1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2019 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.Globalization;
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25 | using System.Linq;
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26 | using System.Text;
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27 | using System.Text.RegularExpressions;
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28 | using HEAL.Attic;
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29 | using HeuristicLab.Common;
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30 | using HeuristicLab.Core;
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31 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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32 |
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33 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
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34 | [Item("C# Symbolic Expression Tree Formatter", "A string formatter that converts symbolic expression trees to C# code.")]
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35 | [StorableType("88298836-6087-405A-9354-D4E6864887EB")]
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36 | public sealed class CSharpSymbolicExpressionTreeStringFormatter : NamedItem, ISymbolicExpressionTreeStringFormatter {
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37 | [StorableConstructor]
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38 | private CSharpSymbolicExpressionTreeStringFormatter(StorableConstructorFlag _) : base(_) { }
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39 | private CSharpSymbolicExpressionTreeStringFormatter(CSharpSymbolicExpressionTreeStringFormatter original, Cloner cloner) : base(original, cloner) { }
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40 | public CSharpSymbolicExpressionTreeStringFormatter()
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41 | : base() {
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42 | Name = ItemName;
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43 | Description = ItemDescription;
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44 | }
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45 | public override IDeepCloneable Clone(Cloner cloner) {
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46 | return new CSharpSymbolicExpressionTreeStringFormatter(this, cloner);
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47 | }
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48 |
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49 | public string Format(ISymbolicExpressionTree symbolicExpressionTree) {
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50 | // skip root and start symbols
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51 | StringBuilder strBuilder = new StringBuilder();
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52 | GenerateHeader(strBuilder, symbolicExpressionTree);
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53 | FormatRecursively(symbolicExpressionTree.Root.GetSubtree(0).GetSubtree(0), strBuilder);
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54 | GenerateFooter(strBuilder);
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55 | return strBuilder.ToString();
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56 | }
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57 |
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58 | private string VariableName2Identifier(string name) {
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59 | /*
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60 | * identifier-start-character:
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61 | * letter-character
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62 | * _ (the underscore character U+005F)
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63 | * identifier-part-characters:
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64 | * identifier-part-character
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65 | * identifier-part-characters identifier-part-character
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66 | * identifier-part-character:
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67 | * letter-character
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68 | * decimal-digit-character
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69 | * connecting-character
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70 | * combining-character
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71 | * formatting-character
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72 | * letter-character:
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73 | * A Unicode character of classes Lu, Ll, Lt, Lm, Lo, or Nl
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74 | * A unicode-escape-sequence representing a character of classes Lu, Ll, Lt, Lm, Lo, or Nl
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75 | * combining-character:
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76 | * A Unicode character of classes Mn or Mc
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77 | * A unicode-escape-sequence representing a character of classes Mn or Mc
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78 | * decimal-digit-character:
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79 | * A Unicode character of the class Nd
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80 | * A unicode-escape-sequence representing a character of the class Nd
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81 | * connecting-character:
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82 | * A Unicode character of the class Pc
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83 | * A unicode-escape-sequence representing a character of the class Pc
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84 | * formatting-character:
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85 | * A Unicode character of the class Cf
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86 | * A unicode-escape-sequence representing a character of the class Cf
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87 | */
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88 |
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89 | var invalidIdentifierStarts = new Regex(@"[^_\p{Lu}\p{Ll}\p{Lt}\p{Lm}\p{Lo}\p{Nl}]");
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90 | var invalidIdentifierParts = new Regex(@"[^\p{Lu}\p{Ll}\p{Lt}\p{Lm}\p{Lo}\p{Nl}\p{Mn}\p{Mc}\p{Nd}\p{Pc}\p{Cf}]");
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91 | return "@" +
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92 | (invalidIdentifierStarts.IsMatch(name.Substring(0, 1)) ? "_" : "") + // prepend '_' if necessary
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93 | invalidIdentifierParts.Replace(name, "_");
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94 | }
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95 |
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96 | private void FormatRecursively(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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97 | // TODO: adapt to interpreter semantics. The HL interpreter also allows Boolean operations on reals
