1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2008 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 |
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22 | using System;
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23 | using System.Collections.Generic;
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24 | using System.Text;
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25 | using System.Xml;
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26 | using HeuristicLab.Core;
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27 | using HeuristicLab.Data;
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28 | using HeuristicLab.Operators;
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29 | using HeuristicLab.DataAnalysis;
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30 | using HeuristicLab.Constraints;
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31 |
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32 | namespace HeuristicLab.StructureIdentification {
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33 | public class FunctionLibraryInjector : OperatorBase {
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34 | private const string TARGETVARIABLE = "TargetVariable";
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35 | private const string ALLOWEDFEATURES = "AllowedFeatures";
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36 | private const string MINTIMEOFFSET = "MinTimeOffset";
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37 | private const string MAXTIMEOFFSET = "MaxTimeOffset";
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38 | private const string OPERATORLIBRARY = "OperatorLibrary";
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39 |
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40 | private HeuristicLab.Functions.Variable variable;
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41 | private HeuristicLab.Functions.Differential differential;
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42 | private GPOperatorLibrary operatorLibrary;
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43 |
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44 | public override string Description {
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45 | get { return @"Injects a default function library."; }
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46 | }
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47 |
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48 | public FunctionLibraryInjector()
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49 | : base() {
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50 | AddVariableInfo(new VariableInfo(TARGETVARIABLE, "Target variable", typeof(IntData), VariableKind.In));
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51 | AddVariableInfo(new VariableInfo(ALLOWEDFEATURES, "List of indexes of allowed features", typeof(ItemList<IntData>), VariableKind.In));
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52 | GetVariableInfo(ALLOWEDFEATURES).Local = true;
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53 | AddVariable(new Variable(ALLOWEDFEATURES, new ItemList<IntData>()));
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54 |
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55 | AddVariableInfo(new VariableInfo(MINTIMEOFFSET, "Minimal time offset for all features", typeof(IntData), VariableKind.In));
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56 | GetVariableInfo(MINTIMEOFFSET).Local = true;
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57 | AddVariable(new Variable(MINTIMEOFFSET, new IntData()));
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58 |
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59 | AddVariableInfo(new VariableInfo(MAXTIMEOFFSET, "Maximal time offset for all feature", typeof(IntData), VariableKind.In));
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60 | GetVariableInfo(MAXTIMEOFFSET).Local = true;
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61 | AddVariable(new Variable(MAXTIMEOFFSET, new IntData()));
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62 |
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63 | AddVariableInfo(new VariableInfo("OperatorLibrary", "Preconfigured default operator library", typeof(GPOperatorLibrary), VariableKind.New));
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64 | }
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65 |
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66 | public override IOperation Apply(IScope scope) {
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67 | IntData minTimeOffset = GetVariableValue<IntData>(MINTIMEOFFSET, scope, true);
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68 | IntData maxTimeOffset = GetVariableValue<IntData>(MAXTIMEOFFSET, scope, true);
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69 | ItemList<IntData> allowedFeatures = GetVariableValue<ItemList<IntData>>(ALLOWEDFEATURES, scope, true);
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70 |
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71 | InitDefaultOperatorLibrary();
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72 |
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73 | int[] allowedIndexes = new int[allowedFeatures.Count];
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74 | for(int i = 0; i < allowedIndexes.Length; i++) {
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75 | allowedIndexes[i] = allowedFeatures[i].Data;
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76 | i++;
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77 | }
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78 |
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79 | variable.SetConstraints(allowedIndexes, minTimeOffset.Data, maxTimeOffset.Data);
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80 | differential.SetConstraints(allowedIndexes, minTimeOffset.Data, maxTimeOffset.Data);
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81 |
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82 | scope.AddVariable(new Variable(scope.TranslateName(OPERATORLIBRARY), operatorLibrary));
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83 |
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84 | return null;
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85 | }
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86 |
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87 | private void InitDefaultOperatorLibrary() {
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88 | variable = new HeuristicLab.Functions.Variable();
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89 | differential = new HeuristicLab.Functions.Differential();
