Free cookie consent management tool by TermsFeed Policy Generator

source: branches/ProgrammableProblem/HeuristicLab.Problems.Programmable/3.3/MultiObjectiveProgrammableProblem.cs @ 11405

Last change on this file since 11405 was 11400, checked in by abeham, 10 years ago

#2174: Added multi-objective programmable problem
File size: 49.9 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2014 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.Drawing;
25using System.Linq;
26using HeuristicLab.Common;
27using HeuristicLab.Core;
28using HeuristicLab.Data;
29using HeuristicLab.Encodings.BinaryVectorEncoding;
30using HeuristicLab.Encodings.IntegerVectorEncoding;
31using HeuristicLab.Encodings.PermutationEncoding;
32using HeuristicLab.Encodings.RealVectorEncoding;
33using HeuristicLab.Optimization;
34using HeuristicLab.Parameters;
35using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
36using HeuristicLab.PluginInfrastructure;
37
38namespace HeuristicLab.Problems.Programmable {
39  [Item("Programmable Problem (multi-objective)", "Represents a multi-objective problem that can be programmed.")]
40  [Creatable("Problems")]
41  [StorableClass]
42  public class MultiObjectiveProgrammableProblem : MultiObjectiveHeuristicOptimizationProblem<IMultiObjectiveProgrammableProblemEvaluator, ISolutionCreator>, IParameterizedNamedItem, IStorableContent {
43    public string Filename { get; set; }
44
45    public static new Image StaticItemImage {
46      get { return Common.Resources.VSImageLibrary.Script; }
47    }
48
49    public new ParameterCollection Parameters {
50      get { return base.Parameters; }
51    }
52    IKeyedItemCollection<string, IParameter> IParameterizedItem.Parameters {
53      get { return Parameters; }
54    }
55
56    public IValueParameter<IMultiObjectiveProblemDefinitionHost> ProblemDefinitionParameter {
57      get { return (IValueParameter<IMultiObjectiveProblemDefinitionHost>)Parameters["ProblemDefinition"]; }
58    }
59
60    protected IValueParameter<Configuration> ConfigurationParameter {
61      get { return (IValueParameter<Configuration>)Parameters["Configuration"]; }
62    }
63
64    public IMultiObjectiveProblemDefinitionHost ProblemDefinition {
65      get { return ProblemDefinitionParameter.Value; }
66      set { ProblemDefinitionParameter.Value = value; }
67    }
68
69    [Storable]
70    protected List<IParameter> DynamicConfigurationParameters;
71
72    [StorableConstructor]
73    protected MultiObjectiveProgrammableProblem(bool deserializing) : base(deserializing) { }
74    protected MultiObjectiveProgrammableProblem(MultiObjectiveProgrammableProblem original, Cloner cloner)
75      : base(original, cloner) {
76      DynamicConfigurationParameters = original.DynamicConfigurationParameters.Select(cloner.Clone).ToList();
77      RegisterEventHandlers();
78    }
79    public MultiObjectiveProgrammableProblem()
80      : base(new MultiObjectiveEvaluator(), new ParameterVectorCreater()) {
81      Parameters.Add(new ValueParameter<IMultiObjectiveProblemDefinitionHost>("ProblemDefinition", "Defines the problem.", new MultiObjectiveProblemDefinitionScript() { Name = Name }));
82      Parameters.Add(new ValueParameter<Configuration>("Configuration", "Describes which parameters exist, what they're called, what type they are and their bounds if any."));
83
84      DynamicConfigurationParameters = new List<IParameter>();
85
86      Operators.Add(new MultiObjectiveAnalyzer());
87      Operators.Add(Evaluator);
88      Operators.Add(SolutionCreator);
89
90      RegisterEventHandlers();
91    }
92
93    public override IDeepCloneable Clone(Cloner cloner) {
94      return new MultiObjectiveProgrammableProblem(this, cloner);
95    }
96
97    [StorableHook(HookType.AfterDeserialization)]
98    // ReSharper disable UnusedMember.Local
99    private void AfterDeserialization() {
100      RegisterEventHandlers();
101    }
102    // ReSharper restore UnusedMember.Local
103
104    private void RegisterEventHandlers() {
105      ProblemDefinitionParameter.ValueChanged += ProblemDefinitionParameterOnValueChanged;
106      RegisterHostInstanceChanges();
107    }
108
109    private void ProblemDefinitionParameterOnValueChanged(object sender, EventArgs eventArgs) {
110      RegisterHostInstanceChanges();
111      Parameterize();
112    }
113
114    private void RegisterHostInstanceChanges() {
115      ProblemDefinitionParameter.Value.InstanceChanged += ProblemDefinitionHostOnInstanceChanged;
116      ProblemDefinitionParameter.Value.NameChanged += ProblemDefinitionHostOnNameChanged;
117    }
118
119    private void ProblemDefinitionHostOnNameChanged(object sender, EventArgs eventArgs) {
120      if (sender != ProblemDefinitionParameter.Value) return;
121      Name = ProblemDefinitionParameter.Value.Name;
122    }
123
124    protected override void OnNameChanged() {
125      base.OnNameChanged();
126      ProblemDefinitionParameter.Value.Name = Name;
127    }
128
129    protected override void OnEvaluatorChanged() {
130      base.OnEvaluatorChanged();
131      Parameterize();
132    }
133
134    protected virtual void ProblemDefinitionHostOnInstanceChanged(object sender, EventArgs eventArgs) {
135      Parameterize();
136    }
137
138    protected virtual void Parameterize() {
139      var instance = ProblemDefinitionParameter.Value.Instance;
140      if (instance == null) return;
141
142      Configuration configuration;
143      try {
144        configuration = instance.GetConfiguration();
145      } catch { return; }
146      ConfigurationParameter.Value = configuration;
147      Maximization = new BoolArray(instance.Maximization);
148
149      Evaluator.ConfigurationParameter.ActualName = ConfigurationParameter.Name;
150      Evaluator.ProblemDefinitionParameter.ActualName = ProblemDefinitionParameter.Name;
151      foreach (var evalOp in Operators.OfType<IMultiObjectiveProgrammableProblemEvaluator>()) {
152        evalOp.ConfigurationParameter.ActualName = ConfigurationParameter.Name;
153        evalOp.ProblemDefinitionParameter.ActualName = ProblemDefinitionParameter.Name;
154      }
155      foreach (var analyzeOp in Operators.OfType<IMultiObjectiveProgrammableProblemAnalyzer>()) {
156        analyzeOp.ConfigurationParameter.ActualName = ConfigurationParameter.Name;
157        analyzeOp.ProblemDefinitionParameter.ActualName = ProblemDefinitionParameter.Name;
158        analyzeOp.QualitiesParameter.ActualName = Evaluator.QualitiesParameter.ActualName;
159      }
160
161      var solutionCreators = UpdateDynamicConfigurationParameters(configuration);
