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;
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23 | using System.Globalization;
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24 | using System.Linq;
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25 | using System.Text;
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26 | using HeuristicLab.Common;
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27 | using HeuristicLab.Core;
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28 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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29 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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30 |
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31 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
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32 | [Item("Mathematica Symbolic Expression Tree Formatter", "A string formatter that converts symbolic expression trees to Mathematica expressions.")]
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33 | [StorableClass]
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34 | public sealed class SymbolicDataAnalysisExpressionMathematicaFormatter : NamedItem, ISymbolicExpressionTreeStringFormatter {
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35 | [StorableConstructor]
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36 | private SymbolicDataAnalysisExpressionMathematicaFormatter(bool deserializing) : base(deserializing) { }
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37 | private SymbolicDataAnalysisExpressionMathematicaFormatter(SymbolicDataAnalysisExpressionMathematicaFormatter original, Cloner cloner) : base(original, cloner) { }
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38 | public SymbolicDataAnalysisExpressionMathematicaFormatter()
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39 | : base() {
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40 | Name = ItemName;
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41 | Description = ItemDescription;
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42 | }
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43 | public override IDeepCloneable Clone(Cloner cloner) {
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44 | return new SymbolicDataAnalysisExpressionMathematicaFormatter(this, cloner);
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45 | }
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46 |
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47 | public string Format(ISymbolicExpressionTree symbolicExpressionTree) {
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48 | // skip root and start symbols
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49 | StringBuilder strBuilder = new StringBuilder();
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50 | FormatRecursively(symbolicExpressionTree.Root.GetSubtree(0).GetSubtree(0), strBuilder);
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51 | return strBuilder.ToString();
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52 | }
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53 |
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54 | private void FormatRecursively(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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55 | if(node.Subtrees.Any()) {
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56 | if(node.Symbol is Addition) {
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57 | FormatFunction(node, "Plus", strBuilder);
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58 | } else if(node.Symbol is Average) {
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59 | FormatAverage(node, strBuilder);
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60 | } else if(node.Symbol is Multiplication) {
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61 | FormatFunction(node, "Times", strBuilder);
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62 | } else if(node.Symbol is Subtraction) {
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63 | FormatSubtraction(node, strBuilder);
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64 | } else if(node.Symbol is Division) {
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65 | FormatDivision(node, strBuilder);
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66 | } else if(node.Symbol is Sine) {
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67 | FormatFunction(node, "Sin", strBuilder);
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68 | } else if(node.Symbol is Cosine) {
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69 | FormatFunction(node, "Cos", strBuilder);
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70 | } else if(node.Symbol is Tangent) {
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71 | FormatFunction(node, "Tan", strBuilder);
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72 | } else if(node.Symbol is Exponential) {
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73 | FormatFunction(node, "Exp", strBuilder);
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74 | } else if(node.Symbol is Logarithm) {
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75 | FormatFunction(node, "Log", strBuilder);
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76 | } else if(node.Symbol is IfThenElse) {
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77 | FormatIf(node, strBuilder);
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78 | } else if(node.Symbol is GreaterThan) {
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79 | strBuilder.Append("If[Greater[");
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80 | FormatRecursively(node.GetSubtree(0), strBuilder);
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81 | strBuilder.Append(",");
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82 | FormatRecursively(node.GetSubtree(1), strBuilder);
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83 | strBuilder.Append("], 1, -1]");
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84 | } else if(node.Symbol is LessThan) {
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85 | strBuilder.Append("If[Less[");
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86 | FormatRecursively(node.GetSubtree(0), strBuilder);
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87 | strBuilder.Append(",");
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88 | FormatRecursively(node.GetSubtree(1), strBuilder);
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89 | strBuilder.Append("], 1, -1]");
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90 | } else if(node.Symbol is And) {
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91 | FormatAnd(node, strBuilder);
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92 | } else if(node.Symbol is Not) {
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93 | strBuilder.Append("If[Greater[");
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94 | FormatRecursively(node.GetSubtree(0), strBuilder);
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95 | strBuilder.Append(", 0], -1, 1]");
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96 | } else if(node.Symbol is Or) {
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97 | FormatOr(node, strBuilder);
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98 | } else if(node.Symbol is Xor) {
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99 | FormatXor(node, strBuilder);
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100 | } else if(node.Symbol is Square) {
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101 | FormatSquare(node, strBuilder);
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102 | } else if(node.Symbol is SquareRoot) {
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103 | FormatFunction(node, "Sqrt", strBuilder);
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104 | } else if(node.Symbol is Power) {
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105 | FormatFunction(node, "Power", strBuilder);
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106 | } else if(node.Symbol is Root) {
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107 | FormatRoot(node, strBuilder);
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108 | } else {
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109 | throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " is not supported.");
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110 | }
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111 | } else {
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112 | // terminals
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113 | if(node.Symbol is Variable) {
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114 | var varNode = node as VariableTreeNode;
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115 | strBuilder.AppendFormat("Times[{0}, {1}]", varNode.VariableName, varNode.Weight.ToString("G17", CultureInfo.InvariantCulture));
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116 | } else if(node.Symbol is Constant) {
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117 | var constNode = node as ConstantTreeNode;
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118 | strBuilder.Append(constNode.Value.ToString("G17", CultureInfo.InvariantCulture));
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119 | } else if(node.Symbol is FactorVariable) {
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120 | var factorNode = node as FactorVariableTreeNode;
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121 | strBuilder.AppendFormat("Switch[{0},", factorNode.VariableName);
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122 | var varValues = factorNode.Symbol.GetVariableValues(factorNode.VariableName).ToArray();
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123 | var weights = varValues.Select(factorNode.GetValue).ToArray();
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124 |
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125 | var weightStr = string.Join(", ",
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126 | varValues.Zip(weights, (s, d) => string.Format(CultureInfo.InvariantCulture, "\"{0}\", {1:G17}", s, d)));
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127 | strBuilder.Append(weightStr);
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128 | strBuilder.Append("]");
