#region License Information
/* HeuristicLab
* Copyright (C) 2002-2008 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.Collections.Generic;
using System.Text;
using System.Xml;
using HeuristicLab.Core;
using HeuristicLab.Data;
using HeuristicLab.DataAnalysis;
using HeuristicLab.Constraints;
using StructId = HeuristicLab.GP.StructureIdentification;
namespace HeuristicLab.GP.StructureIdentification {
public class FunctionLibraryInjector : OperatorBase {
private const string TARGETVARIABLE = "TargetVariable";
private const string ALLOWEDFEATURES = "AllowedFeatures";
protected const string FUNCTIONLIBRARY = "FunctionLibrary";
public override string Description {
get { return @"Injects a default function library for regression and classification problems."; }
}
public FunctionLibraryInjector()
: base() {
AddVariableInfo(new VariableInfo(TARGETVARIABLE, "The target variable", typeof(IntData), VariableKind.In));
AddVariableInfo(new VariableInfo(ALLOWEDFEATURES, "List of indexes of allowed features", typeof(ItemList), VariableKind.In));
AddVariableInfo(new VariableInfo(FUNCTIONLIBRARY, "Preconfigured default operator library", typeof(GPOperatorLibrary), VariableKind.New));
}
public override IOperation Apply(IScope scope) {
StructId.Variable variable;
GPOperatorLibrary operatorLibrary;
ItemList allowedFeatures = GetVariableValue>(ALLOWEDFEATURES, scope, true);
int targetVariable = GetVariableValue(TARGETVARIABLE, scope, true).Data;
// remove the target-variable in case it occures in allowed features
List ts = allowedFeatures.FindAll(d => d.Data == targetVariable);
foreach (IntData t in ts) allowedFeatures.Remove(t);
variable = new StructId.Variable();
StructId.Constant constant = new StructId.Constant();
StructId.Addition addition = new StructId.Addition();
StructId.And and = new StructId.And();
StructId.Average average = new StructId.Average();
StructId.Cosinus cosinus = new StructId.Cosinus();
StructId.Division division = new StructId.Division();
StructId.Equal equal = new StructId.Equal();
StructId.Exponential exponential = new StructId.Exponential();
StructId.GreaterThan greaterThan = new StructId.GreaterThan();
StructId.IfThenElse ifThenElse = new StructId.IfThenElse();
StructId.LessThan lessThan = new StructId.LessThan();
StructId.Logarithm logarithm = new StructId.Logarithm();
StructId.Multiplication multiplication = new StructId.Multiplication();
StructId.Not not = new StructId.Not();
StructId.Or or = new StructId.Or();
StructId.Power power = new StructId.Power();
StructId.Signum signum = new StructId.Signum();
StructId.Sinus sinus = new StructId.Sinus();
StructId.Sqrt sqrt = new StructId.Sqrt();
StructId.Subtraction subtraction = new StructId.Subtraction();
StructId.Tangens tangens = new StructId.Tangens();
StructId.Xor xor = new StructId.Xor();
IFunction[] booleanFunctions = new IFunction[] {
and,
equal,
greaterThan,
lessThan,
not,
or,
xor
};
IFunction[] doubleFunctions = new IFunction[] {
variable,
constant,
addition,
average,
cosinus,
division,
exponential,
ifThenElse,
logarithm,
multiplication,
power,
signum,
sinus,
sqrt,
subtraction,
tangens
};
SetAllowedSubOperators(and, booleanFunctions);
SetAllowedSubOperators(equal, doubleFunctions);
SetAllowedSubOperators(greaterThan, doubleFunctions);
SetAllowedSubOperators(lessThan, doubleFunctions);
SetAllowedSubOperators(not, booleanFunctions);
SetAllowedSubOperators(or, booleanFunctions);