162
163      if (solutionCreators.Count == 1) {
164        Operators.RemoveAll(x => x is ParameterVectorCrossover
165                              || x is ParameterVectorManipulator);
166        UpdateSingleVectorEncodingOperators(solutionCreators, configuration);
167      } else {
168        UpdateMultiVectorEncodingOperators(solutionCreators, configuration);
169      }
170      UpdateMoveOperators();
171    }
172
173    protected virtual List<ISolutionCreator> UpdateDynamicConfigurationParameters(Configuration configuration) {
174      foreach (var param in DynamicConfigurationParameters)
175        if (Parameters.Contains(param)) Parameters.Remove(param);
176      DynamicConfigurationParameters.Clear();
177
178      var solutionCreators = new List<ISolutionCreator>();
179      foreach (var param in configuration.Parameters) {
180        #region Configure BinaryVector Creator
181        var binConfig = param.Value as BinaryParameterConfiguration;
182        if (binConfig != null) {
183          var p = new ValueParameter<IntValue>(param.Key + "Length", binConfig.Length);
184          DynamicConfigurationParameters.Add(p);
185
186          var creator = new RandomBinaryVectorCreator();
187          creator.BinaryVectorParameter.ActualName = param.Key;
188          creator.LengthParameter.ActualName = p.Name;
189          solutionCreators.Add(creator);
190        }
191        #endregion
192        #region Configure IntegerVector Creator
193        var intConfig = param.Value as IntegerParameterConfiguration;
194        if (intConfig != null) {
195          var l = new ValueParameter<IntValue>(param.Key + "Length", intConfig.Length);
196          var b = new ValueParameter<IntMatrix>(param.Key + "Bounds", intConfig.Bounds);
197          DynamicConfigurationParameters.Add(l);
198          DynamicConfigurationParameters.Add(b);
199
200          var creator = new UniformRandomIntegerVectorCreator();
201          creator.IntegerVectorParameter.ActualName = param.Key;
202          creator.LengthParameter.ActualName = l.Name;
203          creator.BoundsParameter.ActualName = b.Name;
204          solutionCreators.Add(creator);
205        }
206        #endregion
207        #region Configure RealVector Creator
208        var realConfig = param.Value as RealParameterConfiguration;
209        if (realConfig != null) {
210          var l = new ValueParameter<IntValue>(param.Key + "Length", realConfig.Length);
211          var b = new ValueParameter<DoubleMatrix>(param.Key + "Bounds", realConfig.Bounds);
212          DynamicConfigurationParameters.Add(l);
213          DynamicConfigurationParameters.Add(b);
214
215          var creator = new UniformRandomRealVectorCreator();
216          creator.RealVectorParameter.ActualName = param.Key;
217          creator.LengthParameter.ActualName = l.Name;
218          creator.BoundsParameter.ActualName = b.Name;
219          solutionCreators.Add(creator);
220        }
221        #endregion
222        #region Configure Permutation Creator
223        var permConfig = param.Value as PermutationParameterConfiguration;
224        if (permConfig != null) {
225          var l = new ValueParameter<IntValue>(param.Key + "Length", permConfig.Length);
226          DynamicConfigurationParameters.Add(l);
227
228          var creator = new RandomPermutationCreator();
229          creator.PermutationParameter.ActualName = param.Key;
230          creator.LengthParameter.ActualName = l.Name;
231          creator.PermutationTypeParameter.Value = permConfig.Type;
232          solutionCreators.Add(creator);
233        }
234        #endregion
235      }
236
237      foreach (var param in DynamicConfigurationParameters) {
238        param.Hidden = true;
239        Parameters.Add(param);
240      }
241      return solutionCreators;
242    }
243
244    protected virtual void UpdateSingleVectorEncodingOperators(List<ISolutionCreator> solutionCreators, Configuration configuration) {
245      var newCreator = solutionCreators.Single();
246      #region Configure Operators for BinaryVectorEncoding
247      var binCreator = newCreator as IBinaryVectorCreator;
248      if (binCreator != null) {
249        var paramName = binCreator.BinaryVectorParameter.ActualName;
250        // do not replace a binary vector creator that was manually set
251        if (!(SolutionCreator is IBinaryVectorCreator) || ((IBinaryVectorCreator)SolutionCreator).BinaryVectorParameter.ActualName != paramName) {
252          Operators.Remove(SolutionCreator);
253          SolutionCreator = newCreator;
254          Operators.Add(SolutionCreator);
255        }
256
257        #region Wire BinaryVector Crossovers
258        Operators.RemoveAll(x => x is IBinaryVectorCrossover && ((IBinaryVectorCrossover)x).ChildParameter.ActualName != paramName);
259        var crossovers = ApplicationManager.Manager.GetInstances<IBinaryVectorCrossover>().ToList();
260        foreach (var xo in crossovers) {
261          xo.ChildParameter.ActualName = binCreator.BinaryVectorParameter.ActualName;
262          xo.ChildParameter.Hidden = true;
263          xo.ParentsParameter.ActualName = binCreator.BinaryVectorParameter.ActualName;
264          xo.ParentsParameter.Hidden = true;
265        }
266        Operators.AddRange(crossovers.Where(x => Operators.All(y => x.GetType() != y.GetType())));
267        #endregion
268        #region Wire BinaryVector Manipulators
269        Operators.RemoveAll(x => x is IBinaryVectorManipulator && ((IBinaryVectorManipulator)x).BinaryVectorParameter.ActualName != paramName);
270        var manipulators = ApplicationManager.Manager.GetInstances<IBinaryVectorManipulator>().ToList();
271        foreach (var m in manipulators) {
272          m.BinaryVectorParameter.ActualName = binCreator.BinaryVectorParameter.ActualName;
273          m.BinaryVectorParameter.Hidden = true;
274        }
275        Operators.AddRange(manipulators.Where(x => Operators.All(y => x.GetType() != y.GetType())));
276        #endregion
277        #region Wire BinaryVector ShakingOperators
278        Operators.RemoveAll(x => x is IBinaryVectorMultiNeighborhoodShakingOperator && ((IBinaryVectorManipulator)x).BinaryVectorParameter.ActualName != paramName);
279        var shakingOperators = ApplicationManager.Manager.GetInstances<IBinaryVectorMultiNeighborhoodShakingOperator>().ToList();
280        foreach (var so in shakingOperators) {
281          so.BinaryVectorParameter.ActualName = paramName;
282          so.BinaryVectorParameter.Hidden = true;
283        }
