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source: trunk/sources/HeuristicLab.Algorithms.LocalSearch/3.3/LocalSearch.cs @ 3750

Last change on this file since 3750 was 3750, checked in by abeham, 14 years ago

#893

  • Fixed wiring of iteration based operators like the michalewicz manipulators for real vector encoding
File size: 17.9 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.Common;
26using HeuristicLab.Core;
27using HeuristicLab.Data;
28using HeuristicLab.Optimization;
29using HeuristicLab.Operators;
30using HeuristicLab.Optimization.Operators;
31using HeuristicLab.Parameters;
32using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
33using HeuristicLab.PluginInfrastructure;
34using HeuristicLab.Random;
35using HeuristicLab.Analysis;
36
37namespace HeuristicLab.Algorithms.LocalSearch {
38  [Item("Local Search", "A local search algorithm.")]
39  [Creatable("Algorithms")]
40  [StorableClass]
41  public sealed class LocalSearch : EngineAlgorithm {
42    #region Problem Properties
43    public override Type ProblemType {
44      get { return typeof(ISingleObjectiveProblem); }
45    }
46    public new ISingleObjectiveProblem Problem {
47      get { return (ISingleObjectiveProblem)base.Problem; }
48      set { base.Problem = value; }
49    }
50    #endregion
51
52    #region Parameter Properties
53    private ValueParameter<IntValue> SeedParameter {
54      get { return (ValueParameter<IntValue>)Parameters["Seed"]; }
55    }
56    private ValueParameter<BoolValue> SetSeedRandomlyParameter {
57      get { return (ValueParameter<BoolValue>)Parameters["SetSeedRandomly"]; }
58    }
59    private ConstrainedValueParameter<IMoveGenerator> MoveGeneratorParameter {
60      get { return (ConstrainedValueParameter<IMoveGenerator>)Parameters["MoveGenerator"]; }
61    }
62    private ConstrainedValueParameter<IMoveMaker> MoveMakerParameter {
63      get { return (ConstrainedValueParameter<IMoveMaker>)Parameters["MoveMaker"]; }
64    }
65    private ConstrainedValueParameter<ISingleObjectiveMoveEvaluator> MoveEvaluatorParameter {
66      get { return (ConstrainedValueParameter<ISingleObjectiveMoveEvaluator>)Parameters["MoveEvaluator"]; }
67    }
68    private ValueParameter<IntValue> MaximumIterationsParameter {
69      get { return (ValueParameter<IntValue>)Parameters["MaximumIterations"]; }
70    }
71    private ValueParameter<IntValue> SampleSizeParameter {
72      get { return (ValueParameter<IntValue>)Parameters["SampleSize"]; }
73    }
74    private ValueParameter<MultiAnalyzer> MoveAnalyzerParameter {
75      get { return (ValueParameter<MultiAnalyzer>)Parameters["MoveAnalyzer"]; }
76    }
77    private ValueParameter<MultiAnalyzer> AnalyzerParameter {
78      get { return (ValueParameter<MultiAnalyzer>)Parameters["Analyzer"]; }
79    }
80    #endregion
81
82    #region Properties
83    public IntValue Seed {
84      get { return SeedParameter.Value; }
85      set { SeedParameter.Value = value; }
86    }
87    public BoolValue SetSeedRandomly {
88      get { return SetSeedRandomlyParameter.Value; }
89      set { SetSeedRandomlyParameter.Value = value; }
90    }
91    public IMoveGenerator MoveGenerator {
92      get { return MoveGeneratorParameter.Value; }
93      set { MoveGeneratorParameter.Value = value; }
94    }
95    public IMoveMaker MoveMaker {
96      get { return MoveMakerParameter.Value; }
97      set { MoveMakerParameter.Value = value; }
98    }
99    public ISingleObjectiveMoveEvaluator MoveEvaluator {
