Free cookie consent management tool by TermsFeed Policy Generator

source: trunk/sources/HeuristicLab.Algorithms.LocalSearch/3.3/LocalSearch.cs @ 3187

Last change on this file since 3187 was 3187, checked in by abeham, 14 years ago

Added move operators for real encoding and test functions #890

File size: 15.4 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2010 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
22using System;
23using System.Collections.Generic;
24using System.Linq;
25using HeuristicLab.Core;
26using HeuristicLab.Data;
27using HeuristicLab.Optimization;
28using HeuristicLab.Operators;
29using HeuristicLab.Optimization.Operators;
30using HeuristicLab.Parameters;
31using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
32using HeuristicLab.PluginInfrastructure;
33
34namespace HeuristicLab.Algorithms.LocalSearch {
35  [Item("LocalSearch", "A local search algorithm.")]
36  [Creatable("Algorithms")]
37  public sealed class LocalSearch : EngineAlgorithm {
38    #region Problem Properties
39    public override Type ProblemType {
40      get { return typeof(ISingleObjectiveProblem); }
41    }
42    public new ISingleObjectiveProblem Problem {
43      get { return (ISingleObjectiveProblem)base.Problem; }
44      set { base.Problem = value; }
45    }
46    #endregion
47
48    #region Parameter Properties
49    private ValueParameter<IntValue> SeedParameter {
50      get { return (ValueParameter<IntValue>)Parameters["Seed"]; }
51    }
52    private ValueParameter<BoolValue> SetSeedRandomlyParameter {
53      get { return (ValueParameter<BoolValue>)Parameters["SetSeedRandomly"]; }
54    }
55    private ConstrainedValueParameter<IMoveGenerator> MoveGeneratorParameter {
56      get { return (ConstrainedValueParameter<IMoveGenerator>)Parameters["MoveGenerator"]; }
57    }
58    private ConstrainedValueParameter<IMoveMaker> MoveMakerParameter {
59      get { return (ConstrainedValueParameter<IMoveMaker>)Parameters["MoveMaker"]; }
60    }
61    private ConstrainedValueParameter<ISingleObjectiveMoveEvaluator> MoveEvaluatorParameter {
62      get { return (ConstrainedValueParameter<ISingleObjectiveMoveEvaluator>)Parameters["MoveEvaluator"]; }
63    }
64    private ValueParameter<IntValue> MaximumIterationsParameter {
65      get { return (ValueParameter<IntValue>)Parameters["MaximumIterations"]; }
66    }
67    private ValueParameter<IntValue> SampleSizeParameter {
68      get { return (ValueParameter<IntValue>)Parameters["SampleSize"]; }
69    }
70    #endregion
71
72    #region Properties
73    public IntValue Seed {
74      get { return SeedParameter.Value; }
75      set { SeedParameter.Value = value; }
76    }
77    public BoolValue SetSeedRandomly {
78      get { return SetSeedRandomlyParameter.Value; }
79      set { SetSeedRandomlyParameter.Value = value; }
80    }
81    public IMoveGenerator MoveGenerator {
82      get { return MoveGeneratorParameter.Value; }
83      set { MoveGeneratorParameter.Value = value; }
84    }
85    public IMoveMaker MoveMaker {
86      get { return MoveMakerParameter.Value; }
87      set { MoveMakerParameter.Value = value; }
88    }
89    public ISingleObjectiveMoveEvaluator MoveEvaluator {
90      get { return MoveEvaluatorParameter.Value; }
91      set { MoveEvaluatorParameter.Value = value; }
92    }
93    public IntValue MaximumIterations {
94      get { return MaximumIterationsParameter.Value; }
95      set { MaximumIterationsParameter.Value = value; }
96    }
97    public IntValue SampleSize {
98      get { return SampleSizeParameter.Value; }
99      set { SampleSizeParameter.Value = value; }
100    }
101    private RandomCreator RandomCreator {
102      get { return (RandomCreator)OperatorGraph.InitialOperator; }
103    }
104    private SolutionsCreator SolutionsCreator {
105      get { return (SolutionsCreator)RandomCreator.Successor; }
106    }
107    private LocalSearchMainLoop MainLoop {
108      get { return (LocalSearchMainLoop)SolutionsCreator.Successor; }
109    }
110    #endregion
111
112    [StorableConstructor]
113    private LocalSearch(bool deserializing) : base() { }
114    public LocalSearch()
115      : base() {
116      Parameters.Add(new ValueParameter<IntValue>("Seed", "The random seed used to initialize the new pseudo random number generator.", new IntValue(0)));
117      Parameters.Add(new ValueParameter<BoolValue>("SetSeedRandomly", "True if the random seed should be set to a random value, otherwise false.", new BoolValue(true)));
