
---|
| 203 |
|
---|
| 204 | foreach (IMoveMaker maker in problem.Operators.OfType<IMoveMaker>().OrderBy(x => x.Name))
|
---|
| 205 | MoveMakerParameter.ValidValues.Add(maker);
|
---|
| 206 |
|
---|
| 207 | foreach (ISingleObjectiveMoveEvaluator evaluator in problem.Operators.OfType<ISingleObjectiveMoveEvaluator>().OrderBy(x => x.Name))
|
---|
| 208 | MoveEvaluatorParameter.ValidValues.Add(evaluator);
|
---|
| 209 | }
|
---|
| 210 |
|
---|
| 211 | if (oldMoveGenerator != null) {
|
---|
| 212 | IMoveGenerator newMoveGenerator = MoveGeneratorParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldMoveGenerator.GetType());
|
---|
| 213 | if (newMoveGenerator != null) MoveGenerator = newMoveGenerator;
|
---|
| 214 | }
|
---|
| 215 | if (MoveGenerator == null) {
|
---|
| 216 | ClearMoveParameters();
|
---|
| 217 | }
|
---|
| 218 |
|
---|
| 219 | if (oldMoveMaker != null) {
|
---|
| 220 | IMoveMaker mm = MoveMakerParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldMoveMaker.GetType());
|
---|
| 221 | if (mm != null) MoveMaker = mm;
|
---|
| 222 | }
|
---|
| 223 |
|
---|
| 224 | if (oldMoveEvaluator != null) {
|
---|
| 225 | ISingleObjectiveMoveEvaluator me = MoveEvaluatorParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldMoveEvaluator.GetType());
|
---|
| 226 | if (me != null) MoveEvaluator = me;
|
---|
| 227 | }
|
---|
| 228 | }
|
---|
| 229 |
|
---|
| 230 | private void ChooseMoveOperators() {
|
---|
| 231 | IMoveMaker oldMoveMaker = MoveMaker;
|
---|
| 232 | ISingleObjectiveMoveEvaluator oldMoveEvaluator = MoveEvaluator;
|
---|
| 233 |
|
---|
| 234 | if (MoveGenerator != null) {
|
---|
| 235 | List<Type> moveTypes = MoveGenerator.GetType().GetInterfaces().Where(x => typeof(IMoveOperator).IsAssignableFrom(x)).ToList();
|
---|
| 236 | foreach (Type type in moveTypes.ToList()) {
|
---|
| 237 | if (moveTypes.Any(t => t != type && type.IsAssignableFrom(t)))
|
---|
| 238 | moveTypes.Remove(type);
|
---|
| 239 | }
|
---|
| 240 | List<IMoveMaker> validMoveMakers = new List<IMoveMaker>();
|
---|
| 241 | List<ISingleObjectiveMoveEvaluator> validMoveEvaluators = new List<ISingleObjectiveMoveEvaluator>();
|
---|
| 242 |
|
---|
| 243 | foreach (Type type in moveTypes) {
|
---|
| 244 | var moveMakers = MoveMakerParameter.ValidValues.Where(x => type.IsAssignableFrom(x.GetType())).OrderBy(x => x.Name);
|
---|
| 245 | foreach (IMoveMaker moveMaker in moveMakers)
|
---|
| 246 | validMoveMakers.Add(moveMaker);
|
---|
| 247 |
|
---|
| 248 | var moveEvaluators = MoveEvaluatorParameter.ValidValues.Where(x => type.IsAssignableFrom(x.GetType())).OrderBy(x => x.Name);
|
---|
| 249 | foreach (ISingleObjectiveMoveEvaluator moveEvaluator in moveEvaluators)
|
---|
| 250 | validMoveEvaluators.Add(moveEvaluator);
|
---|
| 251 | }
|
---|
| 252 | if (oldMoveMaker != null) {
|
---|
| 253 | IMoveMaker mm = validMoveMakers.FirstOrDefault(x => x.GetType() == oldMoveMaker.GetType());
|
---|
| 254 | if (mm != null) MoveMaker = mm;
|
---|
| 255 | else MoveMaker = validMoveMakers.FirstOrDefault();
|
---|
| 256 | }
|
---|
| 257 |
|
---|
| 258 | if (oldMoveEvaluator != null) {
|
---|
| 259 | ISingleObjectiveMoveEvaluator me = validMoveEvaluators.FirstOrDefault(x => x.GetType() == oldMoveEvaluator.GetType());
|
---|
| 260 | if (me != null) MoveEvaluator = me;
|
---|