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129 | } else if(node.Symbol is BinaryFactorVariable) {
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130 | var factorNode = node as BinaryFactorVariableTreeNode;
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131 | strBuilder.AppendFormat(CultureInfo.InvariantCulture, "If[{0}==\"{1}\",{2:G17},0.0]",
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132 | factorNode.VariableName, factorNode.VariableValue, factorNode.Weight);
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133 | } else {
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134 | throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " is not supported.");
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135 | }
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136 | }
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137 | }
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138 |
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139 | private void FormatXor(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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140 | strBuilder.Append("If[Xor[");
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141 | foreach(var t in node.Subtrees) {
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142 | strBuilder.Append("Greater[");
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143 | FormatRecursively(t, strBuilder);
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144 | strBuilder.Append(", 0]");
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145 | if(t != node.Subtrees.Last()) strBuilder.Append(",");
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146 | }
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147 | strBuilder.Append("], 1, -1]");
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148 | }
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149 |
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150 | private void FormatOr(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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151 | strBuilder.Append("If[Or[");
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152 | foreach(var t in node.Subtrees) {
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153 | strBuilder.Append("Greater[");
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154 | FormatRecursively(t, strBuilder);
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155 | strBuilder.Append(", 0]");
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156 | if(t != node.Subtrees.Last()) strBuilder.Append(",");
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157 | }
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158 | strBuilder.Append("], 1, -1]");
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159 | }
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160 |
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161 | private void FormatAnd(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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162 | strBuilder.Append("If[And[");
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163 | foreach(var t in node.Subtrees) {
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164 | strBuilder.Append("Greater[");
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165 | FormatRecursively(t, strBuilder);
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166 | strBuilder.Append(", 0]");
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167 | if(t != node.Subtrees.Last()) strBuilder.Append(",");
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168 | }
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169 | strBuilder.Append("], 1, -1]");
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170 | }
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171 |
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172 | private void FormatIf(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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173 | strBuilder.Append("If[Greater[");
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174 | FormatRecursively(node.GetSubtree(0), strBuilder);
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175 | strBuilder.Append(", 0], ");
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176 | FormatRecursively(node.GetSubtree(1), strBuilder);
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177 | strBuilder.Append(", ");
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178 | FormatRecursively(node.GetSubtree(2), strBuilder);
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179 | strBuilder.Append("]");
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180 | }
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181 |
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182 | private void FormatAverage(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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183 | // mean function needs a list of values
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184 | strBuilder.Append("Mean[{");
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185 | FormatRecursively(node.GetSubtree(0), strBuilder);
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186 | for(int i = 1; i < node.SubtreeCount; i++) {
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187 | strBuilder.Append(",");
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188 | FormatRecursively(node.GetSubtree(i), strBuilder);
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189 | }
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190 | strBuilder.Append("}]");
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191 | }
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192 |
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193 | private void FormatSubtraction(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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194 | strBuilder.Append("Subtract[");
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195 | FormatRecursively(node.GetSubtree(0), strBuilder);
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196 | strBuilder.Append(", Times[-1");
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197 | foreach(var t in node.Subtrees) {
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198 | strBuilder.Append(",");
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199 | FormatRecursively(t, strBuilder);
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200 | }
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201 | strBuilder.Append("]]");
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202 | }
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203 |
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204 | private void FormatSquare(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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205 | strBuilder.Append("Power[");
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206 | FormatRecursively(node.GetSubtree(0), strBuilder);
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207 | strBuilder.Append(", 2]");
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208 | }
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209 |
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210 | private void FormatRoot(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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211 | strBuilder.Append("Power[");
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212 | FormatRecursively(node.GetSubtree(0), strBuilder);
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213 | strBuilder.Append(", Divide[1,");
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214 | FormatRecursively(node.GetSubtree(1), strBuilder);
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215 | strBuilder.Append("]]");
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216 | }
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217 |
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218 | private void FormatDivision(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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219 | if(node.SubtreeCount == 1) {
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220 | strBuilder.Append("Divide[1, ");
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221 | FormatRecursively(node.GetSubtree(0), strBuilder);
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222 | strBuilder.Append("]");
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223 | } else {
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224 | strBuilder.Append("Divide[");
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225 | FormatRecursively(node.GetSubtree(0), strBuilder);
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226 | strBuilder.Append(", Times[");
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227 | FormatRecursively(node.GetSubtree(1), strBuilder);
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228 | for(int i = 2; i < node.SubtreeCount; i++) {
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229 | strBuilder.Append(",");
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230 | FormatRecursively(node.GetSubtree(i), strBuilder);
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231 | }
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232 | strBuilder.Append("]]");
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233 | }
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234 | }
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235 |
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236 | private void FormatFunction(ISymbolicExpressionTreeNode node, string function, StringBuilder strBuilder) {
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237 | strBuilder.Append(function + "[");
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238 | foreach(var child in node.Subtrees) {
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239 | FormatRecursively(child, strBuilder);
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240 | if(child != node.Subtrees.Last())
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241 | strBuilder.Append(", ");
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242 | }
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243 | strBuilder.Append("]");
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244 | }
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245 | }
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246 | }
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