100      get { return MoveEvaluatorParameter.Value; }
101      set { MoveEvaluatorParameter.Value = value; }
102    }
103    public IntValue MaximumIterations {
104      get { return MaximumIterationsParameter.Value; }
105      set { MaximumIterationsParameter.Value = value; }
106    }
107    public IntValue SampleSize {
108      get { return SampleSizeParameter.Value; }
109      set { SampleSizeParameter.Value = value; }
110    }
111    public MultiAnalyzer MoveAnalyzer {
112      get { return MoveAnalyzerParameter.Value; }
113      set { MoveAnalyzerParameter.Value = value; }
114    }
115    public MultiAnalyzer Analyzer {
116      get { return AnalyzerParameter.Value; }
117      set { AnalyzerParameter.Value = value; }
118    }
119    private RandomCreator RandomCreator {
120      get { return (RandomCreator)OperatorGraph.InitialOperator; }
121    }
122    private SolutionsCreator SolutionsCreator {
123      get { return (SolutionsCreator)RandomCreator.Successor; }
124    }
125    private LocalSearchMainLoop MainLoop {
126      get { return (LocalSearchMainLoop)SolutionsCreator.Successor; }
127    }
128    [Storable]
129    private BestAverageWorstQualityAnalyzer moveQualityAnalyzer;
130    #endregion
131
132    [StorableConstructor]
133    private LocalSearch(bool deserializing) : base(deserializing) { }
134    public LocalSearch()
135      : base() {
136      Parameters.Add(new ValueParameter<IntValue>("Seed", "The random seed used to initialize the new pseudo random number generator.", new IntValue(0)));
137      Parameters.Add(new ValueParameter<BoolValue>("SetSeedRandomly", "True if the random seed should be set to a random value, otherwise false.", new BoolValue(true)));
138      Parameters.Add(new ConstrainedValueParameter<IMoveGenerator>("MoveGenerator", "The operator used to generate moves to the neighborhood of the current solution."));
139      Parameters.Add(new ConstrainedValueParameter<IMoveMaker>("MoveMaker", "The operator used to perform a move."));
140      Parameters.Add(new ConstrainedValueParameter<ISingleObjectiveMoveEvaluator>("MoveEvaluator", "The operator used to evaluate a move."));
141      Parameters.Add(new ValueParameter<IntValue>("MaximumIterations", "The maximum number of generations which should be processed.", new IntValue(1000)));
142      Parameters.Add(new ValueParameter<IntValue>("SampleSize", "Number of moves that MultiMoveGenerators should create. This is ignored for Exhaustive- and SingleMoveGenerators.", new IntValue(100)));
143      Parameters.Add(new ValueParameter<MultiAnalyzer>("MoveAnalyzer", "The operator used to analyze the moves.", new MultiAnalyzer()));
144      Parameters.Add(new ValueParameter<MultiAnalyzer>("Analyzer", "The operator used to analyze the solution.", new MultiAnalyzer()));
145     
146      RandomCreator randomCreator = new RandomCreator();
147      SolutionsCreator solutionsCreator = new SolutionsCreator();
148      LocalSearchMainLoop lsMainLoop = new LocalSearchMainLoop();
149      OperatorGraph.InitialOperator = randomCreator;
150
151      randomCreator.RandomParameter.ActualName = "Random";
152      randomCreator.SeedParameter.ActualName = SeedParameter.Name;
153      randomCreator.SeedParameter.Value = null;
154      randomCreator.SetSeedRandomlyParameter.ActualName = SetSeedRandomlyParameter.Name;
155      randomCreator.SetSeedRandomlyParameter.Value = null;
156      randomCreator.Successor = solutionsCreator;
