1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2016 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.Collections.Generic;
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23 | using System.Linq;
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24 | using HeuristicLab.Common;
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25 | using HeuristicLab.Core;
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26 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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27 | using HeuristicLab.Persistence;
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28 |
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29 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
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30 | [StorableType("2035474a-6f20-4ff5-b35a-5dd719f9f19b")]
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31 | [Item("FullFunctionalExpressionGrammar", "Represents a grammar for functional expressions using all available functions.")]
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32 | public class FullFunctionalExpressionGrammar : SymbolicExpressionGrammar, ISymbolicDataAnalysisGrammar {
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33 | [StorableConstructor]
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34 | protected FullFunctionalExpressionGrammar(StorableConstructorFlag deserializing) : base(deserializing) { }
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35 | protected FullFunctionalExpressionGrammar(FullFunctionalExpressionGrammar original, Cloner cloner) : base(original, cloner) { }
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36 | public FullFunctionalExpressionGrammar()
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37 | : base(ItemAttribute.GetName(typeof(FullFunctionalExpressionGrammar)), ItemAttribute.GetDescription(typeof(FullFunctionalExpressionGrammar))) {
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38 | Initialize();
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39 | }
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40 |
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41 | public override IDeepCloneable Clone(Cloner cloner) {
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42 | return new FullFunctionalExpressionGrammar(this, cloner);
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43 | }
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44 |
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45 | private void Initialize() {
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46 | var add = new Addition();
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47 | var sub = new Subtraction();
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48 | var mul = new Multiplication();
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49 | var div = new Division();
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50 | var mean = new Average();
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51 | var sin = new Sine();
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52 | var cos = new Cosine();
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53 | var tan = new Tangent();
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54 | var log = new Logarithm();
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55 | var pow = new Power();
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56 | pow.InitialFrequency = 0.0;
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57 | var square = new Square();
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58 | square.InitialFrequency = 0.0;
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59 | var root = new Root();
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60 | root.InitialFrequency = 0.0;
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61 | var sqrt = new SquareRoot();
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62 | sqrt.InitialFrequency = 0.0;
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63 | var airyA = new AiryA();
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64 | airyA.InitialFrequency = 0.0;
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65 | var airyB = new AiryB();
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66 | airyB.InitialFrequency = 0.0;
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67 | var bessel = new Bessel();
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68 | bessel.InitialFrequency = 0.0;
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69 | var cosineIntegral = new CosineIntegral();
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70 | cosineIntegral.InitialFrequency = 0.0;
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71 | var dawson = new Dawson();
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72 | dawson.InitialFrequency = 0.0;
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73 | var erf = new Erf();
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74 | erf.InitialFrequency = 0.0;
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75 | var expIntegralEi = new ExponentialIntegralEi();
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76 | expIntegralEi.InitialFrequency = 0.0;
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77 | var fresnelCosineIntegral = new FresnelCosineIntegral();
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78 | fresnelCosineIntegral.InitialFrequency = 0.0;
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79 | var fresnelSineIntegral = new FresnelSineIntegral();
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80 | fresnelSineIntegral.InitialFrequency = 0.0;
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81 | var gamma = new Gamma();
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82 | gamma.InitialFrequency = 0.0;
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83 | var hypCosineIntegral = new HyperbolicCosineIntegral();
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84 | hypCosineIntegral.InitialFrequency = 0.0;
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85 | var hypSineIntegral = new HyperbolicSineIntegral();
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86 | hypSineIntegral.InitialFrequency = 0.0;
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87 | var norm = new Norm();
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88 | norm.InitialFrequency = 0.0;
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89 | var psi = new Psi();
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90 | psi.InitialFrequency = 0.0;
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91 | var sineIntegral = new SineIntegral();
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92 | sineIntegral.InitialFrequency = 0.0;
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93 |
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94 | var exp = new Exponential();
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95 | var @if = new IfThenElse();
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96 | var gt = new GreaterThan();
