1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2019 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 HeuristicLab.Common;
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23 | using HeuristicLab.Core.Views;
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24 | using HeuristicLab.MainForm;
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25 | using HeuristicLab.Problems.DataAnalysis;
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26 | using HeuristicLab.Problems.DataAnalysis.Symbolic;
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27 | using HeuristicLab.Problems.DataAnalysis.Symbolic.Regression;
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28 |
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29 | namespace HeuristicLab.Algorithms.DataAnalysis.Views {
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30 | [View("Random forest model")]
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31 | [Content(typeof(IRandomForestModel), true)]
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32 | public partial class RandomForestModelView : ItemView {
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33 |
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34 | public new IRandomForestModel Content {
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35 | get { return (IRandomForestModel)base.Content; }
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36 | set { base.Content = value; }
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37 | }
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38 |
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39 | protected override void SetEnabledStateOfControls() {
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40 | base.SetEnabledStateOfControls();
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41 | listBox.Enabled = Content != null;
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42 | viewHost.Enabled = Content != null;
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43 | }
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44 |
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45 | public RandomForestModelView()
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46 | : base() {
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47 | InitializeComponent();
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48 | }
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49 |
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50 | protected override void OnContentChanged() {
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51 | base.OnContentChanged();
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52 | if (Content == null) {
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53 | viewHost.Content = null;
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54 | listBox.Items.Clear();
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55 | } else {
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56 | viewHost.Content = null;
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57 | listBox.Items.Clear();
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58 | var rfModel = Content;
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59 | var numTrees = rfModel.NumberOfTrees;
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60 | for (int i = 0; i < numTrees; i++) {
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61 | listBox.Items.Add(i + 1);
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62 | }
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63 | }
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64 | }
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65 |
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66 | private void listBox_SelectedIndexChanged(object sender, System.EventArgs e) {
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67 | if (listBox.SelectedItem == null) viewHost.Content = null;
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68 | else {
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69 | var idx = (int)listBox.SelectedItem;
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70 | viewHost.Content = CreateModel(idx);
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71 | }
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72 | }
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73 |
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74 | private void listBox_DoubleClick(object sender, System.EventArgs e) {
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75 | var selectedItem = listBox.SelectedItem;
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76 | if (selectedItem == null) return;
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77 | var idx = (int)listBox.SelectedItem;
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78 | MainFormManager.MainForm.ShowContent(CreateModel(idx));
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79 | }
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80 |
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81 | private IContent CreateModel(int idx) {
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82 | idx -= 1;
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83 | var rfModel = Content;
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84 | var rfClassModel = rfModel as IClassificationModel; // rfModel is always a IRegressionModel and a IClassificationModel
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85 | var targetVariable = rfClassModel.TargetVariable;
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86 | if (rfModel == null) return null;
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87 | if (idx < 0 || idx >= rfModel.NumberOfTrees)
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88 | return null;
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89 | var syModel = new SymbolicRegressionModel(targetVariable, rfModel.ExtractTree(idx),
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90 | new SymbolicDataAnalysisExpressionTreeLinearInterpreter());
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91 | return syModel;
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92 | }
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93 | }
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94 | }
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