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98 | if (node.Subtrees.Any()) {
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99 | if (node.Symbol is Addition) {
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100 | FormatOperator(node, "+", strBuilder);
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101 | } else if (node.Symbol is And) {
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102 | FormatOperator(node, "&&", strBuilder);
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103 | } else if (node.Symbol is Average) {
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104 | FormatFunction(node, "Average", strBuilder);
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105 | } else if (node.Symbol is Cosine) {
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106 | FormatFunction(node, "Math.Cos", strBuilder);
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107 | } else if (node.Symbol is Division) {
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108 | FormatDivision(node, strBuilder);
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109 | } else if (node.Symbol is Exponential) {
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110 | FormatFunction(node, "Math.Exp", strBuilder);
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111 | } else if (node.Symbol is GreaterThan) {
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112 | FormatOperator(node, ">", strBuilder);
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113 | } else if (node.Symbol is IfThenElse) {
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114 | FormatFunction(node, "EvaluateIf", strBuilder);
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115 | } else if (node.Symbol is LessThan) {
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116 | FormatOperator(node, "<", strBuilder);
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117 | } else if (node.Symbol is Logarithm) {
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118 | FormatFunction(node, "Math.Log", strBuilder);
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119 | } else if (node.Symbol is Multiplication) {
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120 | FormatOperator(node, "*", strBuilder);
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121 | } else if (node.Symbol is Not) {
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122 | FormatOperator(node, "!", strBuilder);
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123 | } else if (node.Symbol is Or) {
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124 | FormatOperator(node, "||", strBuilder);
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125 | } else if (node.Symbol is Xor) {
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126 | FormatOperator(node, "^", strBuilder);
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127 | } else if (node.Symbol is Sine) {
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128 | FormatFunction(node, "Math.Sin", strBuilder);
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129 | } else if (node.Symbol is Subtraction) {
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130 | FormatSubtraction(node, strBuilder);
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131 | } else if (node.Symbol is Tangent) {
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132 | FormatFunction(node, "Math.Tan", strBuilder);
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133 | } else if (node.Symbol is HyperbolicTangent) {
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134 | FormatFunction(node, "Math.Tanh", strBuilder);
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135 | } else if (node.Symbol is Square) {
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136 | FormatSquare(node, strBuilder);
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137 | } else if (node.Symbol is SquareRoot) {
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138 | FormatFunction(node, "Math.Sqrt", strBuilder);
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139 | } else if (node.Symbol is Cube) {
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140 | FormatPower(node, strBuilder, "3");
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141 | } else if (node.Symbol is CubeRoot) {
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142 | FormatPower(node, strBuilder, "1.0/3");
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143 | } else if (node.Symbol is Power) {
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144 | FormatFunction(node, "Math.Pow", strBuilder);
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145 | } else if (node.Symbol is Root) {
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146 | FormatRoot(node, strBuilder);
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147 | } else if (node.Symbol is Absolute) {
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148 | FormatFunction(node, "Math.Abs", strBuilder);
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149 | } else if (node.Symbol is AnalyticQuotient) {
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150 | strBuilder.Append("(");
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151 | FormatRecursively(node.GetSubtree(0), strBuilder);
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152 | strBuilder.Append(" / Math.Sqrt(1 + Math.Pow(");
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153 | FormatRecursively(node.GetSubtree(1), strBuilder);
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154 | strBuilder.Append(" , 2) )");
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155 | } else {
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156 | throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " not supported for C# symbolic expression tree formatter.");
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157 | }
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158 | } else {
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159 | if (node is VariableTreeNode) {
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160 | var varNode = node as VariableTreeNode;
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161 | strBuilder.AppendFormat("{0} * {1}", VariableName2Identifier(varNode.VariableName), varNode.Weight.ToString("g17", CultureInfo.InvariantCulture));
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162 | } else if (node is ConstantTreeNode) {
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163 | var constNode = node as ConstantTreeNode;
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164 | strBuilder.Append(constNode.Value.ToString("g17", CultureInfo.InvariantCulture));
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165 | } else if (node.Symbol is FactorVariable) {
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166 | var factorNode = node as FactorVariableTreeNode;
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167 | FormatFactor(factorNode, strBuilder);
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168 | } else if (node.Symbol is BinaryFactorVariable) {
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169 | var binFactorNode = node as BinaryFactorVariableTreeNode;
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170 | FormatBinaryFactor(binFactorNode, strBuilder);