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97 | var lt = new LessThan();
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98 | var and = new And();
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99 | var or = new Or();
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100 | var not = new Not();
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101 | var xor = new Xor();
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102 |
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103 | var timeLag = new TimeLag();
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104 | timeLag.InitialFrequency = 0.0;
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105 | var integral = new Integral();
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106 | integral.InitialFrequency = 0.0;
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107 | var derivative = new Derivative();
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108 | derivative.InitialFrequency = 0.0;
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109 |
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110 | var variableCondition = new VariableCondition();
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111 | variableCondition.InitialFrequency = 0.0;
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112 |
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113 | var constant = new Constant();
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114 | constant.MinValue = -20;
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115 | constant.MaxValue = 20;
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116 | var variableSymbol = new HeuristicLab.Problems.DataAnalysis.Symbolic.Variable();
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117 | var binFactorVariable = new BinaryFactorVariable();
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118 | var factorVariable = new FactorVariable();
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119 | var laggedVariable = new LaggedVariable();
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120 | laggedVariable.InitialFrequency = 0.0;
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121 | var autoregressiveVariable = new AutoregressiveTargetVariable();
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122 | autoregressiveVariable.InitialFrequency = 0.0;
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123 | autoregressiveVariable.Enabled = false;
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124 |
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125 | var allSymbols = new List<Symbol>() { add, sub, mul, div, mean, sin, cos, tan, log, square, pow, sqrt, root, exp,
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126 | airyA, airyB, bessel, cosineIntegral, dawson, erf, expIntegralEi, fresnelCosineIntegral, fresnelSineIntegral, gamma, hypCosineIntegral, hypSineIntegral, norm, psi, sineIntegral,
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127 | @if, gt, lt, and, or, not,xor, timeLag, integral, derivative, constant, variableSymbol, binFactorVariable, factorVariable, laggedVariable,autoregressiveVariable, variableCondition };
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128 | var unaryFunctionSymbols = new List<Symbol>() { square, sqrt, sin, cos, tan, log, exp, not, timeLag, integral, derivative,
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129 | airyA, airyB, bessel, cosineIntegral, dawson, erf, expIntegralEi, fresnelCosineIntegral, fresnelSineIntegral, gamma, hypCosineIntegral, hypSineIntegral, norm, psi, sineIntegral
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130 | };
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131 |
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132 | var binaryFunctionSymbols = new List<Symbol>() { pow, root, gt, lt, variableCondition };
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133 | var ternarySymbols = new List<Symbol>() { add, sub, mul, div, mean, and, or, xor };
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134 | var terminalSymbols = new List<Symbol>() { variableSymbol, binFactorVariable, factorVariable, constant, laggedVariable, autoregressiveVariable };
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135 |
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136 | foreach (var symb in allSymbols)
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137 | AddSymbol(symb);
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138 |
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139 | foreach (var funSymb in ternarySymbols) {
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140 | SetSubtreeCount(funSymb, 1, 3);
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141 | }
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142 | foreach (var funSymb in unaryFunctionSymbols) {
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143 | SetSubtreeCount(funSymb, 1, 1);
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144 | }
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145 | foreach (var funSymb in binaryFunctionSymbols) {
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146 | SetSubtreeCount(funSymb, 2, 2);
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147 | }
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148 | foreach (var terminalSymbol in terminalSymbols) {
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149 | SetSubtreeCount(terminalSymbol, 0, 0);
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150 | }
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151 |
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152 | SetSubtreeCount(@if, 3, 3);
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153 |
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154 |
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155 | // allow each symbol as child of the start symbol
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156 | foreach (var symb in allSymbols) {
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157 | AddAllowedChildSymbol(StartSymbol, symb);
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158 | AddAllowedChildSymbol(DefunSymbol, symb);
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159 | }
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160 |
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161 | // allow each symbol as child of every other symbol (except for terminals that have maxSubtreeCount == 0)
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162 | foreach (var parent in allSymbols.Except(terminalSymbols)) {
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163 | foreach (var child in allSymbols)
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164 | AddAllowedChildSymbol(parent, child);
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165 | }
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166 | }
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167 | }
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168 | }
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