284        Operators.AddRange(shakingOperators.Where(x => Operators.All(y => x.GetType() != y.GetType())));
285        #endregion
286      } else {
287        Operators.RemoveAll(x => x is IBinaryVectorCrossover
288          || x is IBinaryVectorManipulator
289          || x is IBinaryVectorMultiNeighborhoodShakingOperator);
290      }
291      #endregion
292      #region Configure Operators for IntegerVectorEncoding
293      var intCreator = newCreator as IIntegerVectorCreator;
294      if (intCreator != null) {
295        var paramName = intCreator.IntegerVectorParameter.ActualName;
296        // do not replace an integer vector creator that was manually set
297        if (!(SolutionCreator is IIntegerVectorCreator)
298          || ((IIntegerVectorCreator)SolutionCreator).IntegerVectorParameter.ActualName != intCreator.IntegerVectorParameter.ActualName) {
299          Operators.Remove(SolutionCreator);
300          SolutionCreator = newCreator;
301          Operators.Add(SolutionCreator);
302        }
303
304        #region Wire IntegerVector Crossovers
305        Operators.RemoveAll(x => x is IIntegerVectorCrossover && ((IIntegerVectorCrossover)x).ChildParameter.ActualName != paramName);
306        var crossovers = ApplicationManager.Manager.GetInstances<IIntegerVectorCrossover>().ToList();
307        foreach (var xo in crossovers) {
308          xo.ChildParameter.ActualName = intCreator.IntegerVectorParameter.ActualName;
309          xo.ChildParameter.Hidden = true;
310          xo.ParentsParameter.ActualName = intCreator.IntegerVectorParameter.ActualName;
311          xo.ParentsParameter.Hidden = true;
312          var bx = xo as IBoundedIntegerVectorOperator;
313          if (bx != null) {
314            bx.BoundsParameter.ActualName = intCreator.BoundsParameter.ActualName;
315            bx.BoundsParameter.Hidden = true;
316          }
317        }
318        Operators.AddRange(crossovers.Where(x => Operators.All(y => x.GetType() != y.GetType())));
319        #endregion
320        #region Wire IntegerVector Manipulators
321        Operators.RemoveAll(x => x is IIntegerVectorManipulator && ((IIntegerVectorManipulator)x).IntegerVectorParameter.ActualName != paramName);
322        var manipulators = ApplicationManager.Manager.GetInstances<IIntegerVectorManipulator>().ToList();
323        foreach (var m in manipulators) {
324          m.IntegerVectorParameter.ActualName = intCreator.IntegerVectorParameter.ActualName;
325          m.IntegerVectorParameter.Hidden = true;
326          var sm = m as ISelfAdaptiveManipulator;
327          if (sm != null) {
328            var p = sm.StrategyParameterParameter as ILookupParameter;
329            if (p != null) {
330              p.ActualName = paramName + "Strategy";
331              p.Hidden = true;
332            }
333          }
334          var bm = m as IBoundedIntegerVectorOperator;
335          if (bm != null) {
336            bm.BoundsParameter.ActualName = intCreator.BoundsParameter.ActualName;
337            bm.BoundsParameter.Hidden = true;
338          }
339        }
340        Operators.AddRange(manipulators.Where(x => Operators.All(y => x.GetType() != y.GetType())));
341        #region Wire IntegerVector StrategyParameters for SelfAdaptiveManipulators
342        Operators.RemoveAll(x => x is IStrategyParameterCreator && !(x is IIntegerVectorStdDevStrategyParameterCreator) || x is IIntegerVectorStdDevStrategyParameterCreator && ((IIntegerVectorStdDevStrategyParameterCreator)x).StrategyParameterParameter.ActualName != paramName + "Strategy");
343        Operators.RemoveAll(x => x is IStrategyParameterManipulator && !(x is IIntegerVectorStdDevStrategyParameterManipulator) || x is IIntegerVectorStdDevStrategyParameterManipulator && ((IIntegerVectorStdDevStrategyParameterManipulator)x).StrategyParameterParameter.ActualName != paramName + "Strategy");
344        Operators.RemoveAll(x => x is IStrategyParameterCrossover && !(x is IIntegerVectorStdDevStrategyParameterCrossover) || x is IIntegerVectorStdDevStrategyParameterCrossover && ((IIntegerVectorStdDevStrategyParameterCrossover)x).StrategyParameterParameter.ActualName != paramName + "Strategy");
345        var strategyOperators = ApplicationManager.Manager.GetInstances<IIntegerVectorStdDevStrategyParameterOperator>().ToList();
346        if (!(configuration.Parameters.First().Value is IntegerParameterConfiguration)) throw new InvalidOperationException("Single-encoded problem with integervector creator that is not an integer-coded problem.");
347        var problemSize = ((IntegerParameterConfiguration)configuration.Parameters.First().Value).Length.Value;
348        var b = ((IntegerParameterConfiguration)configuration.Parameters.First().Value).Bounds;
349        var bounds = new DoubleMatrix(b.Rows, b.Columns);
350        for (var i = 0; i < bounds.Rows; i++) {
351          bounds[i, 1] = (int)Math.Ceiling(0.33 * (b[i, 1] - b[i, 0]));
352          bounds[i, 0] = 0;
353          if (bounds.Columns > 2) bounds[i, 2] = b[i, 2];
354        }
355        foreach (var s in strategyOperators) {
356          var c = s as IIntegerVectorStdDevStrategyParameterCreator;
357          if (c != null) {
358            c.BoundsParameter.Value = (DoubleMatrix)bounds.Clone();
359            c.LengthParameter.ActualName = intCreator.LengthParameter.ActualName;
360            c.StrategyParameterParameter.ActualName = paramName + "Strategy";
361          }
362          var m = s as IIntegerVectorStdDevStrategyParameterManipulator;
363          if (m != null) {
364            m.BoundsParameter.Value = (DoubleMatrix)bounds.Clone();
365            m.StrategyParameterParameter.ActualName = paramName + "Strategy";
366          }
367          var mm = s as Encodings.IntegerVectorEncoding.StdDevStrategyVectorManipulator;
368          if (mm != null) {
369            mm.GeneralLearningRateParameter.Value = new DoubleValue(1.0 / Math.Sqrt(2 * problemSize));
370            mm.LearningRateParameter.Value = new DoubleValue(1.0 / Math.Sqrt(2 * Math.Sqrt(problemSize)));
371          }
372          var x = s as IIntegerVectorStdDevStrategyParameterCrossover;
373          if (x != null) {
374            x.ParentsParameter.ActualName = paramName + "Strategy";
375            x.StrategyParameterParameter.ActualName = paramName + "Strategy";
376          }
377        }
378        Operators.AddRange(strategyOperators.Where(x => Operators.All(y => x.GetType() != y.GetType())));
379        #endregion
380        #endregion
381        #region Wire IntegerVector ShakingOperators