118      Parameters.Add(new ConstrainedValueParameter<IMoveGenerator>("MoveGenerator", "The operator used to generate moves to the neighborhood of the current solution."));
119      Parameters.Add(new ConstrainedValueParameter<IMoveMaker>("MoveMaker", "The operator used to perform a move."));
120      Parameters.Add(new ConstrainedValueParameter<ISingleObjectiveMoveEvaluator>("MoveEvaluator", "The operator used to evaluate a move."));
121      Parameters.Add(new ValueParameter<IntValue>("MaximumIterations", "The maximum number of generations which should be processed.", new IntValue(1000)));
122      Parameters.Add(new ValueParameter<IntValue>("SampleSize", "Number of moves that MultiMoveGenerators should create. This is ignored for Exhaustive- and SingleMoveGenerators.", new IntValue(100)));
123
124      RandomCreator randomCreator = new RandomCreator();
125      SolutionsCreator solutionsCreator = new SolutionsCreator();
126      LocalSearchMainLoop lsMainLoop = new LocalSearchMainLoop();
127      OperatorGraph.InitialOperator = randomCreator;
128
129      randomCreator.RandomParameter.ActualName = "Random";
130      randomCreator.SeedParameter.ActualName = SeedParameter.Name;
131      randomCreator.SeedParameter.Value = null;
132      randomCreator.SetSeedRandomlyParameter.ActualName = SetSeedRandomlyParameter.Name;
133      randomCreator.SetSeedRandomlyParameter.Value = null;
134      randomCreator.Successor = solutionsCreator;
135
136      solutionsCreator.NumberOfSolutions = new IntValue(1);
137      solutionsCreator.Successor = lsMainLoop;
138
139      lsMainLoop.MoveGeneratorParameter.ActualName = MoveGeneratorParameter.Name;
140      lsMainLoop.MoveMakerParameter.ActualName = MoveMakerParameter.Name;
141      lsMainLoop.MoveEvaluatorParameter.ActualName = MoveEvaluatorParameter.Name;
142      lsMainLoop.MaximumIterationsParameter.ActualName = MaximumIterationsParameter.Name;
143      lsMainLoop.RandomParameter.ActualName = RandomCreator.RandomParameter.ActualName;
144      lsMainLoop.ResultsParameter.ActualName = "Results";
145
146      Initialize();
147    }
148
149    public override IDeepCloneable Clone(Cloner cloner) {
150      LocalSearch clone = (LocalSearch)base.Clone(cloner);
151      clone.Initialize();
152      return clone;
153    }
154
155    #region Events
156    protected override void OnProblemChanged() {
157      ParameterizeStochasticOperator(Problem.SolutionCreator);
158      ParameterizeStochasticOperator(Problem.Evaluator);
159      foreach (IOperator op in Problem.Operators) ParameterizeStochasticOperator(op);
160      foreach (ISingleObjectiveMoveEvaluator op in Problem.Operators.OfType<ISingleObjectiveMoveEvaluator>()) {
161        op.MoveQualityParameter.ActualNameChanged += new EventHandler(MoveEvaluator_MoveQualityParameter_ActualNameChanged);
162      }
163      ParameterizeSolutionsCreator();
164      ParameterizeMainLoop();
165      ParameterizeMoveEvaluators();
166      ParameterizeMoveMakers();
167      UpdateMoveGenerator();
168      UpdateMoveParameters();
169      Problem.Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
170      base.OnProblemChanged();
171    }
172    protected override void Problem_SolutionCreatorChanged(object sender, EventArgs e) {
173      ParameterizeStochasticOperator(Problem.SolutionCreator);
174      ParameterizeSolutionsCreator();
175      base.Problem_SolutionCreatorChanged(sender, e);
176    }
177    protected override void Problem_EvaluatorChanged(object sender, EventArgs e) {
178      ParameterizeStochasticOperator(Problem.Evaluator);
179      ParameterizeSolutionsCreator();
180      ParameterizeMainLoop();
181      ParameterizeMoveEvaluators();
182      ParameterizeMoveMakers();
183      Problem.Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
184      base.Problem_EvaluatorChanged(sender, e);
185    }
186    protected override void Problem_VisualizerChanged(object sender, EventArgs e) {
187      ParameterizeStochasticOperator(Problem.Visualizer);
188      ParameterizeMainLoop();
189      if (Problem.Visualizer != null) Problem.Visualizer.VisualizationParameter.ActualNameChanged += new EventHandler(Visualizer_VisualizationParameter_ActualNameChanged);
190      base.Problem_VisualizerChanged(sender, e);
191    }
192    protected override void Problem_OperatorsChanged(object sender, EventArgs e) {
193      foreach (IOperator op in Problem.Operators) ParameterizeStochasticOperator(op);
194      // This may seem pointless, but some operators already have the eventhandler registered, others don't
195      // FIXME: Is there another way to solve this problem?
