#region License Information /* HeuristicLab * Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL) * * This file is part of HeuristicLab. * * HeuristicLab is free software: you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation, either version 3 of the License, or * (at your option) any later version. * * HeuristicLab is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with HeuristicLab. If not, see . */ #endregion using HeuristicLab.Common; using HeuristicLab.Core; using HeuristicLab.Data; using HeuristicLab.Operators; using HeuristicLab.Optimization; using HeuristicLab.Parameters; using HEAL.Fossil; namespace HeuristicLab.Analysis.QualityAnalysis { [Item("ScaledQualityDifferenceAnalyzer", @"Calculates the quality value relative to a certain range given with a minimum and a maximum value. The difference lies in the interval [0;1] if the range [min;max] is as large as the observed quality values, otherwise the difference will become < 0 or > 1. A value towards 0 always means that it's closer to the better fitness value, while a value towards 1 means that it's closer to the worse fitness value.")] [StorableType("C0E9AE9C-06F8-4A5F-A726-6532F0E038CF")] public class ScaledQualityDifferenceAnalyzer : SingleSuccessorOperator, IAnalyzer, ISingleObjectiveOperator { public virtual bool EnabledByDefault { get { return true; } } public ILookupParameter QualityParameter { get { return (ILookupParameter)Parameters["Quality"]; } } public ILookupParameter MaximizationParameter { get { return (ILookupParameter)Parameters["Maximization"]; } } public ILookupParameter ScaledDifferenceParameter { get { return (ILookupParameter)Parameters["ScaledDifference"]; } } public ILookupParameter ResultsParameter { get { return (ILookupParameter)Parameters["Results"]; } } public IValueLookupParameter MinimumQualityParameter { get { return (IValueLookupParameter)Parameters["MinimumQuality"]; } } public IValueLookupParameter MaximumQualityParameter { get { return (IValueLookupParameter)Parameters["MaximumQuality"]; } } [StorableConstructor] protected ScaledQualityDifferenceAnalyzer(StorableConstructorFlag _) : base(_) { } protected ScaledQualityDifferenceAnalyzer(ScaledQualityDifferenceAnalyzer original, Cloner cloner) : base(original, cloner) { } public ScaledQualityDifferenceAnalyzer() : base() { Parameters.Add(new LookupParameter("Quality", "The quality value that should be compared.")); Parameters.Add(new LookupParameter("Maximization", "True if the problem is a maximization problem, false otherwise.")); Parameters.Add(new LookupParameter("ScaledDifference", "The value that describes whether the quality value lies towards the better quality in the range (<=0.5) or more towards the worse quality (> 0.5).")); Parameters.Add(new LookupParameter("Results", "The result collection where the difference will be stored (in addition to the scope).")); Parameters.Add(new ValueLookupParameter("MinimumQuality", "The lower bound of the quality range to which the quality is compared.")); Parameters.Add(new ValueLookupParameter("MaximumQuality", "The upper bound of the quality range to which the quality is compared.")); } public override IDeepCloneable Clone(Cloner cloner) { return new ScaledQualityDifferenceAnalyzer(this, cloner); } public override IOperation Apply() { bool maximization = MaximizationParameter.ActualValue.Value; double quality = QualityParameter.ActualValue.Value, max = MaximumQualityParameter.ActualValue.Value, min = MinimumQualityParameter.ActualValue.Value; double difference; difference = ((quality - min) / (max - min)); if (maximization) difference = 1.0 - difference; DoubleValue differenceValue = ScaledDifferenceParameter.ActualValue; if (differenceValue == null) { differenceValue = new DoubleValue(difference); ScaledDifferenceParameter.ActualValue = differenceValue; } else differenceValue.Value = difference; ResultCollection results = ResultsParameter.ActualValue; if (results != null) { IResult r; if (!results.TryGetValue(ScaledDifferenceParameter.TranslatedName, out r)) { r = new Result(ScaledDifferenceParameter.TranslatedName, differenceValue); results.Add(r); } } return base.Apply(); } } }