382        Operators.RemoveAll(x => x is IIntegerVectorMultiNeighborhoodShakingOperator && ((IIntegerVectorMultiNeighborhoodShakingOperator)x).IntegerVectorParameter.ActualName != paramName);
383        var shakingOperators = ApplicationManager.Manager.GetInstances<IIntegerVectorMultiNeighborhoodShakingOperator>().ToList();
384        foreach (var so in shakingOperators) {
385          so.IntegerVectorParameter.ActualName = paramName;
386          so.IntegerVectorParameter.Hidden = true;
387        }
388        Operators.AddRange(shakingOperators.Where(x => Operators.All(y => x.GetType() != y.GetType())));
389        #endregion
390      } else {
391        Operators.RemoveAll(x => x is IIntegerVectorCrossover
392          || x is IIntegerVectorManipulator
393          || x is IIntegerVectorStdDevStrategyParameterOperator
394          || x is IIntegerVectorMultiNeighborhoodShakingOperator);
395      }
396      #endregion
397      #region Configure Operators for RealVectorEncoding
398      var realCreator = newCreator as IRealVectorCreator;
399      if (realCreator != null) {
400        var paramName = realCreator.RealVectorParameter.ActualName;
401        // do not replace a real vector creator that was manually set
402        if (!(SolutionCreator is IRealVectorCreator)
403            || ((IRealVectorCreator)SolutionCreator).RealVectorParameter.ActualName != realCreator.RealVectorParameter.ActualName) {
404          Operators.Remove(SolutionCreator);
405          SolutionCreator = newCreator;
406          Operators.Add(SolutionCreator);
407        }
408
409        #region Wire RealVector Crossovers
410        Operators.RemoveAll(x => x is IRealVectorCrossover && ((IRealVectorCrossover)x).ChildParameter.ActualName != paramName);
411        var crossovers = ApplicationManager.Manager.GetInstances<IRealVectorCrossover>().ToList();
412        foreach (var xo in crossovers) {
413          xo.ChildParameter.ActualName = paramName;
414          xo.ChildParameter.Hidden = true;
415          xo.ParentsParameter.ActualName = paramName;
416          xo.ParentsParameter.Hidden = true;
417          xo.BoundsParameter.ActualName = realCreator.BoundsParameter.ActualName;
418          xo.BoundsParameter.Hidden = true;
419        }
420        Operators.AddRange(crossovers.Where(x => Operators.All(y => x.GetType() != y.GetType())));
421        #endregion
422        #region Wire RealVector Manipulators
423        Operators.RemoveAll(x => x is IRealVectorManipulator && ((IRealVectorManipulator)x).RealVectorParameter.ActualName != paramName);
424        var manipulators = ApplicationManager.Manager.GetInstances<IRealVectorManipulator>().ToList();
425        foreach (var m in manipulators) {
426          m.RealVectorParameter.ActualName = paramName;
427          m.RealVectorParameter.Hidden = true;
428          m.BoundsParameter.ActualName = realCreator.BoundsParameter.ActualName;
429          m.BoundsParameter.Hidden = true;
430          var sm = m as ISelfAdaptiveManipulator;
431          if (sm != null) {
432            var p = sm.StrategyParameterParameter as ILookupParameter;
433            if (p != null) {
434              p.ActualName = paramName + "Strategy";
435              p.Hidden = true;
436            }
437          }
438        }
439        Operators.AddRange(manipulators.Where(x => Operators.All(y => x.GetType() != y.GetType())));
440        #region Wire RealVector Strategy Parameters for SelfAdaptiveManipulators
441
442        Operators.RemoveAll(x => x is IStrategyParameterCreator && !(x is IRealVectorStdDevStrategyParameterCreator) || x is IRealVectorStdDevStrategyParameterCreator && ((IRealVectorStdDevStrategyParameterCreator)x).StrategyParameterParameter.ActualName != paramName + "Strategy");
443        Operators.RemoveAll(x => x is IStrategyParameterManipulator && !(x is IRealVectorStdDevStrategyParameterManipulator) || x is IRealVectorStdDevStrategyParameterManipulator && ((IRealVectorStdDevStrategyParameterManipulator)x).StrategyParameterParameter.ActualName != paramName + "Strategy");
444        Operators.RemoveAll(x => x is IStrategyParameterCrossover && !(x is IRealVectorStdDevStrategyParameterCrossover) || x is IRealVectorStdDevStrategyParameterCrossover && ((IRealVectorStdDevStrategyParameterCrossover)x).StrategyParameterParameter.ActualName != paramName + "Strategy");
445        var strategyOperators = ApplicationManager.Manager.GetInstances<IRealVectorStdDevStrategyParameterOperator>().ToList();
446        if (!(configuration.Parameters.First().Value is RealParameterConfiguration)) throw new InvalidOperationException("Single-encoded problem with realvector creator that is not a real-coded problem.");
447        var problemSize = ((RealParameterConfiguration)configuration.Parameters.First().Value).Length.Value;
448        var bounds = (DoubleMatrix)((RealParameterConfiguration)configuration.Parameters.First().Value).Bounds.Clone();
449        for (var i = 0; i < bounds.Rows; i++) {
450          bounds[i, 1] = 0.1 * (bounds[i, 1] - bounds[i, 0]);
451          bounds[i, 0] = 0;
452        }
453        foreach (var s in strategyOperators) {
454          var c = s as IRealVectorStdDevStrategyParameterCreator;
455          if (c != null) {
456            c.BoundsParameter.Value = (DoubleMatrix)bounds.Clone();
457            c.LengthParameter.ActualName = realCreator.LengthParameter.ActualName;
458            c.StrategyParameterParameter.ActualName = paramName + "Strategy";
459          }
460          var m = s as IRealVectorStdDevStrategyParameterManipulator;
461          if (m != null) {
462            m.BoundsParameter.Value = (DoubleMatrix)bounds.Clone();
463            m.StrategyParameterParameter.ActualName = paramName + "Strategy";
464          }
465          var mm = s as Encodings.RealVectorEncoding.StdDevStrategyVectorManipulator;
466          if (mm != null) {
467            mm.GeneralLearningRateParameter.Value = new DoubleValue(1.0 / Math.Sqrt(2 * problemSize));
468            mm.LearningRateParameter.Value = new DoubleValue(1.0 / Math.Sqrt(2 * Math.Sqrt(problemSize)));
469          }
470          var x = s as IRealVectorStdDevStrategyParameterCrossover;
471          if (x != null) {
472            x.ParentsParameter.ActualName = paramName + "Strategy";
473            x.StrategyParameterParameter.ActualName = paramName + "Strategy";
474          }
475        }
476        Operators.AddRange(strategyOperators.Where(x => Operators.All(y => x.GetType() != y.GetType())));
477        #endregion
478        #endregion
479        #region Wire RealVector ParticleCreators
