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.Collections.Generic;
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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("LaTeX String Formatter", "Formatter for symbolic expression trees for import into LaTeX documents.")]
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33 | [StorableClass]
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34 | public sealed class SymbolicDataAnalysisExpressionLatexFormatter : NamedItem, ISymbolicExpressionTreeStringFormatter {
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35 | private readonly List<double> constants;
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36 | private int targetCount;
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37 | private int currentLag;
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38 | private string targetVariable;
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39 | private bool containsTimeSeriesSymbol;
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40 |
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41 | [StorableConstructor]
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42 | private SymbolicDataAnalysisExpressionLatexFormatter(bool deserializing) : base(deserializing) { }
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43 | private SymbolicDataAnalysisExpressionLatexFormatter(SymbolicDataAnalysisExpressionLatexFormatter original, Cloner cloner)
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44 | : base(original, cloner) {
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45 | constants = new List<double>(original.constants);
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46 | }
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47 | public SymbolicDataAnalysisExpressionLatexFormatter()
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48 | : base() {
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49 | Name = ItemName;
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50 | Description = ItemDescription;
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51 | constants = new List<double>();
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52 | }
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53 |
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54 | public override IDeepCloneable Clone(Cloner cloner) {
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55 | return new SymbolicDataAnalysisExpressionLatexFormatter(this, cloner);
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56 | }
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57 |
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58 | public string Format(ISymbolicExpressionTree symbolicExpressionTree) {
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59 | return Format(symbolicExpressionTree, null);
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60 | }
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61 | public string Format(ISymbolicExpressionTree symbolicExpressionTree, string targetVariable) {
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62 | try {
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63 | StringBuilder strBuilder = new StringBuilder();
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64 | constants.Clear();
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65 | this.targetVariable = targetVariable;
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66 | containsTimeSeriesSymbol = symbolicExpressionTree.IterateNodesBreadth().Any(n => IsTimeSeriesSymbol(n.Symbol));
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67 | strBuilder.AppendLine(FormatRecursively(symbolicExpressionTree.Root));
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68 | return strBuilder.ToString();
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69 | } catch (NotImplementedException ex) {
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70 | return ex.Message + Environment.NewLine + ex.StackTrace;
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71 | }
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72 | }
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73 | static bool IsTimeSeriesSymbol(ISymbol s) {
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74 | return s is TimeLag || s is Integral || s is Derivative || s is LaggedVariable;
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75 | }
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76 |
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77 | private string FormatRecursively(ISymbolicExpressionTreeNode node) {
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78 | StringBuilder strBuilder = new StringBuilder();
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79 | currentLag = 0;
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80 | FormatBegin(node, strBuilder);
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81 |
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82 | if (node.SubtreeCount > 0) {
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83 | strBuilder.Append(FormatRecursively(node.GetSubtree(0)));
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84 | }
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85 | int i = 1;
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86 | foreach (SymbolicExpressionTreeNode subTree in node.Subtrees.Skip(1)) {
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87 | FormatSep(node, strBuilder, i);
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88 | // format the whole subtree
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89 | strBuilder.Append(FormatRecursively(subTree));
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90 | i++;
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91 | }
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92 |
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93 | FormatEnd(node, strBuilder);
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94 |
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95 | return strBuilder.ToString();
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96 | }
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97 |
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98 | private void FormatBegin(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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99 | if (node.Symbol is Addition) {
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100 | strBuilder.Append(@" \left( ");
