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source: trunk/sources/HeuristicLab.Algorithms.LocalSearch/3.3/LocalSearchImprovementOperator.cs @ 6044

Last change on this file since 6044 was 6044, checked in by abeham, 13 years ago

#1425

  • readded the removal of one of the result collector's collected values (and added a comment to the local search mainloop hinting, that a change can break another operator)
  • updated and readded the sample
File size: 14.7 KB
Line 
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
22using System;
23using System.Linq;
24using HeuristicLab.Analysis;
25using HeuristicLab.Common;
26using HeuristicLab.Core;
27using HeuristicLab.Data;
28using HeuristicLab.Operators;
29using HeuristicLab.Optimization;
30using HeuristicLab.Optimization.Operators;
31using HeuristicLab.Parameters;
32using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
33
34namespace HeuristicLab.Algorithms.LocalSearch {
35  /// <summary>
36  /// A local search improvement operator.
37  /// </summary>
38  [Item("LocalSearchImprovementOperator", "A local search improvement operator.")]
39  [StorableClass]
40  public sealed class LocalSearchImprovementOperator : SingleSuccessorOperator, ILocalImprovementOperator, IStochasticOperator {
41    #region IGenericLocalImprovementOperator Properties
42    public Type ProblemType { get { return typeof(ISingleObjectiveHeuristicOptimizationProblem); } }
43    public IProblem Problem {
44      get { return problem; }
45      set {
46        if (problem != value) {
47          if (value != null && !(value is ISingleObjectiveHeuristicOptimizationProblem))
48            throw new ArgumentException("Only problems of type " + ProblemType.ToString() + " can be assigned.");
49          if (problem != null) DeregisterProblemEventHandlers();
50          problem = (ISingleObjectiveHeuristicOptimizationProblem)value;
51          if (problem != null) RegisterProblemEventHandlers();
52          UpdateProblem();
53        }
54      }
55    }
56    #endregion
57
58    [Storable]
59    private ISingleObjectiveHeuristicOptimizationProblem problem;
60    [Storable]
61    private LocalSearchMainLoop loop;
62    [Storable]
63    private BestAverageWorstQualityAnalyzer qualityAnalyzer;
64
65    #region Parameter Properties
66    public ConstrainedValueParameter<IMoveGenerator> MoveGeneratorParameter {
67      get { return (ConstrainedValueParameter<IMoveGenerator>)Parameters["MoveGenerator"]; }
68    }
69    public ConstrainedValueParameter<IMoveMaker> MoveMakerParameter {
70      get { return (ConstrainedValueParameter<IMoveMaker>)Parameters["MoveMaker"]; }
71    }
72    public ConstrainedValueParameter<ISingleObjectiveMoveEvaluator> MoveEvaluatorParameter {
73      get { return (ConstrainedValueParameter<ISingleObjectiveMoveEvaluator>)Parameters["MoveEvaluator"]; }
74    }
75    public IValueLookupParameter<IntValue> SampleSizeParameter {
76      get { return (IValueLookupParameter<IntValue>)Parameters["SampleSize"]; }
77    }
78    public ValueParameter<MultiAnalyzer> AnalyzerParameter {
79      get { return (ValueParameter<MultiAnalyzer>)Parameters["Analyzer"]; }
80    }
81    public ScopeTreeLookupParameter<DoubleValue> QualityParameter {
82      get { return (ScopeTreeLookupParameter<DoubleValue>)Parameters["Quality"]; }
83    }
84    public ILookupParameter<IRandom> RandomParameter {
85      get { return (ILookupParameter<IRandom>)Parameters["Random"]; }
86    }
87    #region ILocalImprovementOperator Parameters
88    public IValueLookupParameter<IntValue> MaximumIterationsParameter {
89      get { return (IValueLookupParameter<IntValue>)Parameters["MaximumIterations"]; }
90    }
91    public ILookupParameter<IntValue> EvaluatedSolutionsParameter {
