#region License Information
/* HeuristicLab
* Copyright (C) 2002-2010 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 System;
using System.Linq;
using HeuristicLab.Core;
using HeuristicLab.Data;
using HeuristicLab.Operators;
using HeuristicLab.Optimization;
using HeuristicLab.Parameters;
using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
using System.Collections.Generic;
using HeuristicLab.Problems.DataAnalysis.Evaluators;
using HeuristicLab.Analysis;
using HeuristicLab.Common;
namespace HeuristicLab.Problems.DataAnalysis.Operators {
[Item("Covariant Parsimony Pressure Adder", "Covariant Parsimony Pressure Adder.")]
[StorableClass]
public class CovariantParsimonyPressureAdder : SingleSuccessorOperator {
public IScopeTreeLookupParameter ParentsParameter {
get { return (IScopeTreeLookupParameter)Parameters["Parents"]; }
}
public IScopeTreeLookupParameter ParentQualityParameter {
get { return (IScopeTreeLookupParameter)Parameters["ParentQuality"]; }
}
public IScopeTreeLookupParameter ParentAdjustedQualityParameter {
get { return (IScopeTreeLookupParameter)Parameters["ParentAdjustedQuality"]; }
}
public ILookupParameter OffspringParameter {
get { return (ILookupParameter)Parameters["Offspring"]; }
}
public ILookupParameter OffspringQualityParameter {
get { return (ILookupParameter)Parameters["OffspringQuality"]; }
}
public ILookupParameter OffspringAdjustedQualityParameter {
get { return (ILookupParameter)Parameters["OffspringAdjustedQuality"]; }
}
public IValueLookupParameter KParameter {
get { return (IValueLookupParameter)Parameters["K"]; }
}
public IValueLookupParameter ApplyParsimonyPressureParameter {
get { return (IValueLookupParameter)Parameters["ApplyParsimonyPressure"]; }
}
public ILookupParameter CParameter {
get { return (ILookupParameter)Parameters["C"]; }
}
[StorableConstructor]
protected CovariantParsimonyPressureAdder(bool deserializing) : base(deserializing) { }
protected CovariantParsimonyPressureAdder(CovariantParsimonyPressureAdder original, Cloner cloner) : base(original, cloner) { }
public CovariantParsimonyPressureAdder()
: base() {
Parameters.Add(new ScopeTreeLookupParameter("Parents"));
Parameters.Add(new ScopeTreeLookupParameter("ParentQuality"));
Parameters.Add(new ScopeTreeLookupParameter("ParentAdjustedQuality"));
Parameters.Add(new LookupParameter("Offspring"));
Parameters.Add(new LookupParameter("OffspringQuality"));
Parameters.Add(new LookupParameter("OffspringAdjustedQuality"));
Parameters.Add(new ValueLookupParameter("K", new DoubleValue(1)));
Parameters.Add(new LookupParameter("C"));
Parameters.Add(new ValueLookupParameter("ApplyParsimonyPressure"));
}
public override IDeepCloneable Clone(Cloner cloner) {
return new CovariantParsimonyPressureAdder(this, cloner);
}
[StorableHook(Persistence.Default.CompositeSerializers.Storable.HookType.AfterDeserialization)]
private void AfterDeserialization() {
}
public override IOperation Apply() {
if (ApplyParsimonyPressureParameter.ActualValue.Value) {
double k = KParameter.ActualValue.Value;
double c = CParameter.ActualValue.Value;
// handle offspring
var offspringLength = OffspringParameter.ActualValue.Size;
OffspringAdjustedQualityParameter.ActualValue = new DoubleValue(OffspringQualityParameter.ActualValue.Value - c * Math.Pow(offspringLength, k));
// handle parents
ItemArray parents = ParentsParameter.ActualValue;
ItemArray parentQualities = ParentQualityParameter.ActualValue;
ItemArray adjQualities = new ItemArray(parentQualities.Length);
for (int i = 0; i < adjQualities.Length; i++) {
adjQualities[i] = new DoubleValue(parentQualities[i].Value - c * Math.Pow(parents[i].Size, k));
}
ParentAdjustedQualityParameter.ActualValue = adjQualities;
} else {
// adjusted fitness is equal to fitness
ParentAdjustedQualityParameter.ActualValue = (ItemArray)ParentQualityParameter.ActualValue.Clone();
OffspringAdjustedQualityParameter.ActualValue = (DoubleValue)OffspringQualityParameter.ActualValue.Clone();
}
return base.Apply();
}
}
}