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.Drawing;
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25 | using System.Linq;
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26 | using System.Windows.Forms;
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27 | using HeuristicLab.Common;
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28 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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29 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Views;
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30 | using HeuristicLab.EvolutionTracking;
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31 | using HeuristicLab.EvolutionTracking.Views;
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32 | using HeuristicLab.MainForm;
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33 | using HeuristicLab.Problems.DataAnalysis.Symbolic;
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34 |
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35 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic.Views {
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36 | [View("SymbolicDataAnalysisGenealogyGraphView")]
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37 | [Content(typeof(IGenealogyGraph<ISymbolicExpressionTree>), IsDefaultView = true)]
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38 | public partial class SymbolicDataAnalysisGenealogyGraphView : SymbolicDataAnalysisGenealogyGraphViewDesignable {
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39 | private readonly ISymbolicExpressionTreeNodeEqualityComparer comparer;
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40 |
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41 | private TraceData lastTd;
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42 |
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43 | private ISymbolicExpressionTreeNode clonedSubtree;
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44 | private Dictionary<ISymbolicExpressionTreeNode, ISymbolicExpressionTreeNode> clonedMap;
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45 |
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46 | private ISymbolicExpressionTreeNode selectedSubtree;
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47 | private ISymbolicExpressionTreeNode SelectedSubtree {
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48 | get { return selectedSubtree; }
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49 | set {
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50 | if (value == null) return;
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51 | selectedSubtree = value;
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52 | // the code below enables a "shadow" copy of the selected subtree which is used for matching against the graph
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53 | clonedSubtree = (ISymbolicExpressionTreeNode)selectedSubtree.Clone();
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54 | clonedMap = new Dictionary<ISymbolicExpressionTreeNode, ISymbolicExpressionTreeNode>();
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55 | var e1 = selectedSubtree.IterateNodesPrefix().GetEnumerator();
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56 | var e2 = clonedSubtree.IterateNodesPrefix().GetEnumerator();
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57 |
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58 | while (e1.MoveNext() && e2.MoveNext()) {
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59 | clonedMap.Add(e1.Current, e2.Current);
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60 | }
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61 | }
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62 | }
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63 |
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64 | // we use the symbolic expression tree chart to call the drawing routines
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65 | // and highlight relevant tree parts
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66 | public SymbolicExpressionTreeChart SymbolicExpressionTreeChart {
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67 | get {
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68 | var view = (GraphicalSymbolicExpressionTreeView)base.viewHost.ActiveView;
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69 | return view == null ? null : view.SymbolicExpressionTreeChart;
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70 | }
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71 | }
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72 |
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73 | public SymbolicDataAnalysisGenealogyGraphView() {
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74 | InitializeComponent();
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75 | comparer = new SymbolicExpressionTreeNodeEqualityComparer();
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76 | viewHost.ViewType = typeof(GraphicalSymbolicExpressionTreeView);
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77 | }
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78 | #region event handlers
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79 | protected override void OnContentChanged() {
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80 | base.OnContentChanged();
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81 | if (Content != null && Content != genealogyGraphChart.GenealogyGraph) {
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82 | genealogyGraphChart.GenealogyGraph = Content;
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83 | }
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84 | }
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85 |
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86 | protected override void RegisterContentEvents() {
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87 | base.RegisterContentEvents();
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88 | if (SymbolicExpressionTreeChart != null)
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89 | SymbolicExpressionTreeChart.SymbolicExpressionTreeNodeClicked += treeChart_SymbolicExpressionTreeNodeClicked;
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90 | }
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91 |
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92 | protected override void DeregisterContentEvents() {
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93 | if (SymbolicExpressionTreeChart != null)
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94 | SymbolicExpressionTreeChart.SymbolicExpressionTreeNodeClicked -= treeChart_SymbolicExpressionTreeNodeClicked;
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95 | base.DeregisterContentEvents();