92      get { return (ILookupParameter<IntValue>)Parameters["EvaluatedSolutions"]; }
93    }
94    public ILookupParameter<ResultCollection> ResultsParameter {
95      get { return (ILookupParameter<ResultCollection>)Parameters["Results"]; }
96    }
97    #endregion
98    #endregion
99
100    #region Properties
101    public IMoveGenerator MoveGenerator {
102      get { return MoveGeneratorParameter.Value; }
103      set { MoveGeneratorParameter.Value = value; }
104    }
105    public IMoveMaker MoveMaker {
106      get { return MoveMakerParameter.Value; }
107      set { MoveMakerParameter.Value = value; }
108    }
109    public ISingleObjectiveMoveEvaluator MoveEvaluator {
110      get { return MoveEvaluatorParameter.Value; }
111      set { MoveEvaluatorParameter.Value = value; }
112    }
113    public MultiAnalyzer Analyzer {
114      get { return AnalyzerParameter.Value; }
115      set { AnalyzerParameter.Value = value; }
116    }
117    #endregion
118
119    [StorableConstructor]
120    private LocalSearchImprovementOperator(bool deserializing) : base(deserializing) { }
121    private LocalSearchImprovementOperator(LocalSearchImprovementOperator original, Cloner cloner)
122      : base(original, cloner) {
123      this.loop = cloner.Clone(original.loop);
124      this.qualityAnalyzer = cloner.Clone(original.qualityAnalyzer);
125      this.problem = cloner.Clone(original.problem);
126      RegisterEventHandlers();
127    }
128    public LocalSearchImprovementOperator()
129      : base() {
130      Parameters.Add(new ConstrainedValueParameter<IMoveGenerator>("MoveGenerator", "The operator used to generate moves to the neighborhood of the current solution."));
131      Parameters.Add(new ConstrainedValueParameter<IMoveMaker>("MoveMaker", "The operator used to perform a move."));
132      Parameters.Add(new ConstrainedValueParameter<ISingleObjectiveMoveEvaluator>("MoveEvaluator", "The operator used to evaluate a move."));
133      Parameters.Add(new ValueLookupParameter<IntValue>("MaximumIterations", "The maximum number of generations which should be processed.", new IntValue(150)));
134      Parameters.Add(new ValueLookupParameter<IntValue>("SampleSize", "Number of moves that MultiMoveGenerators should create. This is ignored for Exhaustive- and SingleMoveGenerators.", new IntValue(300)));
135      Parameters.Add(new LookupParameter<IntValue>("EvaluatedSolutions", "The number of evaluated moves."));
136      Parameters.Add(new ValueParameter<MultiAnalyzer>("Analyzer", "The operator used to analyze the solution.", new MultiAnalyzer()));
137      Parameters.Add(new LookupParameter<ResultCollection>("Results", "The name of the collection where the results are stored."));
138      Parameters.Add(new ScopeTreeLookupParameter<DoubleValue>("Quality", "The quality/fitness value of a solution."));
139      Parameters.Add(new LookupParameter<IRandom>("Random", "The random number generator to use."));
140
141      loop = new LocalSearchMainLoop();
142      ((ResultsCollector)((SingleSuccessorOperator)loop.OperatorGraph.InitialOperator).Successor).CollectedValues.Remove(loop.BestLocalQualityParameter.Name);
143      ParameterizeLSMainLoop();
144
145      qualityAnalyzer = new BestAverageWorstQualityAnalyzer();
146      Analyzer.Operators.Add(qualityAnalyzer);
147
148      RegisterEventHandlers();
149    }
150
151    public override IDeepCloneable Clone(Cloner cloner) {
152      return new LocalSearchImprovementOperator(this, cloner);
153    }
154
155    [StorableHook(HookType.AfterDeserialization)]
156    private void AfterDeserialization() {
157      RegisterEventHandlers();
158    }
159
160    #region Event Handler Registration
161    private void RegisterEventHandlers() {