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101 | } else if (node.Symbol is Subtraction) {
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102 | if (node.SubtreeCount == 1) {
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103 | strBuilder.Append(@"- \left( ");
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104 | } else {
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105 | strBuilder.Append(@" \left( ");
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106 | }
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107 | } else if (node.Symbol is Multiplication) {
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108 | } else if (node.Symbol is Division) {
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109 | if (node.SubtreeCount == 1) {
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110 | strBuilder.Append(@" \cfrac{1}{");
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111 | } else {
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112 | strBuilder.Append(@" \cfrac{ ");
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113 | }
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114 | } else if (node.Symbol is Average) {
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115 | // skip output of (1/1) if only one subtree
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116 | if (node.SubtreeCount > 1) {
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117 | strBuilder.Append(@" \cfrac{1}{" + node.SubtreeCount + @"}");
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118 | }
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119 | strBuilder.Append(@" \left( ");
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120 | } else if (node.Symbol is Logarithm) {
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121 | strBuilder.Append(@"\log \left( ");
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122 | } else if (node.Symbol is Exponential) {
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123 | strBuilder.Append(@"\exp \left( ");
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124 | } else if (node.Symbol is Square) {
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125 | strBuilder.Append(@"\left(");
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126 | } else if (node.Symbol is SquareRoot) {
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127 | strBuilder.Append(@"\sqrt{");
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128 | } else if (node.Symbol is Sine) {
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129 | strBuilder.Append(@"\sin \left( ");
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130 | } else if (node.Symbol is Cosine) {
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131 | strBuilder.Append(@"\cos \left( ");
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132 | } else if (node.Symbol is Tangent) {
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133 | strBuilder.Append(@"\tan \left( ");
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134 | } else if (node.Symbol is AiryA) {
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135 | strBuilder.Append(@"\operatorname{airy}_a \left( ");
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136 | } else if (node.Symbol is AiryB) {
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137 | strBuilder.Append(@"\operatorname{airy}_b \left( ");
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138 | } else if (node.Symbol is Bessel) {
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139 | strBuilder.Append(@"\operatorname{bessel}_1 \left( ");
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140 | } else if (node.Symbol is CosineIntegral) {
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141 | strBuilder.Append(@"\operatorname{cosInt} \left( ");
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142 | } else if (node.Symbol is Dawson) {
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143 | strBuilder.Append(@"\operatorname{dawson} \left( ");
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144 | } else if (node.Symbol is Erf) {
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145 | strBuilder.Append(@"\operatorname{erf} \left( ");
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146 | } else if (node.Symbol is ExponentialIntegralEi) {
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147 | strBuilder.Append(@"\operatorname{expInt}_i \left( ");
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148 | } else if (node.Symbol is FresnelCosineIntegral) {
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149 | strBuilder.Append(@"\operatorname{fresnel}_\operatorname{cosInt} \left( ");
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150 | } else if (node.Symbol is FresnelSineIntegral) {
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151 | strBuilder.Append(@"\operatorname{fresnel}_\operatorname{sinInt} \left( ");
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152 | } else if (node.Symbol is Gamma) {
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153 | strBuilder.Append(@"\Gamma \left( ");
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154 | } else if (node.Symbol is HyperbolicCosineIntegral) {
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155 | strBuilder.Append(@"\operatorname{hypCosInt} \left( ");
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156 | } else if (node.Symbol is HyperbolicSineIntegral) {
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157 | strBuilder.Append(@"\operatorname{hypSinInt} \left( ");
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158 | } else if (node.Symbol is Norm) {
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159 | strBuilder.Append(@"\operatorname{norm} \left( ");
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160 | } else if (node.Symbol is Psi) {
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161 | strBuilder.Append(@"\operatorname{digamma} \left( ");
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162 | } else if (node.Symbol is SineIntegral) {
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163 | strBuilder.Append(@"\operatorname{sinInt} \left( ");
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164 | } else if (node.Symbol is GreaterThan) {
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165 | strBuilder.Append(@" \left( ");