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96 | }
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97 |
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98 | public override void graphChart_GenealogyGraphNodeClicked(object sender, MouseEventArgs args) {
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99 | base.graphChart_GenealogyGraphNodeClicked(sender, args);
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100 | var visualNode = (VisualGenealogyGraphNode)sender;
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101 | var graphNode = (IGenealogyGraphNode<ISymbolicExpressionTree>)visualNode.Data;
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102 |
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103 | lastTd = null;
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104 |
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105 | nodeQualityLabel.Text = string.Format("{0:0.000}", graphNode.Quality);
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106 | nodeRankLabel.Text = string.Format("{0:0.0}", graphNode.Rank);
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107 | nodeDegreeLabel.Text = string.Format("{0} / {1}", graphNode.InDegree, graphNode.OutDegree);
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108 | nodeWeightLabel.Text = string.Format("{0:0.00}", graphNode.Weight);
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109 |
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110 | // update the righthand side tree view when another genealogy graph node is selected
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111 | UpdateTreeChart(graphNode);
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112 |
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113 | if (!graphNode.InArcs.Any()) return; // node has no ancestors, nothing to do
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114 |
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115 | if (openNew_CheckBox.Checked) {
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116 | // get the ancestors into a new view
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117 | var cloner = new Cloner();
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118 | // clone arcs and vertices and use them to create a new graph
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119 | // that will include just the individual and its ancestors
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120 | var graph = new GenealogyGraph<ISymbolicExpressionTree>();
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121 | var ancestors = new[] { graphNode }.Concat(graphNode.Ancestors).ToList();
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122 | graph.AddVertices(ancestors.Select(cloner.Clone));
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123 | graph.AddArcs(ancestors.SelectMany(x => x.InArcs).Select(cloner.Clone));
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124 | MainFormManager.MainForm.ShowContent(graph);
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125 | }
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126 | }
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127 |
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128 | private void UpdateTreeChart(IGenealogyGraphNode<ISymbolicExpressionTree> graphNode) {
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129 | SymbolicExpressionTreeChart.Tree = graphNode.Data;
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130 | var nodes = graphNode.Data.IterateNodesPrefix().ToList();
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131 | // calculate max only in the current generation
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132 | var max = Content.Vertices.Max(x => x.Data.IterateNodesPrefix().Max(n => n.NodeWeight));
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133 | if (max.IsAlmost(0)) max = 1;
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134 | // we skip the program root node because it's useless for display and it just takes space in the chart
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135 | foreach (var n in nodes.Skip(1)) {
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136 | var visualSymbolicExpressionTreeNode = SymbolicExpressionTreeChart.GetVisualSymbolicExpressionTreeNode(n);
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137 | visualSymbolicExpressionTreeNode.ToolTip += Environment.NewLine + string.Format("Weight: {0:0}", n.NodeWeight);
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138 | var i = (int)Math.Round(n.NodeWeight / max * 255);
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139 | var fillColor = Color.FromArgb(i, Color.Red);
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140 | treeChart_HighlightSubtree(n, null, fillColor);
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141 | }
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142 |
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143 | if (!graphNode.InArcs.Any())
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144 | return;
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145 | var data = graphNode.InArcs.Last().Data;
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146 | var fragment = data as IFragment<ISymbolicExpressionTreeNode>;
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147 | var td = lastTd;
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148 |
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149 | if (fragment != null) {
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150 | // highlight the fragment with a blue line color
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151 | foreach (var n in graphNode.Data.NodeAt(fragment.Index1).IterateNodesPrefix()) {
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152 | treeChart_HighlightSubtree(n, Color.CornflowerBlue);
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153 | }
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154 | } else if (td != null) {
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155 | // highlight traced subtree and fragment
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156 | if (td.SubtreeIndex == td.FragmentIndex) {
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157 | treeChart_HighlightSubtree(nodes[td.SubtreeIndex], Color.Purple);
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158 | } else if (td.SubtreeIndex < td.FragmentIndex) {
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159 | treeChart_HighlightSubtree(nodes[td.SubtreeIndex], Color.Orange);
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160 | treeChart_HighlightSubtree(nodes[td.FragmentIndex], Color.CornflowerBlue);
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161 | } else {
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162 | treeChart_HighlightSubtree(nodes[td.FragmentIndex], Color.CornflowerBlue);