| 261 | else MoveEvaluator = validMoveEvaluators.FirstOrDefault();
|
---|
| 262 | }
|
---|
| 263 | }
|
---|
| 264 | }
|
---|
| 265 |
|
---|
| 266 | private void ClearMoveParameters() {
|
---|
| 267 | MoveGeneratorParameter.ValidValues.Clear();
|
---|
| 268 | MoveMakerParameter.ValidValues.Clear();
|
---|
| 269 | MoveEvaluatorParameter.ValidValues.Clear();
|
---|
| 270 | }
|
---|
| 271 |
|
---|
| 272 | private void ParameterizeMoveGenerators(ISingleObjectiveProblem problem) {
|
---|
| 273 | if (problem != null) {
|
---|
| 274 | foreach (IMultiMoveGenerator generator in problem.Operators.OfType<IMultiMoveGenerator>())
|
---|
| 275 | generator.SampleSizeParameter.ActualName = InnerIterationsParameter.Name;
|
---|
| 276 | }
|
---|
| 277 | }
|
---|
| 278 | private void ParameterizeMoveEvaluators(ISingleObjectiveProblem problem) {
|
---|
| 279 | foreach (ISingleObjectiveMoveEvaluator op in problem.Operators.OfType<ISingleObjectiveMoveEvaluator>()) {
|
---|
| 280 | op.QualityParameter.ActualName = problem.Evaluator.QualityParameter.ActualName;
|
---|
| 281 | }
|
---|
| 282 | }
|
---|
| 283 | private void ParameterizeMoveMakers(ISingleObjectiveProblem problem) {
|
---|
| 284 | foreach (IMoveMaker op in problem.Operators.OfType<IMoveMaker>()) {
|
---|
| 285 | op.QualityParameter.ActualName = problem.Evaluator.QualityParameter.ActualName;
|
---|
| 286 | if (MoveEvaluator != null)
|
---|
| 287 | op.MoveQualityParameter.ActualName = MoveEvaluator.MoveQualityParameter.ActualName;
|
---|
| 288 | }
|
---|
| 289 | }
|
---|
| 290 |
|
---|
| 291 | public override IOperation Apply() {
|
---|
| 292 | Scope subScope = new Scope();
|
---|
| 293 | Scope individual = new Scope();
|
---|
| 294 |
|
---|
| 295 | foreach (Variable var in ExecutionContext.Scope.Variables) {
|
---|
| 296 | individual.Variables.Add(var);
|
---|
| 297 | }
|
---|
| 298 | subScope.SubScopes.Add(individual);
|
---|
| 299 |
|
---|
| 300 | ExecutionContext.Scope.SubScopes.Add(subScope);
|
---|
| 301 | int index = subScope.Parent.SubScopes.IndexOf(subScope);
|
---|
| 302 |
|
---|
| 303 | SubScopesProcessor processor = new SubScopesProcessor();
|
---|
| 304 | SubScopesRemover remover = new SubScopesRemover();
|
---|
| 305 |
|
---|
| 306 | remover.RemoveAllSubScopes = false;
|
---|
| 307 | remover.SubScopeIndexParameter.Value = new IntValue(index);
|
---|
| 308 |
|
---|
| 309 | for (int i = 0; i < index; i++) {
|
---|
| 310 | processor.Operators.Add(new EmptyOperator());
|
---|
| 311 | }
|
---|
| 312 |
|
---|
| 313 | VariableCreator variableCreator = new VariableCreator();
|
---|
| 314 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("LocalIterations", new IntValue(0)));
|
---|
| 315 |
|
---|
| 316 | variableCreator.Successor = loop;
|
---|
| 317 |
|
---|
| 318 | loop.EvaluatedMovesParameter.ActualName = EvaluatedSolutionsParameter.ActualName;
|
---|
| 319 |
|
---|
| 320 | processor.Operators.Add(variableCreator);
|
---|
| 321 | processor.Successor = remover;
|
---|
| 322 |
|
---|
| 323 | IOperation next = base.Apply();
|
---|
| 324 | if (next as ExecutionContext != null) {
|
---|
| 325 | remover.Successor = (next as ExecutionContext).Operator;
|
---|
| 326 | }
|
---|
| 327 |
|
---|
| 328 | return ExecutionContext.CreateChildOperation(processor);
|
---|
| 329 | }
|
---|
| 330 | }
|
---|
| 331 | }
|
---|