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166 | } else if (node.Symbol is LessThan) {
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167 | strBuilder.Append(@" \left( ");
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168 | } else if (node.Symbol is And) {
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169 | strBuilder.Append(@" \left( \left( ");
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170 | } else if (node.Symbol is Or) {
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171 | strBuilder.Append(@" \left( \left( ");
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172 | } else if (node.Symbol is Not) {
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173 | strBuilder.Append(@" \neg \left( ");
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174 | } else if (node.Symbol is IfThenElse) {
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175 | strBuilder.Append(@" \operatorname{if} \left( ");
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176 | } else if (node.Symbol is Constant) {
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177 | var constNode = node as ConstantTreeNode;
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178 | if (constNode.Value.IsAlmost(1.0)) {
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179 | strBuilder.Append("1 ");
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180 | } else {
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181 | strBuilder.Append("c_{" + constants.Count + "} ");
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182 | constants.Add(constNode.Value);
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183 | }
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184 | } else if (node.Symbol is LaggedVariable) {
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185 | var laggedVarNode = node as LaggedVariableTreeNode;
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186 | if (!laggedVarNode.Weight.IsAlmost(1.0)) {
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187 | strBuilder.Append("c_{" + constants.Count + "} \\cdot ");
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188 | constants.Add(laggedVarNode.Weight);
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189 | }
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190 | strBuilder.Append(EscapeLatexString(laggedVarNode.VariableName));
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191 | strBuilder.Append(LagToString(currentLag + laggedVarNode.Lag));
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192 |
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193 | } else if (node.Symbol is Variable) {
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194 | var varNode = node as VariableTreeNode;
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195 | if (!varNode.Weight.IsAlmost((1.0))) {
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196 | strBuilder.Append("c_{" + constants.Count + "} \\cdot ");
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197 | constants.Add(varNode.Weight);
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198 | }
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199 | strBuilder.Append(EscapeLatexString(varNode.VariableName));
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200 | strBuilder.Append(LagToString(currentLag));
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201 | } else if (node.Symbol is ProgramRootSymbol) {
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202 | strBuilder
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203 | .AppendLine("\\begin{align*}")
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204 | .AppendLine("\\nonumber");
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205 | } else if (node.Symbol is Defun) {
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206 | var defunNode = node as DefunTreeNode;
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207 | strBuilder.Append(defunNode.FunctionName + " & = ");
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208 | } else if (node.Symbol is InvokeFunction) {
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209 | var invokeNode = node as InvokeFunctionTreeNode;
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210 | strBuilder.Append(invokeNode.Symbol.FunctionName + @" \left( ");
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211 | } else if (node.Symbol is StartSymbol) {
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212 | FormatStartSymbol(strBuilder);
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213 | } else if (node.Symbol is Argument) {
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214 | var argSym = node.Symbol as Argument;
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215 | strBuilder.Append(" ARG+" + argSym.ArgumentIndex + " ");
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216 | } else if (node.Symbol is Derivative) {
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217 | strBuilder.Append(@" \cfrac{d \left( ");
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218 | } else if (node.Symbol is TimeLag) {
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219 | var laggedNode = node as ILaggedTreeNode;
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220 | currentLag += laggedNode.Lag;
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221 | } else if (node.Symbol is Power) {
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222 | strBuilder.Append(@" \left( ");
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223 | } else if (node.Symbol is Root) {
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224 | strBuilder.Append(@" \left( ");
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225 | } else if (node.Symbol is Integral) {
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226 | // actually a new variable for t is needed in all subtrees (TODO)
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227 | var laggedTreeNode = node as ILaggedTreeNode;
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228 | strBuilder.Append(@"\sum_{t=" + (laggedTreeNode.Lag + currentLag) + @"}^0 \left( ");
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229 | } else if (node.Symbol is VariableCondition) {
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230 | var conditionTreeNode = node as VariableConditionTreeNode;
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231 | string p = @"1 / 1 + \exp - c_{" + constants.Count + "} ";
