1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2018 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 |
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23 |
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24 | using System;
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25 | using System.Linq;
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26 | using HeuristicLab.Analysis;
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27 | using HeuristicLab.Analysis.Views;
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28 | using HeuristicLab.Core.Views;
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29 | using HeuristicLab.Data;
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30 | using HeuristicLab.MainForm;
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31 | using HeuristicLab.MainForm.WindowsForms;
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32 |
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33 | namespace HeuristicLab.Problems.DynamicalSystemsModelling {
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34 | [View("Solution View")]
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35 | [Content(typeof(Solution), true)]
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36 | public sealed partial class SolutionView : ItemView {
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37 | public new Solution Content {
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38 | get { return (Solution)base.Content; }
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39 | set { base.Content = value; }
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40 | }
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41 |
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42 | public SolutionView() {
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43 | InitializeComponent();
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44 | }
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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 | episodeStartTextbox.Text = string.Empty;
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50 | episodeEndTextbox.Text = string.Empty;
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51 | } else {
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52 | var episode = Content.TrainingEpisodes.First();
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53 | episodeStartTextbox.Text = episode.Start.ToString();
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54 | episodeEndTextbox.Text = episode.End.ToString();
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55 | }
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56 | UpdatePredictions();
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57 | }
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58 |
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59 | private void UpdatePredictions() {
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60 | tableLayoutPanel.Controls.Clear();
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61 | if (Content == null) return;
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62 | tableLayoutPanel.RowCount = Content.Trees.Length;
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63 | var targetVars = Content.TargetVariables;
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64 | var calculatedVars = Content.TargetVariables.Concat(Content.LatentVariables).ToArray();
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65 | var ds = Content.ProblemData.Dataset;
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66 | var predictionEpisode = new IntRange(int.Parse(episodeStartTextbox.Text), int.Parse(episodeEndTextbox.Text));
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67 |
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68 | trackBar.Minimum = 0;
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69 | trackBar.Maximum = ds.Rows;
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70 | var forecastHorizon = 0;
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71 | int.TryParse(forecastTextbox.Text, out forecastHorizon);
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72 | // trackBar.Value = predictionEpisode.Start;
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73 |
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74 | double snmse;
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75 | var predictions = Content.Predict(predictionEpisode, forecastHorizon).ToArray();
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76 | errorLabel.Text = $"SNMSE: {0.0:e4}";
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77 | var trainingPredictions = predictions.Take(predictionEpisode.Size).ToArray();
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78 | var forecastPredictions = predictions.Skip(predictionEpisode.Size).ToArray();
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79 | for (int i = 0; i < calculatedVars.Length; i++) {
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80 | var varName = calculatedVars[i];
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81 | var tree = Content.Trees[i];
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82 | var dt = new DataTable(varName);
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83 | var trainingPredValues =
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84 | Enumerable.Repeat(double.NaN, predictionEpisode.Start)
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85 | .Concat(trainingPredictions.Select(pi => pi[i]))
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86 | .Concat(Enumerable.Repeat(double.NaN, ds.Rows - predictionEpisode.Start - trainingPredictions.Length))
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87 | .ToArray();
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88 |
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89 | var predRow = new DataRow(varName + " (training)", varName + " (training)", trainingPredValues);
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90 | dt.Rows.Add(predRow);
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91 |
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92 | if (targetVars.Contains(varName)) {
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93 | var targetValues = ds.GetReadOnlyDoubleValues(varName);
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94 | var targetRow = new DataRow(varName + " (target)", varName + " (target)", targetValues);
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95 | dt.Rows.Add(targetRow);
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96 | }
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97 |
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98 | if (ds.Rows - predictionEpisode.End - forecastPredictions.Length > 0) {
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99 | var forecastPredValues =
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100 | Enumerable.Repeat(double.NaN, predictionEpisode.End)
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101 | .Concat(forecastPredictions.Select(pi => pi[i]))
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102 | .Concat(Enumerable.Repeat(double.NaN, ds.Rows - predictionEpisode.End - forecastPredictions.Length))
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103 | .ToArray();
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104 |
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105 | var forecastRow = new DataRow(varName + " (forecast)", varName + " (forecast)", forecastPredValues);
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106 | dt.Rows.Add(forecastRow);
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107 | }
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108 |
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109 | var vizProp = new DataTableVisualProperties();
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110 | dt.VisualProperties = vizProp;
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111 | var dtv = new DataTableView();
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112 | dtv.Content = dt;
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113 | dtv.ShowChartOnly = true;
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114 | dtv.Dock = System.Windows.Forms.DockStyle.Fill;
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115 | tableLayoutPanel.Controls.Add(dtv, 0, i);
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116 | }
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117 | }
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118 |
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119 | protected override void OnLockedChanged() {
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120 | base.OnLockedChanged();
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121 | }
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122 |
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123 | private void updateButton_Click(object sender, System.EventArgs e) {
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124 | UpdatePredictions();
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125 | }
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126 |
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127 | private void trackBar_Validated(object sender, EventArgs e) {
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128 | var start = int.Parse(episodeStartTextbox.Text);
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129 | if (start == trackBar.Value) return;
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130 | var end = int.Parse(episodeEndTextbox.Text);
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131 | var delta = end - start;
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132 | episodeStartTextbox.Text = (trackBar.Value).ToString();
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133 | episodeEndTextbox.Text = (trackBar.Value + delta).ToString();
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134 | }
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135 |
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136 | private void episodeStartTextbox_Validating(object sender, System.ComponentModel.CancelEventArgs e) {
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137 | int res;
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138 | e.Cancel = !int.TryParse(episodeStartTextbox.Text, out res);
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139 | }
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140 |
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141 | private void episodeStartTextbox_Validated(object sender, EventArgs e) {
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142 | trackBar.Value = int.Parse(episodeStartTextbox.Text);
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143 | }
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144 | }
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145 | }
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