196      foreach (ISingleObjectiveMoveEvaluator op in Problem.Operators.OfType<ISingleObjectiveMoveEvaluator>()) {
197        op.MoveQualityParameter.ActualNameChanged -= new EventHandler(MoveEvaluator_MoveQualityParameter_ActualNameChanged);
198        op.MoveQualityParameter.ActualNameChanged += new EventHandler(MoveEvaluator_MoveQualityParameter_ActualNameChanged);
199      }
200      UpdateMoveGenerator();
201      UpdateMoveParameters();
202      ParameterizeMainLoop();
203      ParameterizeMoveEvaluators();
204      ParameterizeMoveMakers();
205      base.Problem_OperatorsChanged(sender, e);
206    }
207    private void Evaluator_QualityParameter_ActualNameChanged(object sender, EventArgs e) {
208      ParameterizeMainLoop();
209      ParameterizeMoveEvaluators();
210      ParameterizeMoveMakers();
211    }
212    private void MoveGeneratorParameter_ValueChanged(object sender, EventArgs e) {
213      UpdateMoveParameters();
214    }
215    private void MoveEvaluatorParameter_ValueChanged(object sender, EventArgs e) {
216      ParameterizeMainLoop();
217      ParameterizeMoveEvaluators();
218      ParameterizeMoveMakers();
219    }
220    private void MoveEvaluator_MoveQualityParameter_ActualNameChanged(object sender, EventArgs e) {
221      ParameterizeMainLoop();
222      ParameterizeMoveEvaluators();
223      ParameterizeMoveMakers();
224    }
225    private void Visualizer_VisualizationParameter_ActualNameChanged(object sender, EventArgs e) {
226      ParameterizeMainLoop();
227    }
228    #endregion
229
230    #region Helpers
231    [StorableHook(HookType.AfterDeserialization)]
232    private void Initialize() {
233      if (Problem != null) {
234        Problem.Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
235        foreach (ISingleObjectiveMoveEvaluator op in Problem.Operators.OfType<ISingleObjectiveMoveEvaluator>()) {
236          op.MoveQualityParameter.ActualNameChanged += new EventHandler(MoveEvaluator_MoveQualityParameter_ActualNameChanged);
237        }
238      }
239      MoveGeneratorParameter.ValueChanged += new EventHandler(MoveGeneratorParameter_ValueChanged);
240      MoveEvaluatorParameter.ValueChanged += new EventHandler(MoveEvaluatorParameter_ValueChanged);
241    }
242    private void UpdateMoveGenerator() {
243      IMoveGenerator oldMoveGenerator = MoveGenerator;
244      MoveGeneratorParameter.ValidValues.Clear();
245      if (Problem != null) {
246        foreach (IMoveGenerator generator in Problem.Operators.OfType<IMoveGenerator>().OrderBy(x => x.Name))
247          MoveGeneratorParameter.ValidValues.Add(generator);
248      }
249      if (oldMoveGenerator != null) {
250        IMoveGenerator newMoveGenerator = MoveGeneratorParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldMoveGenerator.GetType());
251        if (newMoveGenerator != null) MoveGenerator = newMoveGenerator;
252      }
253      if (MoveGenerator == null) {
254        ClearMoveParameters();
255      }
256    }
257    private void UpdateMoveParameters() {
258      IMoveMaker oldMoveMaker = MoveMaker;
259      ISingleObjectiveMoveEvaluator oldMoveEvaluator = MoveEvaluator;
260      ClearMoveParameters();
261      if (MoveGenerator != null) {
262        List<Type> moveTypes = MoveGenerator.GetType().GetInterfaces().Where(x => typeof(IMoveOperator).IsAssignableFrom(x)).ToList();