157
158      solutionsCreator.NumberOfSolutions = new IntValue(1);
159      solutionsCreator.Successor = lsMainLoop;
160
161      lsMainLoop.MoveGeneratorParameter.ActualName = MoveGeneratorParameter.Name;
162      lsMainLoop.MoveMakerParameter.ActualName = MoveMakerParameter.Name;
163      lsMainLoop.MoveEvaluatorParameter.ActualName = MoveEvaluatorParameter.Name;
164      lsMainLoop.MaximumIterationsParameter.ActualName = MaximumIterationsParameter.Name;
165      lsMainLoop.RandomParameter.ActualName = RandomCreator.RandomParameter.ActualName;
166      lsMainLoop.ResultsParameter.ActualName = "Results";
167      lsMainLoop.MoveAnalyzerParameter.ActualName = MoveAnalyzerParameter.Name;
168      lsMainLoop.AnalyzerParameter.ActualName = AnalyzerParameter.Name;
169
170      moveQualityAnalyzer = new BestAverageWorstQualityAnalyzer();
171      ParameterizeAnalyzers();
172      UpdateAnalyzers();
173
174      Initialize();
175    }
176
177    public override IDeepCloneable Clone(Cloner cloner) {
178      LocalSearch clone = (LocalSearch)base.Clone(cloner);
179      clone.moveQualityAnalyzer = (BestAverageWorstQualityAnalyzer)cloner.Clone(moveQualityAnalyzer);
180      clone.Initialize();
181      return clone;
182    }
183
184    public override void Prepare() {
185      if (Problem != null && MoveGenerator != null && MoveMaker != null && MoveEvaluator != null)
186        base.Prepare();
187    }
188
189    #region Events
190    protected override void OnProblemChanged() {
191      ParameterizeStochasticOperator(Problem.SolutionCreator);
192      ParameterizeStochasticOperator(Problem.Evaluator);
193      foreach (IOperator op in Problem.Operators) ParameterizeStochasticOperator(op);
194      foreach (ISingleObjectiveMoveEvaluator op in Problem.Operators.OfType<ISingleObjectiveMoveEvaluator>()) {
195        op.MoveQualityParameter.ActualNameChanged += new EventHandler(MoveEvaluator_MoveQualityParameter_ActualNameChanged);
196      }
197      ParameterizeSolutionsCreator();
198      ParameterizeMainLoop();
199      UpdateMoveGenerator();
200      UpdateMoveParameters();
201      UpdateAnalyzers();
202      ParameterizeMoveEvaluators();
203      ParameterizeMoveMakers();
204      ParameterizeAnalyzers();
205      ParameterizeIterationBasedOperators();
206      Problem.Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
207      base.OnProblemChanged();
208    }
209    protected override void Problem_SolutionCreatorChanged(object sender, EventArgs e) {
210      ParameterizeStochasticOperator(Problem.SolutionCreator);
211      ParameterizeSolutionsCreator();
212      base.Problem_SolutionCreatorChanged(sender, e);
213    }
214    protected override void Problem_EvaluatorChanged(object sender, EventArgs e) {
215      ParameterizeStochasticOperator(Problem.Evaluator);
216      ParameterizeSolutionsCreator();
217      ParameterizeMainLoop();
218      ParameterizeMoveEvaluators();
219      ParameterizeMoveMakers();
220      ParameterizeAnalyzers();
221      Problem.Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
222      base.Problem_EvaluatorChanged(sender, e);
223    }
224    protected override void Problem_OperatorsChanged(object sender, EventArgs e) {
225      foreach (IOperator op in Problem.Operators) ParameterizeStochasticOperator(op);
226      // This may seem pointless, but some operators already have the eventhandler registered, others don't
227      // FIXME: Is there another way to solve this problem?