480        Operators.RemoveAll(x => x is IRealVectorParticleCreator && ((IRealVectorParticleCreator)x).RealVectorParameter.ActualName != paramName);
481        var particleCreators = ApplicationManager.Manager.GetInstances<IRealVectorParticleCreator>().ToList();
482        foreach (var pc in particleCreators) {
483          pc.RealVectorParameter.ActualName = paramName;
484          pc.RealVectorParameter.Hidden = true;
485          pc.BoundsParameter.ActualName = realCreator.BoundsParameter.ActualName;
486          pc.BoundsParameter.Hidden = true;
487          pc.ProblemSizeParameter.ActualName = realCreator.LengthParameter.ActualName;
488          pc.ProblemSizeParameter.Hidden = true;
489        }
490        Operators.AddRange(particleCreators.Where(x => Operators.All(y => x.GetType() != y.GetType())));
491        #endregion
492        #region Wire RealVector ParticleUpdaters
493        Operators.RemoveAll(x => x is IRealVectorParticleUpdater && ((IRealVectorParticleUpdater)x).RealVectorParameter.ActualName != paramName);
494        var particleUpdaters = ApplicationManager.Manager.GetInstances<IRealVectorParticleUpdater>().ToList();
495        foreach (var pu in particleUpdaters) {
496          pu.RealVectorParameter.ActualName = paramName;
497          pu.RealVectorParameter.Hidden = true;
498          pu.BoundsParameter.ActualName = realCreator.BoundsParameter.ActualName;
499          pu.BoundsParameter.Hidden = true;
500        }
501        Operators.AddRange(particleUpdaters.Where(x => Operators.All(y => x.GetType() != y.GetType())));
502        #endregion
503        #region Wire RealVector SwarmUpdaters
504        Operators.RemoveAll(x => x is IRealVectorSwarmUpdater && ((IRealVectorSwarmUpdater)x).RealVectorParameter.ActualName != paramName);
505        var swarmUpdaters = ApplicationManager.Manager.GetInstances<IRealVectorSwarmUpdater>().ToList();
506        foreach (var su in swarmUpdaters) {
507          su.RealVectorParameter.ActualName = paramName;
508          su.RealVectorParameter.Hidden = true;
509          su.MaximizationParameter.ActualName = MaximizationParameter.Name;
510          su.MaximizationParameter.Hidden = true;
511        }
512        Operators.AddRange(swarmUpdaters.Where(x => Operators.All(y => x.GetType() != y.GetType())));
513        #endregion
514        #region Wire RealVector ShakingOperators
515        Operators.RemoveAll(x => x is IRealVectorMultiNeighborhoodShakingOperator && ((IRealVectorMultiNeighborhoodShakingOperator)x).RealVectorParameter.ActualName != paramName);
516        var shakingOperators = ApplicationManager.Manager.GetInstances<IRealVectorMultiNeighborhoodShakingOperator>().ToList();
517        foreach (var so in shakingOperators) {
518          so.RealVectorParameter.ActualName = paramName;
519          so.RealVectorParameter.Hidden = true;
520        }
521        Operators.AddRange(shakingOperators.Where(x => Operators.All(y => x.GetType() != y.GetType())));
522        #endregion
523      } else {
524        Operators.RemoveAll(x => x is IRealVectorCrossover
525          || x is IRealVectorManipulator
526          || x is IRealVectorStdDevStrategyParameterOperator
527          || x is IRealVectorParticleCreator
528          || x is IRealVectorParticleUpdater
529          || x is IRealVectorSwarmUpdater
530          || x is IRealVectorMultiNeighborhoodShakingOperator);
531      }
532      #endregion
533      #region Configure Operators for PermutationEncoding
534      var permCreator = newCreator as IPermutationCreator;
535      if (permCreator != null) {
536        var paramName = permCreator.PermutationParameter.ActualName;
537        // do not replace a permutation creator that was manually set
538        if (!(SolutionCreator is IPermutationCreator)
539            || ((IPermutationCreator)SolutionCreator).PermutationParameter.ActualName != permCreator.PermutationParameter.ActualName) {
540          Operators.Remove(SolutionCreator);
541          SolutionCreator = newCreator;
542          Operators.Add(SolutionCreator);
543        }
544
545        #region Wire Permutation Crossovers
546        Operators.RemoveAll(x => x is IPermutationCrossover && ((IPermutationCrossover)x).ChildParameter.ActualName != paramName);
547        var crossovers = ApplicationManager.Manager.GetInstances<IPermutationCrossover>().ToList();
548        foreach (var xo in crossovers) {
549          xo.ChildParameter.ActualName = permCreator.PermutationParameter.ActualName;
550          xo.ChildParameter.Hidden = true;
551          xo.ParentsParameter.ActualName = permCreator.PermutationParameter.ActualName;
552          xo.ParentsParameter.Hidden = true;
553        }
554        Operators.AddRange(crossovers.Where(x => Operators.All(y => x.GetType() != y.GetType())));
555        #endregion
556        #region Wire Permutation Manipulators
557        Operators.RemoveAll(x => x is IPermutationManipulator && ((IPermutationManipulator)x).PermutationParameter.ActualName != paramName);
558        var manipulators = ApplicationManager.Manager.GetInstances<IPermutationManipulator>().ToList();
559        foreach (var m in manipulators) {
560          m.PermutationParameter.ActualName = permCreator.PermutationParameter.ActualName;
561          m.PermutationParameter.Hidden = true;
562        }
563        Operators.AddRange(manipulators.Where(x => Operators.All(y => x.GetType() != y.GetType())));
564        #endregion
565        #region Wire ShakingOperators
566        Operators.RemoveAll(x => x is IPermutationMultiNeighborhoodShakingOperator && ((IPermutationMultiNeighborhoodShakingOperator)x).PermutationParameter.ActualName != paramName);
567        var shakingOperators = ApplicationManager.Manager.GetInstances<IPermutationMultiNeighborhoodShakingOperator>().ToList();
568        foreach (var op in shakingOperators) {
569          op.PermutationParameter.ActualName = paramName;
570          op.PermutationParameter.Hidden = true;
571        }
572        Operators.AddRange(shakingOperators.Where(x => Operators.All(y => x.GetType() != y.GetType())));
573        #endregion
574      } else {
575        Operators.RemoveAll(x => x is IPermutationCrossover
576          || x is IPermutationManipulator
577          || x is IPermutationMultiNeighborhoodShakingOperator);
578      }
579      #endregion
580    }
581
582    protected virtual void UpdateMultiVectorEncodingOperators(List<ISolutionCreator> solutionCreators, Configuration configuration) {
583      var oldCreator = SolutionCreator as ParameterVectorCreater;