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163 | treeChart_HighlightSubtree(nodes[td.SubtreeIndex], Color.Orange);
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164 | }
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165 | }
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166 | }
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167 |
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168 | #region specific symbolic expression tree node click actions
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169 | private void OnTreeNodeLeftClicked(ISymbolicExpressionTreeNode node) {
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170 | SelectedSubtree = node;
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171 | bool trace = genealogyGraphChart.TraceFragments;
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172 |
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173 | // check whether we are in 'trace' or 'match' mode
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174 | if (trace) {
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175 | // perform fragment tracing
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176 | var graphNode = (IGenealogyGraphNode<ISymbolicExpressionTree>)genealogyGraphChart.SelectedGraphNode;
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177 | var subtreeIndex = graphNode.Data.IterateNodesPrefix().ToList().IndexOf(node);
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178 | var traceGraph = TraceCalculator.TraceSubtree(graphNode, subtreeIndex, updateVertexWeights: false, updateSubtreeWeights: false, cacheTraceNodes: true);
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179 |
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180 | if (!traceGraph.Vertices.Any())
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181 | return;
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182 |
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183 | genealogyGraphChart.SuspendRendering();
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184 | genealogyGraphChart.ClearPrimitives(); // clear everything
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185 | var rankMaximums = new Dictionary<double, double>();
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186 |
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187 | if (openNew_CheckBox.Checked) {
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188 | MainFormManager.MainForm.ShowContent(traceGraph);
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189 | } else {
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190 | }
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191 | // fill each vertex in the graph with a grayscale color according to average subtree weight
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192 |
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193 | /*
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194 | var colorGradient = ColorGradient.GrayscaledColors;
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195 | var colorCount = colorGradient.Count - 1;
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196 | foreach (var r in Content.Ranks) {
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197 | var vertices = r.Value.Cast<IGenealogyGraphNode<ISymbolicExpressionTree>>().ToList();
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198 | var averages = vertices.Select(x => x.Data.IterateNodesPrefix().Average(n => n.NodeWeight)).ToList();
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199 | var max = averages.Max();
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200 | rankMaximums.Add(r.Key, max);
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201 | if (max.IsAlmost(0.0)) continue;
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202 | for (int i = 0; i < vertices.Count; ++i) {
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203 | var color = colorGradient[(int)Math.Round(averages[i] / max * colorCount)];
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204 | var vNode = genealogyGraphChart.GetMappedNode(vertices[i]);
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205 | vNode.Brush = new SolidBrush(color);
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206 | }
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207 | }
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208 | // fill vertices that are part of the trace with a rgb color according to average subtree weight
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209 | if (traceGraph.Vertices.Any()) {
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210 | var ranks = traceGraph.Vertices.Select(x => Content.GetByContent(x.Data)).GroupBy(x => x.Rank);
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211 | foreach (var g in ranks) {
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212 | var vertices = g.ToList();
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213 | var averages = vertices.Select(x => x.Data.IterateNodesPrefix().Average(n => n.NodeWeight)).ToList();
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214 | double max = rankMaximums[g.Key];
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215 | if (max.IsAlmost(0.0)) continue;
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216 | for (int i = 0; i < vertices.Count; ++i) {
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217 | var vNode = genealogyGraphChart.GetMappedNode(vertices[i]);
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218 | // use a grayscale gradient
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219 | var color = colorGradient[(int)Math.Round(averages[i] / max * colorCount)];
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220 | vNode.Brush = new SolidBrush(color);
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221 | }
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222 | }
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223 | */
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224 |
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225 | // if (openNew_CheckBox.Checked) {
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226 | // MainFormManager.MainForm.ShowContent(traceGraph); // display the fragment graph on the screen
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227 | // }
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228 | // }
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229 | genealogyGraphChart.ResumeRendering();
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230 | } else {
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231 | // perform matching like it was done before
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232 | // currently there is no possibility to specify the subtree matching criteria
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233 | var trees = Content.Vertices.Select(x => x.Data);
