#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.Collections.Generic;
using HeuristicLab.Core;
using HeuristicLab.Data;
using HeuristicLab.GP.Interfaces;
using HeuristicLab.GP;
namespace HeuristicLab.GP.StructureIdentification {
public class FunctionLibraryInjector : FunctionLibraryInjectorBase {
private const string MINTIMEOFFSET = "MinTimeOffset";
private const string MAXTIMEOFFSET = "MaxTimeOffset";
private const string DIFFERENTIALS_ALLOWED = "Differentials";
private const string VARIABLES_ALLOWED = "Variables";
private const string CONSTANTS_ALLOWED = "Constants";
private const string ADDITION_ALLOWED = "Addition";
private const string AVERAGE_ALLOWED = "Average";
private const string AND_ALLOWED = "And";
private const string COSINUS_ALLOWED = "Cosinus";
private const string DIVISION_ALLOWED = "Division";
private const string EQUAL_ALLOWED = "Equal";
private const string EXPONENTIAL_ALLOWED = "Exponential";
private const string GREATERTHAN_ALLOWED = "GreaterThan";
private const string IFTHENELSE_ALLOWED = "IfThenElse";
private const string LESSTHAN_ALLOWED = "LessThan";
private const string LOGARTIHM_ALLOWED = "Logarithm";
private const string MULTIPLICATION_ALLOWED = "Multiplication";
private const string NOT_ALLOWED = "Not";
private const string POWER_ALLOWED = "Power";
private const string OR_ALLOWED = "Or";
private const string SIGNUM_ALLOWED = "Signum";
private const string SINUS_ALLOWED = "Sinus";
private const string SQRT_ALLOWED = "SquareRoot";
private const string SUBTRACTION_ALLOWED = "Subtraction";
private const string TANGENS_ALLOWED = "Tangens";
private const string XOR_ALLOWED = "Xor";
private int minTimeOffset;
private int maxTimeOffset;
public override string Description {
get { return @"Injects a configurable function library for regression and classification problems."; }
}
public FunctionLibraryInjector()
: base() {
AddVariableInfo(new VariableInfo(MINTIMEOFFSET, "Minimal time offset for all features", typeof(IntData), VariableKind.In));
AddVariableInfo(new VariableInfo(MAXTIMEOFFSET, "Maximal time offset for all feature", typeof(IntData), VariableKind.In));
AddVariable(DIFFERENTIALS_ALLOWED, false);
AddVariable(VARIABLES_ALLOWED, true);
AddVariable(CONSTANTS_ALLOWED, true);
AddVariable(ADDITION_ALLOWED, true);
AddVariable(AVERAGE_ALLOWED, false);
AddVariable(AND_ALLOWED, true);
AddVariable(COSINUS_ALLOWED, true);
AddVariable(DIVISION_ALLOWED, true);
AddVariable(EQUAL_ALLOWED, true);
AddVariable(EXPONENTIAL_ALLOWED, true);
AddVariable(GREATERTHAN_ALLOWED, true);
AddVariable(IFTHENELSE_ALLOWED, true);
AddVariable(LESSTHAN_ALLOWED, true);
AddVariable(LOGARTIHM_ALLOWED, true);
AddVariable(MULTIPLICATION_ALLOWED, true);
AddVariable(NOT_ALLOWED, true);
AddVariable(POWER_ALLOWED, true);
AddVariable(OR_ALLOWED, true);
AddVariable(SIGNUM_ALLOWED, true);
AddVariable(SINUS_ALLOWED, true);
AddVariable(SQRT_ALLOWED, true);
AddVariable(SUBTRACTION_ALLOWED, true);
AddVariable(TANGENS_ALLOWED, true);
AddVariable(XOR_ALLOWED, false);
}
private void AddVariable(string name, bool allowed) {
AddVariableInfo(new VariableInfo(name, name + " allowed", typeof(BoolData), Core.VariableKind.New));
GetVariableInfo(name).Local = true;
AddVariable(new Core.Variable(name, new BoolData(allowed)));
}
public override IOperation Apply(IScope scope) {
// try to get minTimeOffset (use 0 as default if not available)
IItem minTimeOffsetItem = GetVariableValue(MINTIMEOFFSET, scope, true, false);
minTimeOffset = minTimeOffsetItem == null ? 0 : ((IntData)minTimeOffsetItem).Data;
// try to get maxTimeOffset (use 0 as default if not available)
IItem maxTimeOffsetItem = GetVariableValue(MAXTIMEOFFSET, scope, true, false);
maxTimeOffset = maxTimeOffsetItem == null ? 0 : ((IntData)maxTimeOffsetItem).Data;
return base.Apply(scope);
}
protected override FunctionLibrary CreateFunctionLibrary() {
FunctionLibrary functionLibrary = new FunctionLibrary();
Variable variable = new Variable();
Constant constant = new Constant();
Differential differential = new Differential();
Addition addition = new Addition();
And and = new And();
Average average = new Average();
Cosinus cosinus = new Cosinus();
Division division = new Division();
Equal equal = new Equal();
Exponential exponential = new Exponential();
GreaterThan greaterThan = new GreaterThan();