263        foreach (Type type in moveTypes.ToList()) {
264          if (moveTypes.Any(t => t != type && type.IsAssignableFrom(t)))
265            moveTypes.Remove(type);
266        }
267        foreach (Type type in moveTypes) {
268          var operators = Problem.Operators.Where(x => type.IsAssignableFrom(x.GetType())).OrderBy(x => x.Name);
269          foreach (IMoveMaker moveMaker in operators.OfType<IMoveMaker>())
270            MoveMakerParameter.ValidValues.Add(moveMaker);
271          foreach (ISingleObjectiveMoveEvaluator moveEvaluator in operators.OfType<ISingleObjectiveMoveEvaluator>())
272            MoveEvaluatorParameter.ValidValues.Add(moveEvaluator);
273        }
274        if (oldMoveMaker != null) {
275          IMoveMaker mm = MoveMakerParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldMoveMaker.GetType());
276          if (mm != null) MoveMaker = mm;
277        }
278        if (oldMoveEvaluator != null) {
279          ISingleObjectiveMoveEvaluator me = MoveEvaluatorParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldMoveEvaluator.GetType());
280          if (me != null) MoveEvaluator = me;
281        }
282      }
283    }
284    private void ClearMoveParameters() {
285      MoveMakerParameter.ValidValues.Clear();
286      MoveEvaluatorParameter.ValidValues.Clear();
287    }
288    private void ParameterizeSolutionsCreator() {
289      SolutionsCreator.EvaluatorParameter.ActualName = Problem.EvaluatorParameter.Name;
290      SolutionsCreator.SolutionCreatorParameter.ActualName = Problem.SolutionCreatorParameter.Name;
291    }
292    private void ParameterizeMainLoop() {
293      MainLoop.BestKnownQualityParameter.ActualName = Problem.BestKnownQualityParameter.Name;
294      MainLoop.MaximizationParameter.ActualName = Problem.MaximizationParameter.Name;
295      MainLoop.QualityParameter.ActualName = Problem.Evaluator.QualityParameter.ActualName;
296      if (MoveEvaluator != null)
297        MainLoop.MoveQualityParameter.ActualName = MoveEvaluator.MoveQualityParameter.ActualName;
298      MainLoop.VisualizerParameter.ActualName = Problem.VisualizerParameter.Name;
299      if (Problem.Visualizer != null)
300        MainLoop.VisualizationParameter.ActualName = Problem.Visualizer.VisualizationParameter.ActualName;
301    }
302    private void ParameterizeStochasticOperator(IOperator op) {
303      if (op is IStochasticOperator)
304        ((IStochasticOperator)op).RandomParameter.ActualName = RandomCreator.RandomParameter.ActualName;
305    }
306    private void ParameterizeMoveEvaluators() {
307      foreach (ISingleObjectiveMoveEvaluator op in Problem.Operators.OfType<ISingleObjectiveMoveEvaluator>()) {
308        op.QualityParameter.ActualName = Problem.Evaluator.QualityParameter.ActualName;
309      }
310    }
311    private void ParameterizeMoveMakers() {
312      foreach (IMoveMaker op in Problem.Operators.OfType<IMoveMaker>()) {
313        op.QualityParameter.ActualName = Problem.Evaluator.QualityParameter.ActualName;
314        if (MoveEvaluator != null)
315          op.MoveQualityParameter.ActualName = MoveEvaluator.MoveQualityParameter.ActualName;
316      }
317    }
318    #endregion
319  }
320}
Note: See TracBrowser for help on using the repository browser.