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232 | constants.Add(conditionTreeNode.Slope);
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233 | p += @" \cdot " + EscapeLatexString(conditionTreeNode.VariableName) + LagToString(currentLag) + " - c_{" + constants.Count + @"} ";
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234 | constants.Add(conditionTreeNode.Threshold);
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235 | strBuilder.Append(@" \left( " + p + @"\cdot ");
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236 | } else {
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237 | throw new NotImplementedException("Export of " + node.Symbol + " is not implemented.");
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238 | }
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239 | }
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240 |
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241 | private void FormatSep(ISymbolicExpressionTreeNode node, StringBuilder strBuilder, int step) {
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242 | if (node.Symbol is Addition) {
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243 | strBuilder.Append(" + ");
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244 | } else if (node.Symbol is Subtraction) {
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245 | strBuilder.Append(" - ");
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246 | } else if (node.Symbol is Multiplication) {
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247 | strBuilder.Append(@" \cdot ");
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248 | } else if (node.Symbol is Division) {
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249 | if (step + 1 == node.SubtreeCount)
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250 | strBuilder.Append(@"}{");
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251 | else
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252 | strBuilder.Append(@" }{ \cfrac{ ");
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253 | } else if (node.Symbol is Average) {
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254 | strBuilder.Append(@" + ");
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255 | } else if (node.Symbol is Logarithm) {
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256 | throw new InvalidOperationException();
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257 | } else if (node.Symbol is Exponential) {
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258 | throw new InvalidOperationException();
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259 | } else if (node.Symbol is Square) {
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260 | throw new InvalidOperationException();
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261 | } else if (node.Symbol is SquareRoot) {
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262 | throw new InvalidOperationException();
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263 | } else if (node.Symbol is Sine) {
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264 | throw new InvalidOperationException();
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265 | } else if (node.Symbol is Cosine) {
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266 | throw new InvalidOperationException();
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267 | } else if (node.Symbol is Tangent) {
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268 | throw new InvalidOperationException();
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269 | } else if (node.Symbol is AiryA) {
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270 | throw new InvalidOperationException();
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271 | } else if (node.Symbol is AiryB) {
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272 | throw new InvalidOperationException();
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273 | } else if (node.Symbol is Bessel) {
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274 | throw new InvalidOperationException();
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275 | } else if (node.Symbol is CosineIntegral) {
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276 | throw new InvalidOperationException();
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277 | } else if (node.Symbol is Dawson) {
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278 | throw new InvalidOperationException();
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279 | } else if (node.Symbol is Erf) {
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280 | throw new InvalidOperationException();
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281 | } else if (node.Symbol is ExponentialIntegralEi) {
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282 | throw new InvalidOperationException();
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283 | } else if (node.Symbol is FresnelCosineIntegral) {
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284 | throw new InvalidOperationException();
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285 | } else if (node.Symbol is FresnelSineIntegral) {
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286 | throw new InvalidOperationException();
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287 | } else if (node.Symbol is Gamma) {
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288 | throw new InvalidOperationException();
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289 | } else if (node.Symbol is HyperbolicCosineIntegral) {
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290 | throw new InvalidOperationException();
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291 | } else if (node.Symbol is HyperbolicSineIntegral) {
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292 | throw new InvalidOperationException();
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293 | } else if (node.Symbol is Norm) {
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294 | throw new InvalidOperationException();
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295 | } else if (node.Symbol is Psi) {
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296 | throw new InvalidOperationException();
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297 | } else if (node.Symbol is SineIntegral) {
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298 | throw new InvalidOperationException();