228      foreach (ISingleObjectiveMoveEvaluator op in Problem.Operators.OfType<ISingleObjectiveMoveEvaluator>()) {
229        op.MoveQualityParameter.ActualNameChanged -= new EventHandler(MoveEvaluator_MoveQualityParameter_ActualNameChanged);
230        op.MoveQualityParameter.ActualNameChanged += new EventHandler(MoveEvaluator_MoveQualityParameter_ActualNameChanged);
231      }
232      UpdateMoveGenerator();
233      UpdateMoveParameters();
234      UpdateAnalyzers();
235      ParameterizeMainLoop();
236      ParameterizeMoveEvaluators();
237      ParameterizeMoveMakers();
238      ParameterizeAnalyzers();
239      ParameterizeIterationBasedOperators();
240      base.Problem_OperatorsChanged(sender, e);
241    }
242    private void Evaluator_QualityParameter_ActualNameChanged(object sender, EventArgs e) {
243      ParameterizeMainLoop();
244      ParameterizeMoveEvaluators();
245      ParameterizeMoveMakers();
246    }
247    private void MoveGeneratorParameter_ValueChanged(object sender, EventArgs e) {
248      UpdateMoveParameters();
249    }
250    private void MoveEvaluatorParameter_ValueChanged(object sender, EventArgs e) {
251      ParameterizeMainLoop();
252      ParameterizeMoveEvaluators();
253      ParameterizeMoveMakers();
254      ParameterizeAnalyzers();
255    }
256    private void MoveEvaluator_MoveQualityParameter_ActualNameChanged(object sender, EventArgs e) {
257      ParameterizeMainLoop();
258      ParameterizeMoveEvaluators();
259      ParameterizeMoveMakers();
260      ParameterizeAnalyzers();
261    }
262    #endregion
263
264    #region Helpers
265    [StorableHook(HookType.AfterDeserialization)]
266    private void Initialize() {
267      if (Problem != null) {
268        Problem.Evaluator.QualityParameter.ActualNameChanged += new EventHandler(Evaluator_QualityParameter_ActualNameChanged);
269        foreach (ISingleObjectiveMoveEvaluator op in Problem.Operators.OfType<ISingleObjectiveMoveEvaluator>()) {
270          op.MoveQualityParameter.ActualNameChanged += new EventHandler(MoveEvaluator_MoveQualityParameter_ActualNameChanged);
271        }
272      }
273      MoveGeneratorParameter.ValueChanged += new EventHandler(MoveGeneratorParameter_ValueChanged);
274      MoveEvaluatorParameter.ValueChanged += new EventHandler(MoveEvaluatorParameter_ValueChanged);
275    }
276    private void UpdateMoveGenerator() {
277      IMoveGenerator oldMoveGenerator = MoveGenerator;
278      MoveGeneratorParameter.ValidValues.Clear();
279      if (Problem != null) {
280        foreach (IMoveGenerator generator in Problem.Operators.OfType<IMoveGenerator>().OrderBy(x => x.Name))
281          MoveGeneratorParameter.ValidValues.Add(generator);
282      }
283      if (oldMoveGenerator != null) {
284        IMoveGenerator newMoveGenerator = MoveGeneratorParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldMoveGenerator.GetType());
285        if (newMoveGenerator != null) MoveGenerator = newMoveGenerator;
286      }
287      if (MoveGenerator == null) {
288        ClearMoveParameters();
289      }
290    }
291    private void UpdateMoveParameters() {
292      IMoveMaker oldMoveMaker = MoveMaker;
293      ISingleObjectiveMoveEvaluator oldMoveEvaluator = MoveEvaluator;
294      ClearMoveParameters();
295      if (MoveGenerator != null) {
296        List<Type> moveTypes = MoveGenerator.GetType().GetInterfaces().Where(x => typeof(IMoveOperator).IsAssignableFrom(x)).ToList();
297        foreach (Type type in moveTypes.ToList()) {
298          if (moveTypes.Any(t => t != type && type.IsAssignableFrom(t)))
299            moveTypes.Remove(type);
300        }
301        foreach (Type type in moveTypes) {
302          var operators = Problem.Operators.Where(x => type.IsAssignableFrom(x.GetType())).OrderBy(x => x.Name);
303          foreach (IMoveMaker moveMaker in operators.OfType<IMoveMaker>())
304            MoveMakerParameter.ValidValues.Add(moveMaker);