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234 | comparer.MatchVariableWeights = matchingModeButton.Checked;
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235 | comparer.MatchConstantValues = matchingModeButton.Checked;
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236 | var matchingTrees = trees.Where(x => x.Root.ContainsSubtree(node, comparer));
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237 |
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238 | var matchingVertices = matchingTrees.Select(x => Content.GetByContent(x));
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239 | graphChart_HighlightMatchingVertices(matchingVertices);
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240 | }
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241 | }
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242 |
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243 | private void OnTreeNodeMiddleClicked(ISymbolicExpressionTreeNode node) {
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244 | ISymbolicExpressionTreeNode clone;
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245 | if (!clonedMap.TryGetValue(node, out clone)) return;
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246 | if (clone.Parent == null) return;
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247 | var cloneParent = clone.Parent;
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248 | var cloneIndex = cloneParent.IndexOfSubtree(clone);
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249 | cloneParent.RemoveSubtree(cloneIndex);
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250 | cloneParent.InsertSubtree(cloneIndex, new AnySubtreeSymbol().CreateTreeNode());
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251 |
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252 | var trees = Content.Vertices.Select(x => x.Data);
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253 | comparer.MatchVariableWeights = comparer.MatchConstantValues = matchingModeButton.Checked;
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254 | var matchingTrees = trees.Where(x => x.Root.ContainsSubtree(clonedSubtree, comparer));
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255 |
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256 | var matchingVertices = matchingTrees.Select(x => Content.GetByContent(x));
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257 | treeChart_HighlightSubtree(node, Color.Black, Color.White);
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258 | graphChart_HighlightMatchingVertices(matchingVertices);
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259 | }
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260 | #endregion
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261 |
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262 | public void treeChart_SymbolicExpressionTreeNodeClicked(object sender, MouseEventArgs args) {
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263 | var visualNode = (VisualTreeNode<ISymbolicExpressionTreeNode>)sender;
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264 | var subtree = visualNode.Content;
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265 |
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266 | switch (args.Button) {
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267 | case MouseButtons.Left: {
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268 | // highlight the selected subtree inside the displayed tree on the right hand side
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269 | treeChart_ClearColors();
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270 | treeChart_HighlightSubtree(subtree, Color.Black, Color.RoyalBlue);
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271 |
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272 | OnTreeNodeLeftClicked(subtree);
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273 | break;
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274 | }
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275 | case MouseButtons.Middle: {
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276 | OnTreeNodeMiddleClicked(subtree);
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277 | break;
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278 | }
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279 | }
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280 | }
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281 | #endregion
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282 |
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283 |
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284 |
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285 | private void graphChart_HighlightMatchingVertices(IEnumerable<IGenealogyGraphNode> vertices) {
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286 | genealogyGraphChart.SuspendRendering();
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287 | genealogyGraphChart.ClearPrimitives();
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288 | genealogyGraphChart.HighlightNodes(vertices);
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289 | genealogyGraphChart.ResumeRendering();
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290 | }
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291 |
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292 | private void treeChart_ClearColors() {
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293 | foreach (var node in SymbolicExpressionTreeChart.Tree.IterateNodesPrefix()) {
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294 | var visualNode = SymbolicExpressionTreeChart.GetVisualSymbolicExpressionTreeNode(node);
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295 | if (visualNode != null) {
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296 | visualNode.LineColor = Color.Black;
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297 | visualNode.FillColor = Color.Transparent;
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298 | }
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299 | }
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300 | SymbolicExpressionTreeChart.RepaintNodes();
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301 | }
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302 |
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303 | private void treeChart_HighlightSubtree(ISymbolicExpressionTreeNode subtree, Color? lineColor = null, Color? fillColor = null) {
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304 | if (lineColor == null && fillColor == null)
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305 | return;
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306 |
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307 | foreach (var s in subtree.IterateNodesPrefix()) {
