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source: branches/2521_ProblemRefactoring/HeuristicLab.Analysis/3.3/MultiObjective/HypervolumeAnalyzer.cs @ 17230

Last change on this file since 17230 was 17225, checked in by mkommend, 5 years ago

#2521: Integrated changes of #2943 into problem refactoring branch.

File size: 3.7 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2018 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.Linq;
23using HEAL.Attic;
24using HeuristicLab.Common;
25using HeuristicLab.Core;
26using HeuristicLab.Data;
27using HeuristicLab.Optimization;
28using HeuristicLab.Parameters;
29
30namespace HeuristicLab.Analysis {
31  [StorableType("fc42ed56-15de-41df-bf59-0e5b11cd4f9b")]
32  [Item("HypervolumeAnalyzer", "Computes the enclosed Hypervolume between the current front and a given reference Point")]
33  public class HypervolumeAnalyzer : MultiObjectiveSuccessAnalyzer {
34    public override string ResultName {
35      get { return "Hypervolume"; }
36    }
37
38    public ILookupParameter<DoubleArray> ReferencePointParameter {
39      get { return (ILookupParameter<DoubleArray>)Parameters["ReferencePoint"]; }
40    }
41
42    public IResultParameter<DoubleValue> BestKnownHypervolumeResultParameter {
43      get { return (IResultParameter<DoubleValue>)Parameters["Best known hypervolume"]; }
44    }
45
46    public IResultParameter<DoubleValue> HypervolumeDistanceResultParameter {
47      get { return (IResultParameter<DoubleValue>)Parameters["Absolute Distance to BestKnownHypervolume"]; }
48    }
49
50
51    [StorableConstructor]
52    protected HypervolumeAnalyzer(StorableConstructorFlag _) : base(_) { }
53
54    protected HypervolumeAnalyzer(HypervolumeAnalyzer original, Cloner cloner) : base(original, cloner) { }
55
56    public override IDeepCloneable Clone(Cloner cloner) {
57      return new HypervolumeAnalyzer(this, cloner);
58    }
59
60    public HypervolumeAnalyzer() {
61      Parameters.Add(new LookupParameter<DoubleArray>("ReferencePoint", "The reference point for hypervolume calculation"));
62      Parameters.Add(new ResultParameter<DoubleValue>("Hypervolume", "The hypervolume of the current generation", "Results", new DoubleValue(double.NaN)));
63      Parameters.Add(new ResultParameter<DoubleValue>("Best known hypervolume", "The optimal hypervolume"));
64      Parameters.Add(new ResultParameter<DoubleValue>("Absolute Distance to BestKnownHypervolume", "The difference between the best known and the current hypervolume"));
65      BestKnownHypervolumeResultParameter.DefaultValue = new DoubleValue(double.NaN);
66      HypervolumeDistanceResultParameter.DefaultValue = new DoubleValue(double.NaN);
67    }
68
69    public override IOperation Apply() {
70      var qualities = QualitiesParameter.ActualValue.Select(x => x.CloneAsArray()).ToArray();
71      var referencePoint = ReferencePointParameter.ActualValue.ToArray();
72      var best = BestKnownHypervolumeResultParameter.ActualValue.Value;
73      var maximization = MaximizationParameter.ActualValue.ToArray();
74
75      var hv = HypervolumeCalculator.CalculateHypervolume(qualities, referencePoint, maximization);
76      if (hv > best || double.IsNaN(best)) best = hv;
77      ResultParameter.ActualValue.Value = hv;
78      BestKnownHypervolumeResultParameter.ActualValue.Value = best;
79      HypervolumeDistanceResultParameter.ActualValue.Value = best - hv;
80
81      return base.Apply();
82    }
83  }
84}
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