162      MoveGeneratorParameter.ValueChanged += new EventHandler(MoveGeneratorParameter_ValueChanged);
163      if (problem != null)
164        RegisterProblemEventHandlers();
165    }
166
167    private void RegisterProblemEventHandlers() {
168      problem.Reset += new EventHandler(problem_Reset);
169      problem.OperatorsChanged += new EventHandler(problem_OperatorsChanged);
170    }
171
172    private void DeregisterProblemEventHandlers() {
173      problem.Reset -= new EventHandler(problem_Reset);
174      problem.OperatorsChanged -= new EventHandler(problem_OperatorsChanged);
175    }
176    #endregion
177
178    #region Event Handlers
179    private void MoveGeneratorParameter_ValueChanged(object sender, EventArgs e) {
180      ChooseMoveOperators();
181      ParameterizeLSMainLoop();
182    }
183
184    private void problem_Reset(object sender, EventArgs e) {
185      UpdateProblem();
186    }
187
188    private void problem_OperatorsChanged(object sender, EventArgs e) {
189      UpdateProblem();
190    }
191    #endregion
192
193    #region Parameterize and Update Methods
194    private void UpdateProblem() {
195      UpdateMoveOperators();
196      ChooseMoveOperators();
197
198      ParameterizeMoveGenerators();
199
200      ParameterizeLSMainLoop();
201      ParameterizeAnalyzers();
202    }
203
204    private void ParameterizeLSMainLoop() {
205      loop.AnalyzerParameter.ActualName = AnalyzerParameter.Name;
206      loop.BestLocalQualityParameter.ActualName = QualityParameter.Name;
207      loop.EvaluatedMovesParameter.ActualName = EvaluatedSolutionsParameter.Name;
208      loop.IterationsParameter.ActualName = "LocalIterations";
209      loop.MaximumIterationsParameter.ActualName = MaximumIterationsParameter.Name;
210      loop.MoveEvaluatorParameter.ActualName = MoveEvaluatorParameter.Name;
211      loop.MoveGeneratorParameter.ActualName = MoveGeneratorParameter.Name;
212      loop.MoveMakerParameter.ActualName = MoveMakerParameter.Name;
213      loop.QualityParameter.ActualName = QualityParameter.Name;
214      loop.RandomParameter.ActualName = RandomParameter.Name;
215      loop.ResultsParameter.ActualName = ResultsParameter.Name;
216
217      if (problem != null) {
218        loop.BestKnownQualityParameter.ActualName = problem.BestKnownQualityParameter.Name;
219        loop.MaximizationParameter.ActualName = problem.MaximizationParameter.Name;
220      }
221      if (MoveEvaluator != null) {
222        loop.MoveQualityParameter.ActualName = MoveEvaluator.MoveQualityParameter.ActualName;
223      }
224    }
225
226    private void ParameterizeAnalyzers() {
227      qualityAnalyzer.ResultsParameter.ActualName = ResultsParameter.Name;
228      if (problem != null) {
229        qualityAnalyzer.MaximizationParameter.ActualName = problem.MaximizationParameter.Name;
230        if (MoveEvaluator != null)
231          qualityAnalyzer.QualityParameter.ActualName = MoveEvaluator.MoveQualityParameter.ActualName;
232        qualityAnalyzer.BestKnownQualityParameter.ActualName = problem.BestKnownQualityParameter.Name;
233      }
234    }
235
236    private void UpdateMoveOperators() {
237      IMoveGenerator oldMoveGenerator = MoveGenerator;
238      IMoveMaker oldMoveMaker = MoveMaker;
239      ISingleObjectiveMoveEvaluator oldMoveEvaluator = MoveEvaluator;
240
241      ClearMoveParameters();
242
243      if (problem != null) {
244        foreach (IMultiMoveGenerator generator in problem.Operators.OfType<IMultiMoveGenerator>().OrderBy(x => x.Name))
245          MoveGeneratorParameter.ValidValues.Add(generator);
246        foreach (IExhaustiveMoveGenerator generator in problem.Operators.OfType<IExhaustiveMoveGenerator>().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
