1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2014 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.IO;
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25 | using System.Linq;
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26 | using HeuristicLab.Core;
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27 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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28 | using HeuristicLab.EvolutionTracking;
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29 |
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30 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
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31 | public static class SymbolicDataAnalysisExpressionTracing {
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32 | public static FragmentGraph TraceSubtree(IGenealogyGraphNode<ISymbolicExpressionTree> graphNode, int subtreeIndex) {
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33 | var graph = new FragmentGraph();
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34 | var vertices = Trace(graphNode, subtreeIndex).ToList();
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35 | graph.AddVertices(vertices);
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36 | return graph;
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37 | }
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38 | /// <summary>
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39 | /// Traces a subtree in a genealogy of individuals, tracking down it's genetic components
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40 | /// </summary>
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41 | /// <param name="graphNode">The point in the genealogy where to start the tracing from</param>
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42 | /// <param name="subtreeIndex">The traced subtree preorder index in the current tree</param>
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43 | /// <param name="parentNode">The parent node in the fragment graph if there is any</param>
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44 | /// <returns></returns>
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45 | private static IEnumerable<FragmentNode> Trace(IGenealogyGraphNode<ISymbolicExpressionTree> graphNode, int subtreeIndex, FragmentNode parentNode = null) {
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46 | var node = graphNode; // current node
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47 | var index = subtreeIndex; // current index
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48 | var parent = parentNode; // current parent
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49 |
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50 | IGenealogyGraphNode<ISymbolicExpressionTree> n1 = null;
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51 | int i1 = -1;
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52 |
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53 | while (true) {
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54 | if (node == n1 && index == i1)
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55 | throw new InvalidOperationException("Infinite loop detected");
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56 |
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57 | n1 = node;
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58 | i1 = index;
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59 |
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60 | if (!node.Parents.Any()) {
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61 | // no tracing if there are no parents, return a fragment node representing the current trace
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62 | var fragmentNode = new FragmentNode(node.Data) { SubtreeIndex = index };
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63 | if (parent != null) {
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64 | var arc = new GenealogyGraphArc(parent, fragmentNode);
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65 | parent.AddArc(arc);
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66 | fragmentNode.AddArc(arc);
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67 | }
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68 | yield return fragmentNode;
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69 | break;
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70 | }
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71 | var parents = node.Parents.ToList();
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72 | var fragment = (IFragment<ISymbolicExpressionTreeNode>)node.InArcs.Last().Data;
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73 |
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74 | if (fragment == null) {
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75 | // the fragment can be null for two reasons:
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76 | // 1) the individual is an elite
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77 | // 2) the crossover/mutation made no changes to the root parent (or there is a bug in fragment identification)
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78 | if (index >= parents[0].Data.Length) {
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79 | throw new InvalidOperationException("Index exceeds tree length.");
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80 | }
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81 | node = parents[0];
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82 | continue;
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83 | }
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84 |
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85 | var fragmentLength = fragment.Root.GetLength();
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86 | var tree = node.Data;
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87 | var subtree = tree.NodeAt(index);
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88 | var subtreeLength = subtree.GetLength();
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89 |
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90 | #region mutation tracing
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91 | if (parents.Count == 1) {
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92 | // we are tracing a mutation operation
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93 | var fragmentNode = new FragmentNode(node.Data) {
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94 | SubtreeIndex = index,
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95 | FragmentIndex = fragment.Index1
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96 | };
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97 | if (parent != null) {
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98 | var arc = new Arc(parent, fragmentNode);
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99 | parent.AddArc(arc);
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100 | fragmentNode.AddArc(arc);
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101 | }
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102 | if (node == parents[0])
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103 | throw new InvalidOperationException("Node == parents[0]");
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104 |
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105 | node = parents[0];
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106 |
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107 | if (index == fragment.Index1) {
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108 | // index stays the same
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109 | } else if (fragment.Index1 < index) {
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110 | if (index < fragment.Index1 + fragmentLength) {
