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.Windows.Forms;
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26 | using HeuristicLab.Collections;
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27 | using HeuristicLab.Core.Views;
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28 | using HeuristicLab.MainForm;
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29 | using HeuristicLab.MainForm.WindowsForms;
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30 | using HeuristicLab.Problems.DataAnalysis;
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31 | using HeuristicLab.Visualization.ChartControlsExtensions;
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32 |
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33 | namespace HeuristicLab.Algorithms.DataAnalysis.Views {
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34 | [View("Gradient View")]
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35 | [Content(typeof(IRegressionSolution))]
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36 | public partial class RegressionSolutionGradientView : ItemView {
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37 | private const int DrawingSteps = 1000;
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38 |
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39 | private readonly List<string> variableNames;
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40 | private readonly ObservableList<DensityTrackbar> trackbars;
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41 | private ModifiableDataset sharedFixedVariables;
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42 |
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43 | private int ActiveDimension {
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44 | get { return trackbars.FindIndex(tb => tb.Checked); }
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45 | }
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46 |
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47 | public new IRegressionSolution Content {
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48 | get { return (IRegressionSolution)base.Content; }
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49 | set { base.Content = value; }
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50 | }
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51 |
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52 | public RegressionSolutionGradientView()
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53 | : base() {
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54 | variableNames = new List<string>();
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55 |
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56 | trackbars = new ObservableList<DensityTrackbar>();
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57 | trackbars.ItemsAdded += (sender, args) => {
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58 | args.Items.Select(i => i.Value).ForEach(RegisterEvents);
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59 | };
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60 | trackbars.ItemsRemoved += (sender, args) => {
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61 | args.Items.Select(i => i.Value).ForEach(DeregisterEvents);
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62 | };
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63 | trackbars.CollectionReset += (sender, args) => {
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64 | args.OldItems.Select(i => i.Value).ForEach(DeregisterEvents);
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65 | args.Items.Select(i => i.Value).ForEach(RegisterEvents);
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66 | };
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67 |
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68 | InitializeComponent();
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69 |
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70 | // Avoid additional horizontal scrollbar
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71 | var vertScrollWidth = SystemInformation.VerticalScrollBarWidth;
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72 | tableLayoutPanel.Padding = new Padding(0, 0, vertScrollWidth, 0);
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73 | }
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74 |
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75 | private async void UpdateConfigurationControls() {
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76 | variableNames.Clear();
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77 | trackbars.Clear();
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78 |
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79 | tableLayoutPanel.SuspendRepaint();
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80 | tableLayoutPanel.SuspendLayout();
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81 |
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82 | tableLayoutPanel.RowCount = 0;
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83 | tableLayoutPanel.Controls.Clear();
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84 |
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85 | if (Content == null) {
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86 | tableLayoutPanel.ResumeLayout(false);
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87 | tableLayoutPanel.ResumeRepaint(false);
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88 | return;
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89 | }
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90 |
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91 | variableNames.AddRange(Content.ProblemData.AllowedInputVariables);
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92 |
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93 | var newTrackbars = CreateConfiguration();
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94 |
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95 | sharedFixedVariables = new ModifiableDataset(variableNames, newTrackbars.Select(tb => new List<double>(1) { (double)tb.Value }));
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96 | gradientChart.Configure(new[] { Content }, sharedFixedVariables, variableNames.First(), DrawingSteps);
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97 | await gradientChart.RecalculateAsync();
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98 |
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99 | // Add to table and observable lists
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100 | tableLayoutPanel.RowCount = variableNames.Count;
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101 | while (tableLayoutPanel.RowStyles.Count < variableNames.Count)
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102 | tableLayoutPanel.RowStyles.Add(new RowStyle(SizeType.AutoSize));
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103 | for (int i = 0; i < newTrackbars.Count; i++) {
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104 | // events registered automatically
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105 | trackbars.Add(newTrackbars[i]);
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106 | tableLayoutPanel.Controls.Add(newTrackbars[i], 0, i);
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107 | }
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108 |
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109 | tableLayoutPanel.ResumeLayout(true);
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110 | tableLayoutPanel.ResumeRepaint(true);
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111 |
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112 | // Init Y-axis range
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113 | var problemData = Content.ProblemData;
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114 | double min = double.MaxValue, max = double.MinValue;
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115 | var trainingTarget = problemData.Dataset.GetDoubleValues(problemData.TargetVariable, problemData.TrainingIndices);
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116 | foreach (var t in trainingTarget) {
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117 | if (t < min) min = t;
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118 | if (t > max) max = t;
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119 | }
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120 | double range = max - min;
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121 | const double scale = 1.0 / 3.0;
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122 | double axisMin, axisMax, axisInterval;
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123 | ChartUtil.CalculateAxisInterval(min - scale * range, max + scale * range, 5, out axisMin, out axisMax, out axisInterval);
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124 | gradientChart.FixedYAxisMin = axisMin;