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308 | var visualNode = SymbolicExpressionTreeChart.GetVisualSymbolicExpressionTreeNode(s);
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309 | if (lineColor != null) {
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310 | visualNode.LineColor = (Color)lineColor;
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311 | foreach (var c in s.Subtrees) {
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312 | var visualArc = SymbolicExpressionTreeChart.GetVisualSymbolicExpressionTreeNodeConnection(s, c);
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313 | visualArc.LineColor = (Color)lineColor;
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314 | }
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315 | }
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316 | if (fillColor != null)
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317 | visualNode.FillColor = (Color)fillColor;
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318 | }
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319 | SymbolicExpressionTreeChart.RepaintNodes();
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320 | }
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321 |
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322 | #region navigate the genealogy / trace graph
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323 | private void navigateLeftButton_Click(object sender, EventArgs e) {
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324 | var graphNode = (IGenealogyGraphNode<ISymbolicExpressionTree>)genealogyGraphChart.SelectedGraphNode;
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325 | if (!graphNode.InArcs.Any()) return;
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326 |
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327 | // check if the arc contains fragment data
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328 | var arc = graphNode.InArcs.First();
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329 | var fragment = arc.Data as IFragment<ISymbolicExpressionTreeNode>;
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330 |
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331 | if (fragment != null) {
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332 | genealogyGraphChart.SelectedGraphNode = arc.Source;
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333 | UpdateTreeChart((IGenealogyGraphNode<ISymbolicExpressionTree>)arc.Source);
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334 | return;
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335 | }
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336 |
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337 | var comp = new SymbolicExpressionTreeNodeEqualityComparer();
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338 |
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339 | if (lastTd != null && graphNode.InDegree > 1) {
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340 | var descendant = graphNode.Data;
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341 | // going left (in the direction of the traced subtree):
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342 | // the ancestor shares the same structure with the descendant, with the exception of the fragment
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343 | // thus we identify the right ancestor by comparing the remaining nodes
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344 | //var descendantNodes = descendant.Root.IterateNodesPrefix(lastTd.FragmentIndex);
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345 | // calculate the relative fragment preorder index. it will always be > 0 due to the way the trace graph is constructed
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346 | var relativeFragmentIndex = lastTd.FragmentIndex - lastTd.SubtreeIndex;
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347 | var descendantNodes = descendant.NodeAt(lastTd.SubtreeIndex).IterateNodesPrefix(relativeFragmentIndex);
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348 |
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349 | var filteredArcs = graphNode.InArcs.Where(a => {
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350 | var td = a.Data as TraceData;
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351 | if (td == null)
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352 | return false;
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353 | if (!(td.LastSubtreeIndex == lastTd.SubtreeIndex && td.LastFragmentIndex == lastTd.FragmentIndex))
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354 | return false;
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355 | return true;
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356 | }).ToList();
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357 |
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358 | if (filteredArcs.Count == 0)
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359 | return;
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360 |
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361 | if (filteredArcs.Count == 1) {
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362 | arc = filteredArcs[0];
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363 | } else {
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364 | arc = filteredArcs.FirstOrDefault(
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365 | a => {
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366 | var ancestor = (ISymbolicExpressionTree)a.Source.Data;
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367 | var td = a.Data as TraceData;
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368 | if (td == null)
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369 | return false;
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370 | var ancestorNodes = ancestor.NodeAt(td.SubtreeIndex).IterateNodesPrefix(skipIndex: relativeFragmentIndex);
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371 | return descendantNodes.SequenceEqual(ancestorNodes, comp);
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372 | });
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373 | }
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374 |
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375 |
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376 | }
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377 | if (arc == null) return;
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378 | lastTd = arc.Data as TraceData;
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379 | genealogyGraphChart.SelectedGraphNode = arc.Source;
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380 | UpdateTreeChart((IGenealogyGraphNode<ISymbolicExpressionTree>)arc.Source);