SetAllowedSubOperators(xor, booleanFunctions);
SetAllowedSubOperators(addition, doubleFunctions);
SetAllowedSubOperators(average, doubleFunctions);
SetAllowedSubOperators(cosinus, doubleFunctions);
SetAllowedSubOperators(division, doubleFunctions);
SetAllowedSubOperators(exponential, doubleFunctions);
SetAllowedSubOperators(ifThenElse, 0, booleanFunctions);
SetAllowedSubOperators(ifThenElse, 1, doubleFunctions);
SetAllowedSubOperators(ifThenElse, 2, doubleFunctions);
SetAllowedSubOperators(logarithm, doubleFunctions);
SetAllowedSubOperators(multiplication, doubleFunctions);
SetAllowedSubOperators(power, doubleFunctions);
SetAllowedSubOperators(signum, doubleFunctions);
SetAllowedSubOperators(sinus, doubleFunctions);
SetAllowedSubOperators(sqrt, doubleFunctions);
SetAllowedSubOperators(subtraction, doubleFunctions);
SetAllowedSubOperators(tangens, doubleFunctions);
operatorLibrary = new GPOperatorLibrary();
operatorLibrary.GPOperatorGroup.AddOperator(variable);
operatorLibrary.GPOperatorGroup.AddOperator(constant);
operatorLibrary.GPOperatorGroup.AddOperator(addition);
operatorLibrary.GPOperatorGroup.AddOperator(average);
operatorLibrary.GPOperatorGroup.AddOperator(and);
operatorLibrary.GPOperatorGroup.AddOperator(cosinus);
operatorLibrary.GPOperatorGroup.AddOperator(division);
operatorLibrary.GPOperatorGroup.AddOperator(equal);
operatorLibrary.GPOperatorGroup.AddOperator(exponential);
operatorLibrary.GPOperatorGroup.AddOperator(greaterThan);
operatorLibrary.GPOperatorGroup.AddOperator(ifThenElse);
operatorLibrary.GPOperatorGroup.AddOperator(lessThan);
operatorLibrary.GPOperatorGroup.AddOperator(logarithm);
operatorLibrary.GPOperatorGroup.AddOperator(multiplication);
operatorLibrary.GPOperatorGroup.AddOperator(not);
operatorLibrary.GPOperatorGroup.AddOperator(power);
operatorLibrary.GPOperatorGroup.AddOperator(or);
operatorLibrary.GPOperatorGroup.AddOperator(signum);
operatorLibrary.GPOperatorGroup.AddOperator(sinus);
operatorLibrary.GPOperatorGroup.AddOperator(sqrt);
operatorLibrary.GPOperatorGroup.AddOperator(subtraction);
operatorLibrary.GPOperatorGroup.AddOperator(tangens);
operatorLibrary.GPOperatorGroup.AddOperator(xor);
int[] allowedIndexes = new int[allowedFeatures.Count];
for (int i = 0; i < allowedIndexes.Length; i++) {
allowedIndexes[i] = allowedFeatures[i].Data;
}
variable.SetConstraints(allowedIndexes, 0, 0);
scope.AddVariable(new HeuristicLab.Core.Variable(scope.TranslateName(FUNCTIONLIBRARY), operatorLibrary));
return null;
}
private void SetAllowedSubOperators(IFunction f, IFunction[] gs) {
foreach (IConstraint c in f.Constraints) {
if (c is SubOperatorTypeConstraint) {
SubOperatorTypeConstraint typeConstraint = c as SubOperatorTypeConstraint;
typeConstraint.Clear();
foreach (IFunction g in gs) {
typeConstraint.AddOperator(g);
}
} else if (c is AllSubOperatorsTypeConstraint) {
AllSubOperatorsTypeConstraint typeConstraint = c as AllSubOperatorsTypeConstraint;
typeConstraint.Clear();
foreach (IFunction g in gs) {
typeConstraint.AddOperator(g);
}
}
}
}
private void SetAllowedSubOperators(IFunction f, int p, IFunction[] gs) {
foreach (IConstraint c in f.Constraints) {
if (c is SubOperatorTypeConstraint) {
SubOperatorTypeConstraint typeConstraint = c as SubOperatorTypeConstraint;
if (typeConstraint.SubOperatorIndex.Data == p) {
typeConstraint.Clear();
foreach (IFunction g in gs) {
typeConstraint.AddOperator(g);
}
}
}
}
}
}
}