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source: trunk/sources/HeuristicLab.Modeling/3.2/BestSolutionStorer.cs @ 2913

Last change on this file since 2913 was 2328, checked in by gkronber, 15 years ago

this is the remaining part of changeset r2327.
Applied changes in modeling plugins that are necessary for the new model analyzer (#722)

  • predictor has properties for the lower and upper limit of the predicted value
  • added views for predictors that show the limits (also added a new view for GeneticProgrammingModel that shows the size and height of the model)
  • Reintroduced TreeEvaluatorInjectors that read a PunishmentFactor and calculate the lower and upper limits for estimated values (limits are set in the tree evaluators)
  • Added operators to create Predictors. Changed modeling algorithms to use the predictors for the calculation of final model qualities and variable impacts (to be compatible with the new model analyzer the predictors use a very large PunishmentFactor)
  • replaced all private implementations of double.IsAlmost and use HL.Commons instead (see #733 r2324)
  • Implemented operator SolutionExtractor and moved BestSolutionStorer from HL.Logging to HL.Modeling (fixes #734)
File size: 5.4 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2008 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.Text;
25using HeuristicLab.Core;
26using HeuristicLab.Data;
27
28namespace HeuristicLab.Modeling {
29  /// <summary>
30  /// Keeps a variable in the global scope that contains the scope representing the best solution.
31  /// </summary>
32  public class BestSolutionStorer : OperatorBase {
33    /// <inheritdoc select="summary"/>
34    public override string Description {
35      get { return @"Keeps a variable in the global scope that contains the scope representing the best of run solution."; }
36    }
37
38    /// <summary>
39    /// Initializes a new instance of <see cref="BestSolutionStorer"/> with three variable infos
40    /// (<c>Quality</c>, <c>Maximization</c> and <c>BestSolution</c>).
41    /// </summary>
42    public BestSolutionStorer()
43      : base() {
44      AddVariableInfo(new VariableInfo("Quality", "Quality value of a solution", typeof(DoubleData), VariableKind.In));
45      AddVariableInfo(new VariableInfo("Maximization", "Maximization problem", typeof(BoolData), VariableKind.In));
46      AddVariableInfo(new VariableInfo("BestSolution", "The best solution of the run", typeof(IScope), VariableKind.New | VariableKind.In | VariableKind.Out));
47    }
48
49    /// <summary>
50    /// Keeps a variable in the global scope that contains the scope representing the best solution.
51    /// </summary>
52    /// <param name="scope">The scope whose populations to check for the best solution.</param>
53    /// <returns><c>null</c>.</returns>
54    public override IOperation Apply(IScope scope) {
55      if(scope.GetVariable(Guid.ToString() + "-Active") == null) {
56        double[] qualities = new double[scope.SubScopes.Count];
57        bool maximization = scope.GetVariableValue<BoolData>("Maximization", true).Data;
58        for(int i = 0; i < scope.SubScopes.Count; i++)
59          qualities[i] = scope.SubScopes[i].GetVariableValue<DoubleData>("Quality", false).Data;
60
61        double smallest = qualities[0]; int smallestIndex = 0;
62        double biggest = qualities[0]; int biggestIndex = 0;
63        for(int i = 1; i < qualities.Length; i++) {
64          if(qualities[i] < smallest) {
65            smallest = qualities[i];
66            smallestIndex = i;
67          }
68          if(qualities[i] > biggest) {
69            biggest = qualities[i];
70            biggestIndex = i;
71          }
72        }
73        IVariableInfo qualityInfo = GetVariableInfo("Quality");
74        IVariable bestSolutionVariable = scope.GetVariable(scope.TranslateName("BestSolution"));
75        if(bestSolutionVariable != null) {
76
77          double bestQuality = ((IScope)bestSolutionVariable.Value).GetVariableValue<DoubleData>(qualityInfo.ActualName, false).Data;
78
79          // do nothing if the best solution of the current scope is not better than the best solution of the whole run so far.
80          if((maximization && biggest <= bestQuality) ||
81            (!maximization && smallest >= bestQuality)) return null;
82        }
83
84        IScope bestSolutionClone;
85        if(maximization) {
86          bestSolutionClone = (IScope)scope.SubScopes[biggestIndex].Clone();
87        } else {
88          bestSolutionClone = (IScope)scope.SubScopes[smallestIndex].Clone();
89        }
90
91        if(SubOperators.Count > 0) {
92          scope.AddSubScope(bestSolutionClone);
93          scope.AddVariable(new Variable(Guid.ToString() + "-Active", new BoolData(true)));
94
95          CompositeOperation compOp = new CompositeOperation();
96          AtomicOperation operation = new AtomicOperation(SubOperators[0], bestSolutionClone);
97          AtomicOperation continuation = new AtomicOperation(this, scope);
98
99          compOp.AddOperation(operation);
100          compOp.AddOperation(continuation);
101          return compOp;
102        } else {
103          StoreBestSolution(bestSolutionClone, scope);
104          return null;
105        }
106      } else {  // operator already executed
107        scope.RemoveVariable(Guid.ToString() + "-Active");
108        IScope bestSolutionClone = scope.SubScopes[scope.SubScopes.Count - 1];
109        scope.RemoveSubScope(bestSolutionClone);
110
111        StoreBestSolution(bestSolutionClone, scope);
112        return null;
113      }
114    }
115
116    private void StoreBestSolution(IScope bestSolution, IScope scope) {
117      SetValue(GetVariableInfo("BestSolution"), bestSolution, scope);
118    }
119
120    private void SetValue(IVariableInfo info, IScope data, IScope scope) {
121      IVariable var = scope.GetVariable(info.ActualName);
122      if(var == null) {
123        var = new Variable(scope.TranslateName(info.FormalName), data);
124        scope.AddVariable(var);
125      } else {
126        var.Value = data;
127      }
128    }
129  }
130}
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