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381 | }
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382 |
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383 | private void navigateRightButton_Click(object sender, EventArgs e) {
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384 | var graphNode = (IGenealogyGraphNode<ISymbolicExpressionTree>)genealogyGraphChart.SelectedGraphNode;
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385 | if (!graphNode.InArcs.Any()) return;
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386 |
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387 | // check if the arc contains fragment data
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388 | var arc = graphNode.InArcs.Last();
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389 | var fragment = arc.Data as IFragment<ISymbolicExpressionTreeNode>;
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390 | if (fragment != null) {
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391 | genealogyGraphChart.SelectedGraphNode = arc.Source;
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392 | UpdateTreeChart((IGenealogyGraphNode<ISymbolicExpressionTree>)arc.Source);
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393 | return;
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394 | }
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395 |
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396 | if (lastTd != null && graphNode.InDegree > 1) {
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397 | var descendant = graphNode.Data;
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398 | // going right (in the direction of the fragment):
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399 | // 1) fragment was swapped by crossover
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400 | // 2) fragment was introduced by mutation
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401 | // in some cases mutation changes things completely so we do not know which way to go
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402 |
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403 | var f = descendant.NodeAt(lastTd.FragmentIndex);
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404 | arc = graphNode.InArcs.FirstOrDefault(a => {
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405 | var td = a.Data as TraceData;
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406 | if (td == null) return false;
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407 | var ancestor = (ISymbolicExpressionTree)a.Source.Data;
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408 | return f.Difference(ancestor.NodeAt(td.SubtreeIndex)) == null;
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409 | });
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410 | }
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411 | if (arc == null) return;
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412 | lastTd = arc.Data as TraceData;
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413 | genealogyGraphChart.SelectedGraphNode = arc.Source;
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414 | UpdateTreeChart((IGenealogyGraphNode<ISymbolicExpressionTree>)arc.Source);
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415 | }
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416 | }
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417 | #endregion
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418 | }
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419 |
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420 | // bogus class needed in order to be able to "design" the view
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421 | public class SymbolicDataAnalysisGenealogyGraphViewDesignable : GenealogyGraphView<ISymbolicExpressionTree> { }
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422 |
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423 | #region helper methods
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424 | internal static class Util {
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425 | internal static ISymbolicExpressionTreeNode NodeAt(this ISymbolicExpressionTree tree, int position) {
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426 | return NodeAt(tree.Root, position);
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427 | }
|
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428 |
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429 | internal static ISymbolicExpressionTreeNode NodeAt(this ISymbolicExpressionTreeNode root, int position) {
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430 | return root.IterateNodesPrefix().ElementAt(position);
|
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431 | }
|
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432 |
|
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433 | internal static bool IsIsomorphicWith(this ISymbolicExpressionTreeNode a, ISymbolicExpressionTreeNode b) {
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434 | return a.Difference(b) == null;
|
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435 | }
|
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436 |
|
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437 | internal static IEnumerable<ISymbolicExpressionTreeNode> IterateNodesPrefix(this ISymbolicExpressionTreeNode node, int skipIndex) {
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438 | var e = node.IterateNodesPrefix().GetEnumerator();
|
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439 | var i = 0;
|
---|
440 | while (e.MoveNext()) {
|
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441 | var n = e.Current;
|
---|
442 | if (i == skipIndex) {
|
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443 | var len = n.GetLength();
|
---|
444 | while (--len >= 0 && e.MoveNext()) ;
|
---|
445 | n = e.Current;
|
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446 | }
|
---|
447 | if (n != null)
|
---|
448 | yield return n;
|
---|
449 | ++i;
|
---|
450 | }
|
---|
451 | }
|
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452 |
|
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453 | internal static IEnumerable<ISymbolicExpressionTreeNode> IterateNodesPrefix(this ISymbolicExpressionTreeNode node, ISymbolicExpressionTreeNode skipNode) {
|
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454 | var e = node.IterateNodesPrefix().GetEnumerator();
|
---|
455 | while (e.MoveNext()) {
|
---|
456 | var n = e.Current;
|
---|
457 | if (n == skipNode) {
|
---|
458 | int len = n.GetLength();
|
---|
459 | while (--len >= 0 && e.MoveNext()) ;
|
---|
460 | n = e.Current;
|
---|
461 | }
|
---|
462 | if (n != null)
|
---|
463 | yield return n;
|
---|
464 | }
|
---|
465 | }
|
---|
466 | }
|
---|
467 | #endregion
|
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