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90 | HeuristicLab.Functions.Constant constant = new HeuristicLab.Functions.Constant();
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91 |
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92 | HeuristicLab.Functions.Addition addition = new HeuristicLab.Functions.Addition();
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93 | HeuristicLab.Functions.And and = new HeuristicLab.Functions.And();
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94 | HeuristicLab.Functions.Average average = new HeuristicLab.Functions.Average();
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95 | HeuristicLab.Functions.Cosinus cosinus = new HeuristicLab.Functions.Cosinus();
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96 | HeuristicLab.Functions.Division division = new HeuristicLab.Functions.Division();
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97 | HeuristicLab.Functions.Equal equal = new HeuristicLab.Functions.Equal();
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98 | HeuristicLab.Functions.Exponential exponential = new HeuristicLab.Functions.Exponential();
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99 | HeuristicLab.Functions.GreaterThan greaterThan = new HeuristicLab.Functions.GreaterThan();
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100 | HeuristicLab.Functions.IfThenElse ifThenElse = new HeuristicLab.Functions.IfThenElse();
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101 | HeuristicLab.Functions.LessThan lessThan = new HeuristicLab.Functions.LessThan();
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102 | HeuristicLab.Functions.Logarithm logarithm = new HeuristicLab.Functions.Logarithm();
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103 | HeuristicLab.Functions.Multiplication multiplication = new HeuristicLab.Functions.Multiplication();
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104 | HeuristicLab.Functions.Not not = new HeuristicLab.Functions.Not();
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105 | HeuristicLab.Functions.Or or = new HeuristicLab.Functions.Or();
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106 | HeuristicLab.Functions.Power power = new HeuristicLab.Functions.Power();
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107 | HeuristicLab.Functions.Signum signum = new HeuristicLab.Functions.Signum();
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108 | HeuristicLab.Functions.Sinus sinus = new HeuristicLab.Functions.Sinus();
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109 | HeuristicLab.Functions.Sqrt sqrt = new HeuristicLab.Functions.Sqrt();
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110 | HeuristicLab.Functions.Subtraction subtraction = new HeuristicLab.Functions.Subtraction();
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111 | HeuristicLab.Functions.Tangens tangens = new HeuristicLab.Functions.Tangens();
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112 | HeuristicLab.Functions.Xor xor = new HeuristicLab.Functions.Xor();
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113 |
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114 | HeuristicLab.Functions.IFunction[] booleanFunctions = new HeuristicLab.Functions.IFunction[] {
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115 | and,
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116 | equal,
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117 | greaterThan,
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118 | lessThan,
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119 | not,
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120 | or,
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121 | xor };
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122 | HeuristicLab.Functions.IFunction[] doubleFunctions = new HeuristicLab.Functions.IFunction[] {
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123 | variable,
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124 | differential,
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125 | constant,
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126 | addition,
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127 | average,
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128 | cosinus,
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129 | division,
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130 | exponential,
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131 | ifThenElse,
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132 | logarithm,
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133 | multiplication,
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134 | power,
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135 | signum,
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136 | sinus,
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137 | sqrt,
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138 | subtraction,
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139 | tangens};
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140 |
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141 | SetAllowedSubOperators(and, booleanFunctions);
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142 | SetAllowedSubOperators(equal, doubleFunctions);
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143 | SetAllowedSubOperators(greaterThan, doubleFunctions);
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144 | SetAllowedSubOperators(lessThan, doubleFunctions);
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145 | SetAllowedSubOperators(not, booleanFunctions);
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146 | SetAllowedSubOperators(or, booleanFunctions);
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147 | SetAllowedSubOperators(xor, booleanFunctions);
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148 | SetAllowedSubOperators(addition, doubleFunctions);
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149 | SetAllowedSubOperators(average, doubleFunctions);
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150 | SetAllowedSubOperators(cosinus, doubleFunctions);
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151 | SetAllowedSubOperators(division, doubleFunctions);
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152 | SetAllowedSubOperators(exponential, doubleFunctions);
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153 | SetAllowedSubOperators(ifThenElse, 0, booleanFunctions);
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154 | SetAllowedSubOperators(ifThenElse, 1, doubleFunctions);
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155 | SetAllowedSubOperators(ifThenElse, 2, doubleFunctions);
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156 | SetAllowedSubOperators(logarithm, doubleFunctions);