IfThenElse ifThenElse = new IfThenElse();
LessThan lessThan = new LessThan();
Logarithm logarithm = new Logarithm();
Multiplication multiplication = new Multiplication();
Not not = new Not();
Or or = new Or();
Power power = new Power();
Signum signum = new Signum();
Sinus sinus = new Sinus();
Sqrt sqrt = new Sqrt();
Subtraction subtraction = new Subtraction();
Tangens tangens = new Tangens();
Xor xor = new Xor();
List booleanFunctions = new List();
ConditionalAddFunction(AND_ALLOWED, and, booleanFunctions);
ConditionalAddFunction(EQUAL_ALLOWED, equal, booleanFunctions);
ConditionalAddFunction(GREATERTHAN_ALLOWED, greaterThan, booleanFunctions);
ConditionalAddFunction(LESSTHAN_ALLOWED, lessThan, booleanFunctions);
ConditionalAddFunction(NOT_ALLOWED, not, booleanFunctions);
ConditionalAddFunction(OR_ALLOWED, or, booleanFunctions);
ConditionalAddFunction(XOR_ALLOWED, xor, booleanFunctions);
List doubleFunctions = new List();
ConditionalAddFunction(DIFFERENTIALS_ALLOWED, differential, doubleFunctions);
ConditionalAddFunction(VARIABLES_ALLOWED, variable, doubleFunctions);
ConditionalAddFunction(CONSTANTS_ALLOWED, constant, doubleFunctions);
ConditionalAddFunction(ADDITION_ALLOWED, addition, doubleFunctions);
ConditionalAddFunction(AVERAGE_ALLOWED, average, doubleFunctions);
ConditionalAddFunction(COSINUS_ALLOWED, cosinus, doubleFunctions);
ConditionalAddFunction(DIVISION_ALLOWED, division, doubleFunctions);
ConditionalAddFunction(EXPONENTIAL_ALLOWED, exponential, doubleFunctions);
ConditionalAddFunction(IFTHENELSE_ALLOWED, ifThenElse, doubleFunctions);
ConditionalAddFunction(LOGARTIHM_ALLOWED, logarithm, doubleFunctions);
ConditionalAddFunction(MULTIPLICATION_ALLOWED, multiplication, doubleFunctions);
ConditionalAddFunction(POWER_ALLOWED, power, doubleFunctions);
ConditionalAddFunction(SIGNUM_ALLOWED, signum, doubleFunctions);
ConditionalAddFunction(SINUS_ALLOWED, sinus, doubleFunctions);
ConditionalAddFunction(SQRT_ALLOWED, sqrt, doubleFunctions);
ConditionalAddFunction(SUBTRACTION_ALLOWED, subtraction, doubleFunctions);
ConditionalAddFunction(TANGENS_ALLOWED, tangens, doubleFunctions);
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);
ConditionalAddOperator(DIFFERENTIALS_ALLOWED, functionLibrary, differential);
ConditionalAddOperator(VARIABLES_ALLOWED, functionLibrary, variable);
ConditionalAddOperator(CONSTANTS_ALLOWED, functionLibrary, constant);
ConditionalAddOperator(ADDITION_ALLOWED, functionLibrary, addition);
ConditionalAddOperator(AVERAGE_ALLOWED, functionLibrary, average);
ConditionalAddOperator(AND_ALLOWED, functionLibrary, and);
ConditionalAddOperator(COSINUS_ALLOWED, functionLibrary, cosinus);
ConditionalAddOperator(DIVISION_ALLOWED, functionLibrary, division);
ConditionalAddOperator(EQUAL_ALLOWED, functionLibrary, equal);
ConditionalAddOperator(EXPONENTIAL_ALLOWED, functionLibrary, exponential);
ConditionalAddOperator(GREATERTHAN_ALLOWED, functionLibrary, greaterThan);
ConditionalAddOperator(IFTHENELSE_ALLOWED, functionLibrary, ifThenElse);
ConditionalAddOperator(LESSTHAN_ALLOWED, functionLibrary, lessThan);
ConditionalAddOperator(LOGARTIHM_ALLOWED, functionLibrary, logarithm);
ConditionalAddOperator(MULTIPLICATION_ALLOWED, functionLibrary, multiplication);
ConditionalAddOperator(NOT_ALLOWED, functionLibrary, not);
ConditionalAddOperator(POWER_ALLOWED, functionLibrary, power);
ConditionalAddOperator(OR_ALLOWED, functionLibrary, or);
ConditionalAddOperator(SIGNUM_ALLOWED, functionLibrary, signum);
ConditionalAddOperator(SINUS_ALLOWED, functionLibrary, sinus);
ConditionalAddOperator(SQRT_ALLOWED, functionLibrary, sqrt);
ConditionalAddOperator(SUBTRACTION_ALLOWED, functionLibrary, subtraction);
ConditionalAddOperator(TANGENS_ALLOWED, functionLibrary, tangens);
ConditionalAddOperator(XOR_ALLOWED, functionLibrary, xor);
variable.SetConstraints(minTimeOffset, maxTimeOffset);
differential.SetConstraints(minTimeOffset, maxTimeOffset);
return functionLibrary;
}
private void ConditionalAddFunction(string condName, IFunction fun, List list) {
if (GetVariableValue(condName, null, false).Data) list.Add(fun);
}
private void ConditionalAddOperator(string condName, FunctionLibrary functionLib, IFunction op) {
if (GetVariableValue(condName, null, false).Data) functionLib.AddFunction(op);
}
}
}