584      var newCreator = new ParameterVectorCreater();
585
586      #region Configure BinaryVector Creator
587      var newBinParams = new HashSet<string>(solutionCreators.OfType<IBinaryVectorCreator>().Select(x => x.BinaryVectorParameter.ActualName));
588      if (oldCreator != null) {
589        // we want to reuse the old creator
590        var oldParams = new HashSet<string>(oldCreator.Operators.OfType<IBinaryVectorCreator>()
591          .Select(x => x.BinaryVectorParameter.ActualName));
592        foreach (var toAdd in newBinParams.Except(oldParams)) {
593          var paramName = toAdd;
594          oldCreator.Operators.Add(
595            solutionCreators.OfType<IBinaryVectorCreator>().Single(x => x.BinaryVectorParameter.ActualName == paramName));
596        }
597        foreach (var toRemove in oldParams.Except(newBinParams)) {
598          var paramName = toRemove;
599          var op =
600            oldCreator.Operators.OfType<IBinaryVectorCreator>()
601              .SingleOrDefault(x => x.BinaryVectorParameter.ActualName == paramName);
602          if (op != null) oldCreator.Operators.Remove(op);
603        }
604      } else {
605        // we will use the new creator
606        foreach (var binCreator in solutionCreators.OfType<IBinaryVectorCreator>()) {
607          newCreator.Operators.Add(binCreator);
608        }
609      }
610      #endregion
611      #region Configure IntegerVector Creator
612      var newIntParams = new HashSet<string>(solutionCreators.OfType<IIntegerVectorCreator>().Select(x => x.IntegerVectorParameter.ActualName));
613      if (oldCreator != null) {
614        // we want to reuse the old creator
615        var oldParams = new HashSet<string>(oldCreator
616          .Operators.OfType<IIntegerVectorCreator>()
617          .Select(x => x.IntegerVectorParameter.ActualName));
618        foreach (var toAdd in newIntParams.Except(oldParams)) {
619          var paramName = toAdd;
620          oldCreator.Operators.Add(
621            solutionCreators.OfType<IIntegerVectorCreator>().Single(x => x.IntegerVectorParameter.ActualName == paramName));
622        }
623        foreach (var toRemove in oldParams.Except(newIntParams)) {
624          var paramName = toRemove;
625          var op =
626            oldCreator.Operators.OfType<IIntegerVectorCreator>()
627              .SingleOrDefault(x => x.IntegerVectorParameter.ActualName == paramName);
628          if (op != null) oldCreator.Operators.Remove(op);
629        }
630      } else {
631        // we will use the new creator
632        foreach (var intCreator in solutionCreators.OfType<IIntegerVectorCreator>()) {
633          newCreator.Operators.Add(intCreator);
634        }
635      }
636      #endregion
637      #region Configure RealVector Creator
638      var newRealParams = new HashSet<string>(solutionCreators.OfType<IRealVectorCreator>().Select(x => x.RealVectorParameter.ActualName));
639      if (oldCreator != null) {
640        // we want to reuse the old creator
641        var oldParams = new HashSet<string>(oldCreator
642          .Operators.OfType<IRealVectorCreator>()
643          .Select(x => x.RealVectorParameter.ActualName));
644        foreach (var toAdd in newRealParams.Except(oldParams)) {
645          var paramName = toAdd;
646          oldCreator.Operators.Add(
647            solutionCreators.OfType<IRealVectorCreator>().Single(x => x.RealVectorParameter.ActualName == paramName));
648        }
649        foreach (var toRemove in oldParams.Except(newRealParams)) {
650          var paramName = toRemove;
651          var op =
652            oldCreator.Operators.OfType<IRealVectorCreator>()
653              .SingleOrDefault(x => x.RealVectorParameter.ActualName == paramName);
654          if (op != null) oldCreator.Operators.Remove(op);
655        }
656      } else {
657        // we will use the new creator
658        foreach (var realCreator in solutionCreators.OfType<IRealVectorCreator>()) {
659          newCreator.Operators.Add(realCreator);
660        }
661      }
662      #endregion
663      #region Configure Permutation Creator
664      var newPermParams = new HashSet<string>(solutionCreators.OfType<IPermutationCreator>().Select(x => x.PermutationParameter.ActualName));
665      if (oldCreator != null) {
666        // we want to reuse the old creator
667        var oldParams = new HashSet<string>(oldCreator
668          .Operators.OfType<IPermutationCreator>()
669          .Select(x => x.PermutationParameter.ActualName));
670        foreach (var toAdd in newPermParams.Except(oldParams)) {
671          var paramName = toAdd;
672          oldCreator.Operators.Add(
673            solutionCreators.OfType<IPermutationCreator>().Single(x => x.PermutationParameter.ActualName == paramName));
674        }
675        foreach (var toRemove in oldParams.Except(newPermParams)) {
676          var paramName = toRemove;
677          var op =
678            oldCreator.Operators.OfType<IPermutationCreator>()
679              .SingleOrDefault(x => x.PermutationParameter.ActualName == paramName);
680          if (op != null) oldCreator.Operators.Remove(op);
681        }
682        // we also have to sync the permutation type (in case this changes, as it is a value parameter)
683        foreach (var intersect in newPermParams.Intersect(oldParams)) {
684          var paramName = intersect;
685          var oldPermCreator = oldCreator.Operators.OfType<IPermutationCreator>()
686            .Single(x => x.PermutationParameter.ActualName == paramName);
687          var newPermCreator = solutionCreators.OfType<IPermutationCreator>()
688            .Single(x => x.PermutationParameter.ActualName == paramName);
689          oldPermCreator.PermutationTypeParameter.Value = newPermCreator.PermutationTypeParameter.Value;
690        }
691      } else {
692        // we will use the new creator
693        foreach (var permCreator in solutionCreators.OfType<IPermutationCreator>()) {
694          newCreator.Operators.Add(permCreator);
695        }
696      }
697      #endregion
698
699      if (oldCreator == null) SolutionCreator = newCreator;
700
701      // crossover and manipulator for multi-vector encoding
702      // the condition checks if a multi-vector encoding is to be updated (there already exists ParameterVectorCrossover and ParameterVectorManipulator)
703      if (Operators.OfType<ParameterVectorCrossover>().Any() && Operators.OfType<ParameterVectorManipulator>().Any()) {
704        #region Update existing multi-vector encoding
705        #region Update ParameterVector Crossover ...