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157 | SetAllowedSubOperators(multiplication, doubleFunctions);
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158 | SetAllowedSubOperators(power, doubleFunctions);
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159 | SetAllowedSubOperators(signum, doubleFunctions);
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160 | SetAllowedSubOperators(sinus, doubleFunctions);
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161 | SetAllowedSubOperators(sqrt, doubleFunctions);
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162 | SetAllowedSubOperators(subtraction, doubleFunctions);
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163 | SetAllowedSubOperators(tangens, doubleFunctions);
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164 |
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165 | operatorLibrary = new GPOperatorLibrary();
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166 | operatorLibrary.GPOperatorGroup.AddOperator(variable);
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167 | operatorLibrary.GPOperatorGroup.AddOperator(differential);
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168 | operatorLibrary.GPOperatorGroup.AddOperator(constant);
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169 | operatorLibrary.GPOperatorGroup.AddOperator(addition);
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170 | operatorLibrary.GPOperatorGroup.AddOperator(average);
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171 | operatorLibrary.GPOperatorGroup.AddOperator(and);
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172 | operatorLibrary.GPOperatorGroup.AddOperator(cosinus);
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173 | operatorLibrary.GPOperatorGroup.AddOperator(division);
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174 | operatorLibrary.GPOperatorGroup.AddOperator(equal);
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175 | operatorLibrary.GPOperatorGroup.AddOperator(exponential);
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176 | operatorLibrary.GPOperatorGroup.AddOperator(greaterThan);
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177 | operatorLibrary.GPOperatorGroup.AddOperator(ifThenElse);
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178 | operatorLibrary.GPOperatorGroup.AddOperator(lessThan);
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179 | operatorLibrary.GPOperatorGroup.AddOperator(logarithm);
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180 | operatorLibrary.GPOperatorGroup.AddOperator(multiplication);
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181 | operatorLibrary.GPOperatorGroup.AddOperator(not);
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182 | operatorLibrary.GPOperatorGroup.AddOperator(power);
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183 | operatorLibrary.GPOperatorGroup.AddOperator(or);
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184 | operatorLibrary.GPOperatorGroup.AddOperator(signum);
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185 | operatorLibrary.GPOperatorGroup.AddOperator(sinus);
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186 | operatorLibrary.GPOperatorGroup.AddOperator(sqrt);
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187 | operatorLibrary.GPOperatorGroup.AddOperator(subtraction);
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188 | operatorLibrary.GPOperatorGroup.AddOperator(tangens);
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189 | operatorLibrary.GPOperatorGroup.AddOperator(xor);
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190 | }
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191 |
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192 | private void SetAllowedSubOperators(HeuristicLab.Functions.IFunction f, HeuristicLab.Functions.IFunction[] gs) {
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193 | foreach(IConstraint c in f.Constraints) {
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194 | if(c is SubOperatorTypeConstraint) {
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195 | SubOperatorTypeConstraint typeConstraint = c as SubOperatorTypeConstraint;
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196 | typeConstraint.Clear();
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197 | foreach(HeuristicLab.Functions.IFunction g in gs) {
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198 | typeConstraint.AddOperator(g);
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199 | }
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200 | } else if(c is AllSubOperatorsTypeConstraint) {
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201 | AllSubOperatorsTypeConstraint typeConstraint = c as AllSubOperatorsTypeConstraint;
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202 | typeConstraint.Clear();
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203 | foreach(HeuristicLab.Functions.IFunction g in gs) {
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204 | typeConstraint.AddOperator(g);
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205 | }
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206 | }
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207 | }
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208 | }
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209 |
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210 | private void SetAllowedSubOperators(HeuristicLab.Functions.IFunction f, int p, HeuristicLab.Functions.IFunction[] gs) {
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211 | foreach(IConstraint c in f.Constraints) {
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212 | if(c is SubOperatorTypeConstraint) {
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213 | SubOperatorTypeConstraint typeConstraint = c as SubOperatorTypeConstraint;
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214 | if(typeConstraint.SubOperatorIndex.Data == p) {
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215 | typeConstraint.Clear();
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216 | foreach(HeuristicLab.Functions.IFunction g in gs) {
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217 | typeConstraint.AddOperator(g);
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218 | }
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219 | }
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220 | }
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221 | }
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222 | }
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223 | }
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224 | }
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