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299 | } else if (node.Symbol is GreaterThan) {
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300 | strBuilder.Append(@" > ");
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301 | } else if (node.Symbol is LessThan) {
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302 | strBuilder.Append(@" < ");
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303 | } else if (node.Symbol is And) {
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304 | strBuilder.Append(@" > 0 \right) \land \left(");
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305 | } else if (node.Symbol is Or) {
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306 | strBuilder.Append(@" > 0 \right) \lor \left(");
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307 | } else if (node.Symbol is Not) {
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308 | throw new InvalidOperationException();
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309 | } else if (node.Symbol is IfThenElse) {
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310 | strBuilder.Append(@" , ");
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311 | } else if (node.Symbol is ProgramRootSymbol) {
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312 | strBuilder.Append(@"\\" + Environment.NewLine);
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313 | } else if (node.Symbol is Defun) {
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314 | } else if (node.Symbol is InvokeFunction) {
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315 | strBuilder.Append(" , ");
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316 | } else if (node.Symbol is StartSymbol) {
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317 | strBuilder.Append(@"\\" + Environment.NewLine);
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318 | FormatStartSymbol(strBuilder);
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319 | } else if (node.Symbol is Power) {
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320 | strBuilder.Append(@"\right) ^ { \operatorname{round} \left(");
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321 | } else if (node.Symbol is Root) {
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322 | strBuilder.Append(@"\right) ^ { \cfrac{1}{ \operatorname{round} \left(");
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323 | } else if (node.Symbol is VariableCondition) {
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324 | var conditionTreeNode = node as VariableConditionTreeNode;
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325 | string p = @"1 / \left( 1 + \exp \left( - c_{" + constants.Count + "} ";
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326 | constants.Add(conditionTreeNode.Slope);
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327 | p += @" \cdot " + EscapeLatexString(conditionTreeNode.VariableName) + LagToString(currentLag) + " - c_{" + constants.Count + @"} \right) \right) \right) ";
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328 | constants.Add(conditionTreeNode.Threshold);
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329 | strBuilder.Append(@" + \left( 1 - " + p + @" \right) \cdot ");
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330 | } else {
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331 | throw new NotImplementedException("Export of " + node.Symbol + " is not implemented.");
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332 | }
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333 | }
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334 |
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335 | private void FormatEnd(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
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336 | if (node.Symbol is Addition) {
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337 | strBuilder.Append(@" \right) ");
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338 | } else if (node.Symbol is Subtraction) {
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339 | strBuilder.Append(@" \right) ");
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340 | } else if (node.Symbol is Multiplication) {
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341 | } else if (node.Symbol is Division) {
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342 | strBuilder.Append(" } ");
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343 | for (int i = 2; i < node.SubtreeCount; i++)
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344 | strBuilder.Append(" } ");
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345 | } else if (node.Symbol is Average) {
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346 | strBuilder.Append(@" \right) ");
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347 | } else if (node.Symbol is Logarithm) {
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348 | strBuilder.Append(@" \right) ");
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349 | } else if (node.Symbol is Exponential) {
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350 | strBuilder.Append(@" \right) ");
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351 | } else if (node.Symbol is Square) {
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352 | strBuilder.Append(@"\right)^2");
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353 | } else if (node.Symbol is SquareRoot) {
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354 | strBuilder.Append(@"}");
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355 | } else if (node.Symbol is Sine) {
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356 | strBuilder.Append(@" \right) ");
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357 | } else if (node.Symbol is Cosine) {
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358 | strBuilder.Append(@" \right) ");
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359 | } else if (node.Symbol is Tangent) {
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360 | strBuilder.Append(@" \right) ");
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361 | } else if (node.Symbol is AiryA) {
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362 | strBuilder.Append(@" \right) ");
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363 | } else if (node.Symbol is AiryB) {