706        foreach (var oldXo in Operators.OfType<ParameterVectorCrossover>()) {
707          #region ... for binary parameters
708          var oldBinParams = new HashSet<string>(oldXo.Operators.OfType<IBinaryVectorCrossover>()
709            .Select(x => x.ChildParameter.ActualName));
710          foreach (var toAdd in newBinParams.Except(oldBinParams))
711            oldXo.Operators.Add(GetDefaultBinaryCrossover(toAdd, configuration));
712          foreach (var toRemove in oldBinParams.Except(newBinParams)) {
713            var op =
714              oldXo.Operators.OfType<IBinaryVectorCrossover>().SingleOrDefault(x => x.ChildParameter.ActualName == toRemove);
715            if (op != null) oldXo.Operators.Remove(op);
716          }
717          #endregion
718          #region ... for integer parameters
719          var oldIntParams = new HashSet<string>(oldXo.Operators.OfType<IIntegerVectorCrossover>()
720            .Select(x => x.ChildParameter.ActualName));
721          foreach (var toAdd in newIntParams.Except(oldIntParams))
722            oldXo.Operators.Add(GetDefaultIntegerCrossover(toAdd, configuration));
723          foreach (var toRemove in oldIntParams.Except(newIntParams)) {
724            var op =
725              oldXo.Operators.OfType<IIntegerVectorCrossover>()
726                .SingleOrDefault(x => x.ChildParameter.ActualName == toRemove);
727            if (op != null) oldXo.Operators.Remove(op);
728          }
729          #endregion
730          #region ... for real parameters
731          var oldRealParams = new HashSet<string>(oldXo.Operators.OfType<IRealVectorCrossover>()
732            .Select(x => x.ChildParameter.ActualName));
733          foreach (var toAdd in newRealParams.Except(oldRealParams))
734            oldXo.Operators.Add(GetDefaultRealCrossover(toAdd, configuration));
735          foreach (var toRemove in oldRealParams.Except(newRealParams)) {
736            var op =
737              oldXo.Operators.OfType<IRealVectorCrossover>().SingleOrDefault(x => x.ChildParameter.ActualName == toRemove);
738            if (op != null) oldXo.Operators.Remove(op);
739          }
740          #endregion
741          #region ... for permutation parameters
742          var oldPermParams = new HashSet<string>(oldXo.Operators.OfType<IPermutationCrossover>()
743            .Select(x => x.ChildParameter.ActualName));
744          foreach (var toAdd in newPermParams.Except(oldPermParams))
745            oldXo.Operators.Add(GetDefaultPermutationCrossover(toAdd, configuration));
746          foreach (var toRemove in oldPermParams.Except(newPermParams)) {
747            var op =
748              oldXo.Operators.OfType<IPermutationCrossover>().SingleOrDefault(x => x.ChildParameter.ActualName == toRemove);
749            if (op != null) oldXo.Operators.Remove(op);
750          }
751          #endregion
752        }
753        #endregion
754        #region Update ParameterVector Manipulator ...
755        foreach (var oldM in Operators.OfType<ParameterVectorManipulator>()) {
756          #region ... for binary parameters
757          var oldBinParams = new HashSet<string>(oldM.Operators.OfType<IBinaryVectorManipulator>()
758            .Select(x => x.BinaryVectorParameter.ActualName));
759          foreach (var toAdd in newBinParams.Except(oldBinParams))
760            oldM.Operators.Add(GetDefaultBinaryManipulator(toAdd, configuration));
761          foreach (var toRemove in oldBinParams.Except(newBinParams)) {
762            var op =
763              oldM.Operators.OfType<IBinaryVectorManipulator>()
764                .SingleOrDefault(x => x.BinaryVectorParameter.ActualName == toRemove);
765            if (op != null) oldM.Operators.Remove(op);
766          }
767          #endregion
768          #region ... for integer parameters
769          var oldIntParams = new HashSet<string>(oldM.Operators.OfType<IIntegerVectorManipulator>()
770            .Select(x => x.IntegerVectorParameter.ActualName));
771          foreach (var toAdd in newIntParams.Except(oldIntParams))
772            oldM.Operators.Add(GetDefaultIntegerManipulator(toAdd, configuration));
773          foreach (var toRemove in oldIntParams.Except(newIntParams)) {
774            var op =
775              oldM.Operators.OfType<IIntegerVectorManipulator>()
776                .SingleOrDefault(x => x.IntegerVectorParameter.ActualName == toRemove);
777            if (op != null) oldM.Operators.Remove(op);
778          }
779          #endregion
780          #region ... for real parameters
781          var oldRealParams = new HashSet<string>(oldM.Operators.OfType<IRealVectorManipulator>()
782            .Select(x => x.RealVectorParameter.ActualName));
783          foreach (var toAdd in newRealParams.Except(oldRealParams))
784            oldM.Operators.Add(GetDefaultRealManipulator(toAdd, configuration));
785          foreach (var toRemove in oldRealParams.Except(newRealParams)) {
786            var op =
787              oldM.Operators.OfType<IRealVectorManipulator>()
788                .SingleOrDefault(x => x.RealVectorParameter.ActualName == toRemove);
789            if (op != null) oldM.Operators.Remove(op);
790          }
791          #endregion
792          #region ... for permutation parameters
793          var oldPermParams = new HashSet<string>(oldM.Operators.OfType<IPermutationManipulator>()
794            .Select(x => x.PermutationParameter.ActualName));
795          foreach (var toAdd in newPermParams.Except(oldPermParams))
796            oldM.Operators.Add(GetDefaultPermutationManipulator(toAdd, configuration));
797          foreach (var toRemove in oldPermParams.Except(newPermParams)) {
798            var op =
799              oldM.Operators.OfType<IPermutationManipulator>()
800                .SingleOrDefault(x => x.PermutationParameter.ActualName == toRemove);
801            if (op != null) oldM.Operators.Remove(op);
802          }
803          #endregion
804        }
805        #endregion
806        #endregion
807      } else {
808        #region Handle transition from single-vector to multi-vector encoding
809        Operators.RemoveAll(x => x is ICrossover);
810        Operators.RemoveAll(x => x is IManipulator);
811        Operators.RemoveAll(x => x is IStrategyParameterCreator || x is IStrategyParameterManipulator || x is IStrategyParameterCrossover);
812        Operators.RemoveAll(x => x is IParticleCreator);
813        Operators.RemoveAll(x => x is IParticleUpdater);
