1 | using System;
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2 | using System.Collections.Generic;
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3 | using System.Drawing;
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4 | using System.Linq;
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5 | using System.Windows.Forms;
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6 | using HeuristicLab.Common;
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7 | using HeuristicLab.Core.Views;
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8 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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9 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Views;
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10 | using HeuristicLab.MainForm;
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11 | using HeuristicLab.Problems.DataAnalysis.Symbolic;
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12 |
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13 | namespace HeuristicLab.EvolutionaryTracking.Views {
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14 | [View("LineageExplorerView")]
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15 | [Content(typeof(LineageExplorer), IsDefaultView = false)]
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16 | public sealed partial class LineageExplorerView : ItemView {
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17 | private Dictionary<TreeNode, ISymbolicExpressionTree> treeMap;
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18 | private List<SymbolicExpressionGenealogyGraphNode> lineage;
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19 |
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20 | private Dictionary<ISymbolicExpressionTree, Dictionary<ISymbolicExpressionTreeNode, double>> fragmentFrequencies;
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21 |
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22 | public new LineageExplorer Content {
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23 | get { return (LineageExplorer)base.Content; }
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24 | set { base.Content = value; }
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25 | }
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26 |
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27 | public LineageExplorerView() {
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28 | InitializeComponent();
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29 | treeMap = new Dictionary<TreeNode, ISymbolicExpressionTree>();
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30 | }
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31 |
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32 | protected override void DeregisterContentEvents() {
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33 | // TODO: Deregister your event handlers here
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34 | base.DeregisterContentEvents();
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35 | }
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36 |
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37 | protected override void RegisterContentEvents() {
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38 | base.RegisterContentEvents();
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39 | // TODO: Register your event handlers here
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40 | }
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41 |
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42 | #region Event Handlers (Content)
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43 | // TODO: Put event handlers of the content here
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44 | #endregion
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45 |
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46 | protected override void OnContentChanged() {
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47 | base.OnContentChanged();
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48 | if (Content == null) {
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49 | } else {
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50 | var tuples = Content.Trees.OrderByDescending(x => x.Item2).ToList();
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51 | scopeListTreeView.Nodes.AddRange(tuples.Select(x => new TreeNode(x.Item2.ToString())).ToArray());
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52 |
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53 | for (int i = 0; i != tuples.Count; ++i) {
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54 | treeMap.Add(scopeListTreeView.Nodes[i], tuples[i].Item1);
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55 | double quality = tuples[i].Item2;
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56 | int colorIndex = (int)Math.Floor(quality * ColorGradient.Colors.Count);
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57 | var color = ColorGradient.Colors[colorIndex];
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58 | scopeListTreeView.Nodes[i].ForeColor = color;
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59 | }
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60 | }
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61 | }
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62 |
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63 | protected override void SetEnabledStateOfControls() {
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64 | base.SetEnabledStateOfControls();
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65 | // TODO: Enable or disable controls based on whether the content is null or the view is set readonly
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66 | }
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67 |
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68 | private void scopeListTreeView_AfterSelect(object sender, TreeViewEventArgs e) {
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69 | var treeNode = scopeListTreeView.SelectedNode;
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70 | var symbExprTree = treeMap[treeNode];
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71 |
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72 | fragmentFrequencies = fragmentFrequencies ?? new Dictionary<ISymbolicExpressionTree, Dictionary<ISymbolicExpressionTreeNode, double>>();
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73 |
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74 | if (fragmentFrequencies.ContainsKey(symbExprTree) && false) {
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75 | // colorize tree nodes according to fragment frequencies
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76 | symbolicExpressionTreeChart.SuspendRepaint = true;
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77 | var frequencies = fragmentFrequencies[symbExprTree];
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78 |
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79 | foreach (var node in symbExprTree.IterateNodesBreadth()) {
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80 | double freq = frequencies[node];
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81 | int index = (int)Math.Floor(freq * ColorGradient.Colors.Count / scopeListTreeView.GetNodeCount(false));
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82 | if (index == ColorGradient.Colors.Count) index--;
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83 | var color = ColorGradient.Colors[index];
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84 | var visualNode = symbolicExpressionTreeChart.GetVisualSymbolicExpressionTreeNode(node);
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85 | visualNode.FillColor = Color.FromArgb(200, color);
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86 | }
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87 | symbolicExpressionTreeChart.SuspendRepaint = false;
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88 | symbolicExpressionTreeChart.Repaint();
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89 | }
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90 | // highlight crossover fragment
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91 | HighlightFragment(symbExprTree);
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92 |
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93 | var graphNode = Content.GenealogyGraph.GetGraphNodes(symbExprTree).Last();
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94 | lineage = lineage ?? new List<SymbolicExpressionGenealogyGraphNode>();