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171 | } else {
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172 | throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " not supported for C# symbolic expression tree formatter.");
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173 | }
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174 | }
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175 | }
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176 |
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177 | private void FormatFactor(FactorVariableTreeNode node, StringBuilder strBuilder) {
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178 | strBuilder.AppendFormat("EvaluateFactor({0}, new [] {{ {1} }}, new [] {{ {2} }})", VariableName2Identifier(node.VariableName),
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179 | string.Join(",", node.Symbol.GetVariableValues(node.VariableName).Select(name => "\"" + name + "\"")), string.Join(",", node.Weights.Select(v => v.ToString(CultureInfo.InvariantCulture))));
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180 | }
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181 |
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182 | private void FormatBinaryFactor(BinaryFactorVariableTreeNode node, StringBuilder strBuilder) {
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183 | strBuilder.AppendFormat(CultureInfo.InvariantCulture, "EvaluateBinaryFactor({0}, \"{1}\", {2})", VariableName2Identifier(node.VariableName), node.VariableValue, node.Weight);
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184 | }
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185 |
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186 | private void FormatSquare(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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187 | FormatPower(node, strBuilder, "2");
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188 | }
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189 | private void FormatPower(ISymbolicExpressionTreeNode node, StringBuilder strBuilder, string exponent) {
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190 | strBuilder.Append("Math.Pow(");
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191 | FormatRecursively(node.GetSubtree(0), strBuilder);
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192 | strBuilder.Append($", {exponent})");
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193 | }
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194 |
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195 | private void FormatRoot(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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196 | strBuilder.Append("Math.Pow(");
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197 | FormatRecursively(node.GetSubtree(0), strBuilder);
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198 | strBuilder.Append(", 1.0 / (");
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199 | FormatRecursively(node.GetSubtree(1), strBuilder);
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200 | strBuilder.Append("))");
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201 | }
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202 |
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203 | private void FormatDivision(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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204 | if (node.SubtreeCount == 1) {
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205 | strBuilder.Append("1.0 / ");
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206 | FormatRecursively(node.GetSubtree(0), strBuilder);
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207 | } else {
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208 | FormatRecursively(node.GetSubtree(0), strBuilder);
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209 | strBuilder.Append("/ (");
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210 | for (int i = 1; i < node.SubtreeCount; i++) {
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211 | if (i > 1) strBuilder.Append(" * ");
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212 | FormatRecursively(node.GetSubtree(i), strBuilder);
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213 | }
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214 | strBuilder.Append(")");
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215 | }
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216 | }
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217 |
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218 | private void FormatSubtraction(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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219 | if (node.SubtreeCount == 1) {
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220 | strBuilder.Append("-");
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221 | FormatRecursively(node.GetSubtree(0), strBuilder);
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222 | return;
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223 | }
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224 | //Default case: more than 1 child
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225 | FormatOperator(node, "-", strBuilder);
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226 | }
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227 |
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228 | private void FormatOperator(ISymbolicExpressionTreeNode node, string symbol, StringBuilder strBuilder) {
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229 | strBuilder.Append("(");
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230 | foreach (var child in node.Subtrees) {
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231 | FormatRecursively(child, strBuilder);
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232 | if (child != node.Subtrees.Last())
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233 | strBuilder.Append(" " + symbol + " ");
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234 | }
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235 | strBuilder.Append(")");
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236 | }
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237 |
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238 | private void FormatFunction(ISymbolicExpressionTreeNode node, string function, StringBuilder strBuilder) {
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239 | strBuilder.Append(function + "(");
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240 | foreach (var child in node.Subtrees) {
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241 | FormatRecursively(child, strBuilder);
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242 | if (child != node.Subtrees.Last())
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243 | strBuilder.Append(", ");
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244 | }
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245 | strBuilder.Append(")");
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246 | }
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247 |
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248 | private void GenerateHeader(StringBuilder strBuilder, ISymbolicExpressionTree symbolicExpressionTree) {