814        Operators.RemoveAll(x => x is ISwarmUpdater);
815        Operators.RemoveAll(x => x is IMultiNeighborhoodShakingOperator);
816
817        var crossover = new ParameterVectorCrossover();
818        var manipulator = new ParameterVectorManipulator();
819        foreach (var param in configuration.Parameters) {
820          if (param.Value is BinaryParameterConfiguration) {
821            crossover.Operators.Add(GetDefaultBinaryCrossover(param.Key, configuration));
822            manipulator.Operators.Add(GetDefaultBinaryManipulator(param.Key, configuration));
823            continue;
824          }
825          var intConfig = param.Value as IntegerParameterConfiguration;
826          if (intConfig != null) {
827            crossover.Operators.Add(GetDefaultIntegerCrossover(param.Key, configuration));
828            manipulator.Operators.Add(GetDefaultIntegerManipulator(param.Key, configuration));
829            continue;
830          }
831          var realConfig = param.Value as RealParameterConfiguration;
832          if (realConfig != null) {
833            crossover.Operators.Add(GetDefaultRealCrossover(param.Key, configuration));
834            manipulator.Operators.Add(GetDefaultRealManipulator(param.Key, configuration));
835            continue;
836          }
837          var permConfig = param.Value as PermutationParameterConfiguration;
838          if (permConfig != null) {
839            crossover.Operators.Add(GetDefaultPermutationCrossover(param.Key, configuration));
840            manipulator.Operators.Add(GetDefaultPermutationManipulator(param.Key, configuration));
841            continue;
842          }
843          throw new InvalidOperationException("Unknown type for parameter " + param.Key);
844        }
845        Operators.Add(crossover);
846        Operators.Add(manipulator);
847        #endregion
848      }
849    }
850
851    protected virtual void UpdateMoveOperators() {
852      Operators.RemoveAll(x => x is IParameterVectorMoveOperator);
853      var generator = new ParameterVectorMoveGenerator();
854      generator.ConfigurationParameter.ActualName = ConfigurationParameter.Name;
855      generator.ProblemDefinitionParameter.ActualName = ProblemDefinitionParameter.Name;
856
857      var evaluator = new ParameterVectorMoveEvaluator();
858      evaluator.ConfigurationParameter.ActualName = ConfigurationParameter.Name;
859      evaluator.QualityParameter.ActualName = Evaluator.QualitiesParameter.ActualName;
860      evaluator.ProblemDefinitionParameter.ActualName = ProblemDefinitionParameter.Name;
861
862      var maker = new ParameterVectorMoveMaker();
863      maker.ConfigurationParameter.ActualName = ConfigurationParameter.Name;
864      maker.MoveQualityParameter.ActualName = evaluator.MoveQualityParameter.ActualName;
865      maker.QualityParameter.ActualName = Evaluator.QualitiesParameter.ActualName;
866
867      Operators.AddRange(new IItem[] { generator, evaluator, maker });
868    }
869
870    #region GetDefaultOperators for Crossovers and Manipulators
871    // ReSharper disable RedundantNameQualifier
872    protected virtual IBinaryVectorCrossover GetDefaultBinaryCrossover(string paramName, Configuration config) {
873      var binConfig = (BinaryParameterConfiguration)config.Parameters[paramName];
874      IBinaryVectorCrossover binXo;
875      if (binConfig.Length.Value > 3) binXo = new Encodings.BinaryVectorEncoding.SinglePointCrossover();
876      else binXo = new Encodings.BinaryVectorEncoding.UniformCrossover();
877      binXo.ChildParameter.ActualName = paramName;
878      binXo.ParentsParameter.ActualName = paramName;
879      return binXo;
880    }
881
882    protected virtual IBinaryVectorManipulator GetDefaultBinaryManipulator(string paramName, Configuration config) {
883      var binM = new Encodings.BinaryVectorEncoding.SomePositionsBitflipManipulator();
884      binM.BinaryVectorParameter.ActualName = paramName;
885      binM.MutationProbabilityParameter.Value = new DoubleValue(0.1);
886      return binM;
887    }
888
889    protected virtual IIntegerVectorCrossover GetDefaultIntegerCrossover(string paramName, Configuration config) {
890      var intXo = new Encodings.IntegerVectorEncoding.RoundedBlendAlphaCrossover();
891      intXo.ChildParameter.ActualName = paramName;
892      intXo.ParentsParameter.ActualName = paramName;
893      intXo.BoundsParameter.ActualName = paramName + "Bounds";
894      return intXo;
895    }
896
897    protected virtual IIntegerVectorManipulator GetDefaultIntegerManipulator(string paramName, Configuration configuration) {
898      var intM = new Encodings.IntegerVectorEncoding.UniformSomePositionsManipulator();
899      intM.IntegerVectorParameter.ActualName = paramName;
900      intM.BoundsParameter.ActualName = paramName + "Bounds";
901      intM.ProbabilityParameter.Value = new DoubleValue(0.1);
902      return intM;
903    }
904
905    protected virtual IRealVectorCrossover GetDefaultRealCrossover(string paramName, Configuration configuration) {
906      var realXo = new Encodings.RealVectorEncoding.BlendAlphaCrossover();
907      realXo.ChildParameter.ActualName = paramName;
908      realXo.ParentsParameter.ActualName = paramName;
909      realXo.BoundsParameter.ActualName = paramName + "Bounds";
910      return realXo;
911    }
912
913    protected virtual IRealVectorManipulator GetDefaultRealManipulator(string paramName, Configuration configuration) {
914      var realM = new Encodings.RealVectorEncoding.BreederGeneticAlgorithmManipulator();
915      realM.RealVectorParameter.ActualName = paramName;
916      realM.BoundsParameter.ActualName = paramName + "Bounds";
917      return realM;
918    }
919
920    protected virtual IPermutationCrossover GetDefaultPermutationCrossover(string paramName, Configuration configuration) {
921      var permXo = new Encodings.PermutationEncoding.PartiallyMatchedCrossover();
922      permXo.ChildParameter.ActualName = paramName;
923      permXo.ParentsParameter.ActualName = paramName;
924      return permXo;
925    }
926
927    protected virtual IPermutationManipulator GetDefaultPermutationManipulator(string paramName, Configuration configuration) {
928      var permM = new Encodings.PermutationEncoding.Swap2Manipulator();
929      permM.PermutationParameter.ActualName = paramName;
930      return permM;
931    }
932    // ReSharper restore RedundantNameQualifier
933    #endregion
934  }
935}
Note: See TracBrowser for help on using the repository browser.