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95 | lineage.Clear();
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96 | lineage.Add(graphNode);
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97 |
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98 | var gn = graphNode;
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99 | while (gn.InEdges != null && gn.InEdges.Count != 0) {
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100 | gn = (SymbolicExpressionGenealogyGraphNode)gn.InEdges[0].Source;
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101 | lineage.Add(gn);
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102 | }
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103 | lineage.Reverse(); // increasing order by generation
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104 |
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105 | // update the righthand side tree view
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106 | qualityImprovementTreeView.Nodes.Clear();
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107 | for (int i = 0; i != lineage.Count; ++i) {
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108 | var node = new TreeNode(string.Format("Generation {0}", lineage[i].Rank));
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109 | qualityImprovementTreeView.Nodes.Add(node);
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110 | var quality = lineage[i].Quality;
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111 | int colorIndex = (int)Math.Floor(quality * ColorGradient.Colors.Count);
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112 | var color = ColorGradient.Colors[colorIndex];
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113 | node.ForeColor = color;
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114 | }
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115 | }
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116 |
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117 | /// <summary>
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118 | /// Given a symbolic expression tree, find the corresponding vertex in the genealogy graph, and highlight the fragment
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119 | /// that is saved as a data member in the incoming arc from the parent in the previous generation
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120 | /// </summary>
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121 | /// <param name="symbExprTree"></param>
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122 | private void HighlightFragment(ISymbolicExpressionTree symbExprTree) {
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123 | // update the symbolic expression tree chart with the new selected tree:
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124 | symbolicExpressionTreeChart.SuspendRepaint = true;
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125 | symbolicExpressionTreeChart.Tree = symbExprTree;
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126 | var matchingNodes = Content.GenealogyGraph.GetGraphNodes(symbExprTree);
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127 | SymbolicExpressionGenealogyGraphNode graphNode = matchingNodes.First();
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128 | if (graphNode.InEdges == null) {
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129 | symbolicExpressionTreeChart.SuspendRepaint = false;
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130 | symbolicExpressionTreeChart.Repaint();
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131 | return;
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132 | }
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133 | var fragment = graphNode.InEdges.Count == 1 ? (IFragment)graphNode.InEdges[0].Data : (IFragment)graphNode.InEdges[1].Data;
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134 | if (fragment.Root == null) {
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135 | symbolicExpressionTreeChart.SuspendRepaint = false;
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136 | symbolicExpressionTreeChart.Repaint();
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137 | return;
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138 | }
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139 | foreach (var node in fragment.Root.IterateNodesBreadth()) {
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140 | var visualNode = symbolicExpressionTreeChart.GetVisualSymbolicExpressionTreeNode(node);
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141 | visualNode.LineColor = Color.DodgerBlue;
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142 | }
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143 | symbolicExpressionTreeChart.SuspendRepaint = false;
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144 | symbolicExpressionTreeChart.Repaint();
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145 | }
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146 |
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147 | private void qualityImprovementTreeView_AfterSelect(object sender, TreeViewEventArgs e) {
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148 | var tree = lineage[qualityImprovementTreeView.SelectedNode.Index].SymbolicExpressionTree;
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149 | HighlightFragment(tree);
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150 | }
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151 |
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152 | private void calculateFragmentFrequencyButton_Click(object sender, EventArgs e) {
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153 | // the individual can occur multiple times in the graph if it is(was) elite. we take the first occurence.
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154 | var graphNode = Content.GenealogyGraph.GetGraphNodes(symbolicExpressionTreeChart.Tree).First();
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155 | var trees = Content.GenealogyGraph.Nodes.Where(x => x.Rank.IsAlmost(graphNode.Rank)).Select(x => x.SymbolicExpressionTree).ToList();
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156 |
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157 | var fragments = graphNode.SymbolicExpressionTree.IterateNodesBreadth().Select(n => new Fragment(n));
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158 |
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159 | var similarityComparer = new SymbolicExpressionTreeNodeSimilarityComparer {
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160 | MatchConstantValues = false,
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161 | MatchVariableNames = true,
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162 | MatchVariableWeights = false
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163 | };
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164 |
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165 | var canonicalSorter = new SymbolicExpressionTreeCanonicalSorter();
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166 |
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167 | fragmentFrequencies = fragmentFrequencies ?? new Dictionary<ISymbolicExpressionTree, Dictionary<ISymbolicExpressionTreeNode, double>>();
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168 |
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169 | if (!fragmentFrequencies.ContainsKey(graphNode.SymbolicExpressionTree)) {
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170 | fragmentFrequencies[graphNode.SymbolicExpressionTree] = new Dictionary<ISymbolicExpressionTreeNode, double>();
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171 | }
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172 |
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173 | fragmentFrequencies[graphNode.SymbolicExpressionTree].Clear();
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174 |
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175 | symbolicExpressionTreeChart.SuspendRepaint = true;
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176 | foreach (var f in fragments) {
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177 | double freq = 0;
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178 |
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179 | foreach (var t in trees) {
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180 | if (t.Root.ContainsFragment(f, similarityComparer)) ++freq;
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181 | }
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182 |
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183 | fragmentFrequencies[graphNode.SymbolicExpressionTree].Add(f.Root, freq);