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249 | strBuilder.AppendLine("using System;");
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250 | strBuilder.AppendLine("using System.Linq;" + Environment.NewLine);
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251 | strBuilder.AppendLine("namespace HeuristicLab.Models {");
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252 | strBuilder.AppendLine("public static class Model {");
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253 | GenerateAverageSource(strBuilder);
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254 | GenerateIfThenElseSource(strBuilder);
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255 | GenerateFactorSource(strBuilder);
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256 | GenerateBinaryFactorSource(strBuilder);
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257 | strBuilder.Append(Environment.NewLine + "public static double Evaluate (");
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258 |
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259 | // here we don't have access to problemData to determine the type for each variable (double/string) therefore we must distinguish based on the symbol type
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260 | HashSet<string> doubleVarNames = new HashSet<string>();
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261 | foreach (var node in symbolicExpressionTree.IterateNodesPostfix().Where(x => x is VariableTreeNode || x is VariableConditionTreeNode)) {
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262 | doubleVarNames.Add(((IVariableTreeNode)node).VariableName);
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263 | }
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264 |
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265 | HashSet<string> stringVarNames = new HashSet<string>();
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266 | foreach (var node in symbolicExpressionTree.IterateNodesPostfix().Where(x => x is BinaryFactorVariableTreeNode || x is FactorVariableTreeNode)) {
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267 | stringVarNames.Add(((IVariableTreeNode)node).VariableName);
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268 | }
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269 |
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270 | var orderedNames = stringVarNames.OrderBy(n => n, new NaturalStringComparer()).Select(n => "string " + VariableName2Identifier(n) + " /* " + n + " */");
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271 | strBuilder.Append(string.Join(", ", orderedNames));
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272 |
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273 | if (stringVarNames.Any() && doubleVarNames.Any())
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274 | strBuilder.AppendLine(",");
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275 | orderedNames = doubleVarNames.OrderBy(n => n, new NaturalStringComparer()).Select(n => "double " + VariableName2Identifier(n) + " /* " + n + " */");
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276 | strBuilder.Append(string.Join(", ", orderedNames));
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277 |
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278 |
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279 | strBuilder.AppendLine(") {");
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280 | strBuilder.Append("double result = ");
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281 | }
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282 |
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283 | private void GenerateFooter(StringBuilder strBuilder) {
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284 | strBuilder.AppendLine(";");
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285 |
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286 | strBuilder.AppendLine("return result;");
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287 | strBuilder.AppendLine("}");
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288 | strBuilder.AppendLine("}");
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289 | strBuilder.AppendLine("}");
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290 | }
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291 |
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292 | private void GenerateAverageSource(StringBuilder strBuilder) {
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293 | strBuilder.AppendLine("private static double Average(params double[] values) {");
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294 | strBuilder.AppendLine(" return values.Average();");
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295 | strBuilder.AppendLine("}");
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296 | }
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297 |
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298 | private void GenerateIfThenElseSource(StringBuilder strBuilder) {
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299 | strBuilder.AppendLine("private static double EvaluateIf(bool condition, double then, double @else) {");
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300 | strBuilder.AppendLine(" return condition ? then : @else;");
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301 | strBuilder.AppendLine("}");
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302 | }
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303 |
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304 | private void GenerateFactorSource(StringBuilder strBuilder) {
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305 | strBuilder.AppendLine("private static double EvaluateFactor(string factorValue, string[] factorValues, double[] constants) {");
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306 | strBuilder.AppendLine(" for(int i=0;i<factorValues.Length;i++) " +
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307 | " if(factorValues[i] == factorValue) return constants[i];" +
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308 | " throw new ArgumentException();");
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309 | strBuilder.AppendLine("}");
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310 | }
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311 |
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312 | private void GenerateBinaryFactorSource(StringBuilder strBuilder) {
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313 | strBuilder.AppendLine("private static double EvaluateBinaryFactor(string factorValue, string targetValue, double weight) {");
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314 | strBuilder.AppendLine(" return factorValue == targetValue ? weight : 0.0;");
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315 | strBuilder.AppendLine("}");
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316 | }
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317 |
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318 | }
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319 | }
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