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111 | // in the case of mutation, the fragment could have been introduced via a node replacement
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112 | // there is no guarantee the subtree exists above this level, therefore the index is set to the fragment index
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113 | index = fragment.Index1;
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114 | } else {
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115 | // subtree outside of fragment
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116 | index += node.Data.NodeAt(fragment.Index1).GetLength() - fragmentLength;
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117 | }
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118 | } else if (index < fragment.Index1) {
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119 | if (fragment.Index1 < index + subtreeLength) {
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120 | // subtree contains fragment
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121 | index = fragment.Index1;
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122 | } else {
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123 | // index stays the same
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124 | }
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125 | }
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126 | yield return fragmentNode;
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127 | if (node == graphNode && index == subtreeIndex)
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128 | throw new ArgumentException("Infinite recursion detected");
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129 | var up = Trace(node, index, fragmentNode).ToList(); // force immediate query execution
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130 | foreach (var v in up) { yield return v; }
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131 | break;
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132 | }
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133 | #endregion
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134 |
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135 | #region crossover tracing
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136 | if (parents.Count == 2) {
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137 | if (node == parents[0])
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138 | throw new InvalidOperationException("Node == parents[0]");
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139 | if (node == parents[1])
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140 | throw new InvalidOperationException("Node == parents[1]");
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141 | // we are tracing a crossover operation
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142 | if (fragment.Index1 == index) {
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143 | node = parents[1]; // take second parent which contains the fragment
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144 | index = fragment.Index2;
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145 | continue;
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146 | }
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147 |
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148 | if (fragment.Index1 < index) {
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149 | if (fragment.Index1 + fragmentLength > index) {
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150 | node = parents[1]; // fragment contains subtree, take second parent
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151 | index += fragment.Index2 - fragment.Index1; // the subtree has the same index relative to the fragment
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152 | } else {
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153 | // fragment distinct from subtree
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154 | node = parents[0]; // take first parent which contains the subtree
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155 | index += node.Data.NodeAt(fragment.Index1).GetLength() - fragmentLength; // subtreeIndex must be adjusted according to swapped fragments sizes
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156 | }
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157 | continue;
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158 | }
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159 |
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160 | if (fragment.Index1 > index) {
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161 | if (fragment.Index1 < index + subtreeLength) {
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162 | // subtree contains fragment => branching point in the fragment graph
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163 | var fragmentNode = new FragmentNode(node.Data) {
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164 | SubtreeIndex = index,
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165 | FragmentIndex = fragment.Index1
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166 | };
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167 | if (parent != null) {
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168 | var arc = new GenealogyGraphArc(parent, fragmentNode);
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169 | parent.AddArc(arc);
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170 | fragmentNode.AddArc(arc);
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171 | }
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172 | yield return fragmentNode;
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173 |
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174 | if (parents[1].Data.NodeAt(fragment.Index2).GetLength() != fragmentLength) {
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175 | throw new Exception("Fragment lengths should match!");
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176 | }
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177 | // the two paths below ("left" and "right") correspond to the subtree and the fragment, respectively
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178 | var left = Trace(parents[0], index, fragmentNode); // trace subtree
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179 | var right = Trace(parents[1], fragment.Index2, fragmentNode); // trace fragment
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180 | foreach (var v in left.Concat(right)) { yield return v; }
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181 | break;
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182 | } else {
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183 | node = parents[0]; // fragment distinct from subtree: update node, index remains unchanged
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184 | }
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185 | }
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186 | }
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187 | #endregion
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188 | }
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189 | }
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190 |
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191 | private static string ViewAsText(this ISymbolicExpressionTreeNode root) {
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192 | var writer = new StringWriter();
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193 | SymbolicExpressionTreeHierarchicalFormatter.RenderNode(writer, root, string.Empty);
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194 | return writer.ToString();
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195 | }
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196 | }
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197 | }
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