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125 | gradientChart.FixedYAxisMax = axisMax;
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126 |
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127 | trackbars.First().Checked = true;
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128 | }
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129 |
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130 | private IList<DensityTrackbar> CreateConfiguration() {
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131 | var ranges = new List<DoubleLimit>();
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132 | foreach (string variableName in variableNames) {
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133 | var values = Content.ProblemData.Dataset.GetDoubleValues(variableName, Content.ProblemData.AllIndices);
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134 | double min, max, interval;
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135 | ChartUtil.CalculateAxisInterval(values.Min(), values.Max(), 10, out min, out max, out interval);
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136 | ranges.Add(new DoubleLimit(min, max));
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137 | }
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138 |
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139 | var newTrackbars = new List<DensityTrackbar>();
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140 | for (int i = 0; i < variableNames.Count; i++) {
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141 | var name = variableNames[i];
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142 | var trainingData = Content.ProblemData.Dataset.GetDoubleValues(name, Content.ProblemData.TrainingIndices).ToList();
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143 |
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144 | var dimensionTrackbar = new DensityTrackbar(name, ranges[i], trainingData) {
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145 | Anchor = AnchorStyles.Top | AnchorStyles.Left | AnchorStyles.Right
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146 | };
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147 | newTrackbars.Add(dimensionTrackbar);
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148 | }
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149 |
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150 | return newTrackbars;
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151 | }
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152 |
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153 | private void RegisterEvents(DensityTrackbar trackbar) {
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154 | trackbar.CheckedChanged += trackbar_CheckedChanged;
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155 | trackbar.ValueChanged += trackbar_ValueChanged;
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156 | trackbar.LimitsChanged += trackbar_LimitsChanged;
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157 | }
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158 | private void DeregisterEvents(DensityTrackbar trackbar) {
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159 | trackbar.CheckedChanged -= trackbar_CheckedChanged;
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160 | trackbar.ValueChanged -= trackbar_ValueChanged;
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161 | trackbar.LimitsChanged -= trackbar_LimitsChanged;
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162 | }
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163 |
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164 | private async void trackbar_CheckedChanged(object sender, EventArgs e) {
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165 | var trackBar = sender as DensityTrackbar;
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166 | if (trackBar == null || !trackBar.Checked) return;
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167 | // Uncheck all others
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168 | foreach (var tb in trackbars.Except(new[] { trackBar }))
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169 | tb.Checked = false;
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170 | gradientChart.FreeVariable = variableNames[trackbars.IndexOf(trackBar)];
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171 | await gradientChart.RecalculateAsync();
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172 | }
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173 |
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174 | private async void trackbar_LimitsChanged(object sender, EventArgs e) {
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175 | var trackBar = sender as DensityTrackbar;
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176 | if (trackBar == null || !trackBar.Checked) return;
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177 | gradientChart.FixedXAxisMin = trackBar.Limits.Lower;
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178 | gradientChart.FixedXAxisMax = trackBar.Limits.Upper;
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179 | await gradientChart.RecalculateAsync();
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180 | }
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181 |
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182 | private async void trackbar_ValueChanged(object sender, EventArgs e) {
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183 | var trackBar = sender as DensityTrackbar;
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184 | if (trackBar == null) return;
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185 | sharedFixedVariables.SetVariableValue((double)trackBar.Value, variableNames[trackbars.IndexOf(trackBar)], 0);
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186 | await gradientChart.RecalculateAsync();
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187 | }
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188 |
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189 | #region Events
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190 | protected override void RegisterContentEvents() {
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191 | base.RegisterContentEvents();
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192 | Content.ModelChanged += Content_ModelChanged;
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193 | Content.ProblemDataChanged += Content_ProblemDataChanged;
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194 | }
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195 |
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196 | protected override void DeregisterContentEvents() {
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197 | base.DeregisterContentEvents();
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198 | Content.ModelChanged -= Content_ModelChanged;
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199 | Content.ProblemDataChanged -= Content_ProblemDataChanged;
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200 | }
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201 |
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202 | protected override void OnContentChanged() {
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203 | base.OnContentChanged();
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204 | UpdateConfigurationControls();
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205 | }
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206 |
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207 | private void Content_ModelChanged(object sender, EventArgs e) {
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208 | UpdateConfigurationControls();
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209 | }
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210 |
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211 | private void Content_ProblemDataChanged(object sender, EventArgs e) {
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212 | UpdateConfigurationControls();
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213 | }
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214 | #endregion
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215 | }
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216 |
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217 | internal static class Extensions {
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218 | public static void ForEach<T>(this IEnumerable<T> source, Action<T> action) {
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219 | foreach (T item in source)
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220 | action(item);
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221 | }
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222 | }
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223 | }
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