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184 |
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185 | // colorize tree nodes according to fragment frequencies
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186 | int index = (int)Math.Floor(freq * ColorGradient.Colors.Count / trees.Count);
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187 | if (index == ColorGradient.Colors.Count) index--;
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188 | var color = ColorGradient.Colors[index];
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189 | foreach (var node in f.Root.IterateNodesBreadth()) {
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190 | var visualNode = symbolicExpressionTreeChart.GetVisualSymbolicExpressionTreeNode(node);
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191 | visualNode.FillColor = Color.FromArgb(200, color);
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192 | }
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193 | }
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194 |
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195 | symbolicExpressionTreeChart.SuspendRepaint = false;
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196 | symbolicExpressionTreeChart.Repaint();
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197 | }
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198 |
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199 | private void symbolicExpressionTreeChart_SymbolicExpressionTreeNodeClicked(object sender, MouseEventArgs e) {
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200 | }
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201 |
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202 | private void showGenealogyButton_Click(object sender, EventArgs e) {
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203 | var tree = symbolicExpressionTreeChart.Tree;
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204 | if (tree == null) return;
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205 | var graphNode = Content.GenealogyGraph.GetGraphNodes(tree).First();
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206 |
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207 | var graph = new SymbolicExpressionTreeGenealogyGraph();
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208 | var ancestors = graphNode.Ancestors();
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209 | foreach (var ancestorNode in ancestors) {
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210 | graph.AddNode(ancestorNode);
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211 | }
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212 | using (var dialog = new GenealogyGraphDialog { Graph = graph }) {
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213 | dialog.ShowDialog(this);
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214 | }
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215 | }
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216 |
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217 | private void button1_Click(object sender, EventArgs e) {
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218 | using (var dialog = new FrequentFragmentsDialog()) {
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219 | var panel = new Panel { Dock = DockStyle.Left, Anchor = AnchorStyles.Left | AnchorStyles.Top | AnchorStyles.Bottom };
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220 |
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221 | panel.Controls.Add(new SymbolicExpressionTreeChart() { Tree = treeMap.Values.First() });
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222 | panel.Controls.Add(new Label { Text = "Fragment frequency." });
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223 |
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224 | dialog.fragmentsPanel.Controls.Add(panel);
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225 |
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226 | dialog.ShowDialog(this);
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227 | }
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228 | }
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229 |
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230 | private void showFrequentFragmentsButton_Click(object sender, EventArgs e) {
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231 | int bestN;
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232 | bool success = int.TryParse(bestNTextBox.Text, out bestN);
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233 | if (!success) bestN = 10;
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234 | var tuples = Content.Trees.Select(t => new { Tree = t.Item1, Quality = t.Item2 }).OrderByDescending(x => x.Quality).ToList();
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235 | var bestTrees = tuples.Take(bestN).Select(x => x.Tree).ToList();
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236 |
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237 | var similarityComparer = new SymbolicExpressionTreeNodeSimilarityComparer {
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238 | MatchConstantValues = false,
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239 | MatchVariableNames = true,
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240 | MatchVariableWeights = false
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241 | };
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242 |
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243 | var fragments = bestTrees.SelectMany(t => t.IterateNodesBreadth()).Where(n => n.GetLength() >= 3).Distinct(similarityComparer).Select(n => new Fragment(n));
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244 |
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245 | double bestNQuality = tuples.Take(bestN).Sum(x => x.Quality); // average quality of best N individuals in the population
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246 |
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247 | using (var dialog = new FrequentFragmentsDialog()) {
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248 | foreach (var fragment in fragments.Take(20)) {
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249 | double avgQuality = bestNQuality;
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250 | double frequency = bestN;
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251 | foreach (var t in tuples.Skip(bestN)) {
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252 | var tree = t.Tree;
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253 | if (tree.Root.ContainsFragment(fragment, similarityComparer)) {
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254 | avgQuality += t.Quality;
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255 | frequency++;
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256 | }
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257 | }
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258 | if (frequency > 0.2) {
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259 | var panel = new Panel {
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260 | Dock = DockStyle.Left,
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261 | Anchor = AnchorStyles.Left | AnchorStyles.Top | AnchorStyles.Bottom
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262 | };
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263 |
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264 | panel.Controls.Add(new SymbolicExpressionTreeChart() { Tree = treeMap.Values.First() });
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265 | panel.Controls.Add(new Label { Text = "Fragment frequency." });
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266 |
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267 | dialog.fragmentsPanel.Controls.Add(panel);
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268 | }
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269 | }
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270 | dialog.ShowDialog(this);
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271 | }
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272 | }
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273 |
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274 | #region Event Handlers (child controls)
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275 | // TODO: Put event handlers of child controls here.
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276 | #endregion
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277 | }
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278 | }
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