305          foreach (ISingleObjectiveMoveEvaluator moveEvaluator in operators.OfType<ISingleObjectiveMoveEvaluator>())
306            MoveEvaluatorParameter.ValidValues.Add(moveEvaluator);
307        }
308        if (oldMoveMaker != null) {
309          IMoveMaker mm = MoveMakerParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldMoveMaker.GetType());
310          if (mm != null) MoveMaker = mm;
311        }
312        if (oldMoveEvaluator != null) {
313          ISingleObjectiveMoveEvaluator me = MoveEvaluatorParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldMoveEvaluator.GetType());
314          if (me != null) MoveEvaluator = me;
315        }
316      }
317    }
318    private void UpdateAnalyzers() {
319      Analyzer.Operators.Clear();
320      MoveAnalyzer.Operators.Clear();
321      MoveAnalyzer.Operators.Add(moveQualityAnalyzer);
322      if (Problem != null) {
323        foreach (IAnalyzer analyzer in Problem.Operators.OfType<IAnalyzer>().OrderBy(x => x.Name)) {
324          foreach (IScopeTreeLookupParameter param in analyzer.Parameters.OfType<IScopeTreeLookupParameter>())
325            param.Depth = 0;
326          Analyzer.Operators.Add(analyzer);
327        }
328      }
329    }
330    private void ClearMoveParameters() {
331      MoveMakerParameter.ValidValues.Clear();
332      MoveEvaluatorParameter.ValidValues.Clear();
333    }
334    private void ParameterizeSolutionsCreator() {
335      SolutionsCreator.EvaluatorParameter.ActualName = Problem.EvaluatorParameter.Name;
336      SolutionsCreator.SolutionCreatorParameter.ActualName = Problem.SolutionCreatorParameter.Name;
337    }
338    private void ParameterizeMainLoop() {
339      MainLoop.BestKnownQualityParameter.ActualName = Problem.BestKnownQualityParameter.Name;
340      MainLoop.MaximizationParameter.ActualName = Problem.MaximizationParameter.Name;
341      MainLoop.QualityParameter.ActualName = Problem.Evaluator.QualityParameter.ActualName;
342      if (MoveEvaluator != null)
343        MainLoop.MoveQualityParameter.ActualName = MoveEvaluator.MoveQualityParameter.ActualName;
344    }
345    private void ParameterizeStochasticOperator(IOperator op) {
346      if (op is IStochasticOperator)
347        ((IStochasticOperator)op).RandomParameter.ActualName = RandomCreator.RandomParameter.ActualName;
348    }
349    private void ParameterizeMoveEvaluators() {
350      foreach (ISingleObjectiveMoveEvaluator op in Problem.Operators.OfType<ISingleObjectiveMoveEvaluator>()) {
351        op.QualityParameter.ActualName = Problem.Evaluator.QualityParameter.ActualName;
352      }
353    }
354    private void ParameterizeMoveMakers() {
355      foreach (IMoveMaker op in Problem.Operators.OfType<IMoveMaker>()) {
356        op.QualityParameter.ActualName = Problem.Evaluator.QualityParameter.ActualName;
357        if (MoveEvaluator != null)
358          op.MoveQualityParameter.ActualName = MoveEvaluator.MoveQualityParameter.ActualName;
359      }
360    }
361    private void ParameterizeAnalyzers() {
362      moveQualityAnalyzer.ResultsParameter.ActualName = "Results";
363      if (Problem != null) {
364        moveQualityAnalyzer.MaximizationParameter.ActualName = Problem.MaximizationParameter.Name;
365        if (MoveEvaluator != null)
366          moveQualityAnalyzer.QualityParameter.ActualName = MoveEvaluator.MoveQualityParameter.ActualName;
367        moveQualityAnalyzer.BestKnownQualityParameter.ActualName = Problem.BestKnownQualityParameter.Name;
368      }
369    }
370    private void ParameterizeIterationBasedOperators() {
371      if (Problem != null) {
372        foreach (IIterationBasedOperator op in Problem.Operators.OfType<IIterationBasedOperator>()) {
373          op.IterationsParameter.ActualName = "Iterations";
374          op.MaximumIterationsParameter.ActualName = MaximumIterationsParameter.Name;
375        }
376      }
377    }
378    #endregion
379  }
380}
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