254        ChooseMoveOperators(oldMoveMaker, oldMoveEvaluator);
255      }
256    }
257
258    private void ChooseMoveOperators(IMoveMaker oldMoveMaker = null, ISingleObjectiveMoveEvaluator oldMoveEvaluator = null) {
259      if (oldMoveMaker == null) oldMoveMaker = MoveMaker;
260      if (oldMoveEvaluator == null) oldMoveEvaluator = MoveEvaluator;
261      MoveMakerParameter.ValidValues.Clear();
262      MoveEvaluatorParameter.ValidValues.Clear();
263
264      if (MoveGenerator != null && Problem != null) {
265        IMoveGenerator generator = MoveGeneratorParameter.Value;
266        foreach (IMoveMaker moveMaker in MoveHelper.GetCompatibleMoveMakers(generator, Problem.Operators).OrderBy(x => x.Name))
267          MoveMakerParameter.ValidValues.Add(moveMaker);
268        foreach (ISingleObjectiveMoveEvaluator moveEvaluator in MoveHelper.GetCompatibleSingleObjectiveMoveEvaluators(generator, Problem.Operators).OrderBy(x => x.Name))
269          MoveEvaluatorParameter.ValidValues.Add(moveEvaluator);
270
271        if (oldMoveMaker != null) {
272          IMoveMaker mm = MoveMakerParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldMoveMaker.GetType());
273          if (mm != null) MoveMaker = mm;
274        }
275        if (oldMoveEvaluator != null) {
276          ISingleObjectiveMoveEvaluator me = MoveEvaluatorParameter.ValidValues.FirstOrDefault(x => x.GetType() == oldMoveEvaluator.GetType());
277          if (me != null) MoveEvaluator = me;
278        }
279      }
280    }
281
282    private void ClearMoveParameters() {
283      MoveGeneratorParameter.ValidValues.Clear();
284      MoveMakerParameter.ValidValues.Clear();
285      MoveEvaluatorParameter.ValidValues.Clear();
286    }
287
288    private void ParameterizeMoveGenerators() {
289      if (problem != null) {
290        foreach (IMultiMoveGenerator generator in problem.Operators.OfType<IMultiMoveGenerator>())
291          generator.SampleSizeParameter.ActualName = SampleSizeParameter.Name;
292      }
293    }
294    #endregion
295
296    public override IOperation Apply() {
297      IScope currentScope = ExecutionContext.Scope;
298
299      Scope localScope = new Scope();
300      Scope individual = new Scope();
301
302      foreach (IVariable var in currentScope.Variables)
303        individual.Variables.Add(var); // add reference to variable otherwise the analyzer fails (it's looking down the tree)
304
305      localScope.SubScopes.Add(individual);
306      currentScope.SubScopes.Add(localScope);
307      int index = currentScope.SubScopes.Count - 1;
308
309      SubScopesProcessor processor = new SubScopesProcessor();
310      SubScopesRemover remover = new SubScopesRemover();
311
312      remover.RemoveAllSubScopes = false;
313      remover.SubScopeIndexParameter.Value = new IntValue(index);
314
315      if (index > 0) {
316        EmptyOperator eo = new EmptyOperator();
317        for (int i = 0; i < index - 1; i++) {
318          processor.Operators.Add(eo);
319        }
320      }
321
322      VariableCreator variableCreator = new VariableCreator();
323      variableCreator.CollectedValues.Add(new ValueParameter<IntValue>(loop.IterationsParameter.ActualName, new IntValue(0)));
324      variableCreator.CollectedValues.Add(new ValueParameter<DoubleValue>(loop.BestLocalQualityParameter.ActualName, new DoubleValue(0)));
325
326      variableCreator.Successor = loop;
327
328      processor.Operators.Add(variableCreator);
329      processor.Successor = remover;
330
331      OperationCollection next = new OperationCollection(base.Apply());
332      next.Insert(0, ExecutionContext.CreateChildOperation(processor));
333
334      return next;
335    }
336  }
337}
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