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364 | strBuilder.Append(@" \right) ");
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365 | } else if (node.Symbol is Bessel) {
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366 | strBuilder.Append(@" \right) ");
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367 | } else if (node.Symbol is CosineIntegral) {
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368 | strBuilder.Append(@" \right) ");
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369 | } else if (node.Symbol is Dawson) {
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370 | strBuilder.Append(@" \right) ");
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371 | } else if (node.Symbol is Erf) {
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372 | strBuilder.Append(@" \right) ");
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373 | } else if (node.Symbol is ExponentialIntegralEi) {
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374 | strBuilder.Append(@" \right) ");
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375 | } else if (node.Symbol is FresnelCosineIntegral) {
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376 | strBuilder.Append(@" \right) ");
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377 | } else if (node.Symbol is FresnelSineIntegral) {
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378 | strBuilder.Append(@" \right) ");
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379 | } else if (node.Symbol is Gamma) {
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380 | strBuilder.Append(@" \right) ");
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381 | } else if (node.Symbol is HyperbolicCosineIntegral) {
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382 | strBuilder.Append(@" \right) ");
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383 | } else if (node.Symbol is HyperbolicSineIntegral) {
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384 | strBuilder.Append(@" \right) ");
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385 | } else if (node.Symbol is Norm) {
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386 | strBuilder.Append(@" \right) ");
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387 | } else if (node.Symbol is Psi) {
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388 | strBuilder.Append(@" \right) ");
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389 | } else if (node.Symbol is SineIntegral) {
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390 | strBuilder.Append(@" \right) ");
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391 | } else if (node.Symbol is GreaterThan) {
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392 | strBuilder.Append(@" \right) ");
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393 | } else if (node.Symbol is LessThan) {
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394 | strBuilder.Append(@" \right) ");
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395 | } else if (node.Symbol is And) {
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396 | strBuilder.Append(@" > 0 \right) \right) ");
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397 | } else if (node.Symbol is Or) {
|
---|
398 | strBuilder.Append(@" > 0 \right) \right) ");
|
---|
399 | } else if (node.Symbol is Not) {
|
---|
400 | strBuilder.Append(@" \right) ");
|
---|
401 | } else if (node.Symbol is IfThenElse) {
|
---|
402 | strBuilder.Append(@" \right) ");
|
---|
403 | } else if (node.Symbol is Constant) {
|
---|
404 | } else if (node.Symbol is LaggedVariable) {
|
---|
405 | } else if (node.Symbol is Variable) {
|
---|
406 | } else if (node.Symbol is ProgramRootSymbol) {
|
---|
407 | strBuilder
|
---|
408 | .AppendLine("\\end{align*}")
|
---|
409 | .AppendLine("\\begin{align*}")
|
---|
410 | .AppendLine("\\nonumber");
|
---|
411 | // output all constant values
|
---|
412 | if (constants.Count > 0) {
|
---|
413 | int i = 0;
|
---|
414 | foreach (var constant in constants) {
|
---|
415 | // replace "." with ".&" to align decimal points
|
---|
416 | var constStr = string.Format(System.Globalization.NumberFormatInfo.InvariantInfo, "{0:G5}", constant);
|
---|
417 | if (!constStr.Contains(".")) constStr = constStr + ".0";
|
---|
418 | constStr = constStr.Replace(".", "&."); // fix problem in rendering of aligned expressions
|
---|
419 | strBuilder.Append("c_{" + i + "}& = & " + constStr);
|
---|
420 | strBuilder.Append(@"\\");
|
---|
421 | i++;
|
---|
422 | }
|
---|
423 | }
|
---|
424 | strBuilder.AppendLine("\\end{align*}");
|
---|
425 | } else if (node.Symbol is Defun) {
|
---|
426 | } else if (node.Symbol is InvokeFunction) {
|
---|
427 | strBuilder.Append(@" \right) ");
|
---|
428 | } else if (node.Symbol is StartSymbol) {
|
---|
429 | } else if (node.Symbol is Argument) {
|
---|
430 | } else if (node.Symbol is Derivative) {
|
---|
431 | strBuilder.Append(@" \right) }{dt} ");
|
---|
432 | } else if (node.Symbol is TimeLag) {
|
---|
433 | var laggedNode = node as ILaggedTreeNode;
|
---|
434 | currentLag -= laggedNode.Lag;
|
---|
435 | } else if (node.Symbol is Power) {
|
---|
436 | strBuilder.Append(@" \right) } ");
|
---|
437 | } else if (node.Symbol is Root) {
|
---|
438 | strBuilder.Append(@" \right) } } ");
|
---|
439 | } else if (node.Symbol is Integral) {
|
---|
440 | strBuilder.Append(@" \right) ");
|
---|
441 | } else if (node.Symbol is VariableCondition) {
|
---|
442 | strBuilder.Append(@"\right) ");
|
---|
443 | } else {
|
---|
444 | throw new NotImplementedException("Export of " + node.Symbol + " is not implemented.");
|
---|
445 | }
|
---|
446 | }
|
---|
447 |
|
---|
448 | private void FormatStartSymbol(StringBuilder strBuilder) {
|
---|
449 | strBuilder.Append(targetVariable ?? "target_" + (targetCount++));
|
---|
450 | if (containsTimeSeriesSymbol)
|
---|
451 | strBuilder.Append("(t)");
|
---|
452 | strBuilder.Append(" & = ");
|
---|
453 | }
|
---|
454 |
|
---|
455 | private string LagToString(int lag) {
|
---|
456 | if (lag < 0) {
|
---|
457 | return "(t" + lag + ")";
|
---|
458 | } else if (lag > 0) {
|
---|
459 | return "(t+" + lag + ")";
|
---|
460 | } else return "";
|
---|
461 | }
|
---|
462 |
|
---|
463 | private string EscapeLatexString(string s) {
|
---|
464 | return "\\text{" +
|
---|
465 | s
|
---|
466 | .Replace("\\", "\\\\")
|
---|
467 | .Replace("{", "\\{")
|
---|
468 | .Replace("}", "\\}")
|
---|
469 | + "}";
|
---|
470 | }
|
---|
471 | }
|
---|
472 | }
|
---|