1 | using System;
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2 | using System.Collections.Generic;
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3 | using System.ComponentModel;
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4 | using System.Data;
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5 | using System.Drawing;
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6 | using System.Linq;
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7 | using System.Text;
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8 | using System.Windows.Forms;
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9 | using HeuristicLab.Modeling.Database.SQLServerCompact;
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10 | using HeuristicLab.Modeling;
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11 | using HeuristicLab.GP;
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12 | using HeuristicLab.Core;
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13 | using HeuristicLab.Modeling.Database;
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14 | using System.Reflection;
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15 |
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16 | namespace CedmaDatabaseMerger {
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17 | public partial class MergerForm : Form {
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18 | string destinationFile;
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19 | public MergerForm() {
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20 | InitializeComponent();
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21 | }
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22 |
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23 | private void setOutputButton_Click(object sender, EventArgs e) {
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24 | using (OpenFileDialog dialog = new OpenFileDialog()) {
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25 | DialogResult result = dialog.ShowDialog();
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26 | if (result == DialogResult.OK) {
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27 | outputTextBox.Text = dialog.FileName;
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28 | destinationFile = dialog.FileName;
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29 | importButton.Enabled = true;
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30 | } else {
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31 | outputTextBox.Text = string.Empty;
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32 | destinationFile = string.Empty;
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33 | importButton.Enabled = false;
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34 | }
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35 | }
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36 | }
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37 |
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38 | private void importButton_Click(object sender, EventArgs e) {
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39 | string importFileName;
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40 | using (OpenFileDialog dialog = new OpenFileDialog()) {
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41 | DialogResult result = dialog.ShowDialog();
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42 | if (result == DialogResult.OK) {
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43 | importFileName = dialog.FileName;
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44 | } else {
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45 | importFileName = string.Empty;
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46 | }
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47 | }
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48 | if (!string.IsNullOrEmpty(importFileName)) {
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49 | importButton.Enabled = false;
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50 | BackgroundWorker worker = new BackgroundWorker();
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51 | worker.WorkerReportsProgress = true;
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52 | worker.DoWork += CreateDoWorkDelegate(worker, importFileName);
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53 | worker.ProgressChanged += new ProgressChangedEventHandler(worker_ProgressChanged);
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54 | worker.RunWorkerCompleted += new RunWorkerCompletedEventHandler(worker_RunWorkerCompleted);
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55 | worker.RunWorkerAsync();
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56 | }
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57 | }
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58 |
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59 | void worker_RunWorkerCompleted(object sender, RunWorkerCompletedEventArgs e) {
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60 | importButton.Enabled = true;
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61 | importProgressBar.Value = 0;
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62 | }
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63 |
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64 | void worker_ProgressChanged(object sender, ProgressChangedEventArgs e) {
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65 | importProgressBar.Value = e.ProgressPercentage;
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66 | }
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67 |
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68 | private DoWorkEventHandler CreateDoWorkDelegate(BackgroundWorker worker, string importFileName) {
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69 | return (sender, args) => {
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70 | DatabaseService destiationDatabase = new DatabaseService("Data Source=" + destinationFile);
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71 | DatabaseService sourceDatabase = new DatabaseService("Data Source=" + importFileName);
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72 |
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73 | sourceDatabase.Connect();
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74 | var models = sourceDatabase.GetAllModels();
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75 | var sourceDataset = sourceDatabase.GetDataset();
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76 | int importCount = 0;
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77 | foreach (HeuristicLab.Modeling.Database.IModel m in models) {
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78 |
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79 | HeuristicLab.Modeling.IAnalyzerModel model = new AnalyzerModel();
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80 | model.Predictor = (HeuristicLab.Modeling.IPredictor)PersistenceManager.RestoreFromGZip(sourceDatabase.GetModelData(m));
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81 | model.TargetVariable = m.TargetVariable.Name;
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82 | model.Dataset = sourceDataset;
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83 | model.TrainingSamplesStart = m.TrainingSamplesStart;
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84 | model.TrainingSamplesEnd = m.TrainingSamplesEnd;
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85 | model.ValidationSamplesStart = m.ValidationSamplesStart;
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86 | model.ValidationSamplesEnd = m.ValidationSamplesEnd;
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87 | model.TestSamplesStart = m.TestSamplesStart;
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88 | model.TestSamplesEnd = m.TestSamplesEnd;
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89 | model.Predictor.Predict(sourceDataset, 10, 20);
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90 | //get all double properties to save as modelResult
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91 | IEnumerable<PropertyInfo> modelResultInfos = model.GetType().GetProperties().Where(
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92 | info => info.PropertyType == typeof(double));
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93 | var modelResults = sourceDatabase.GetModelResults(m);
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94 | foreach (IModelResult result in modelResults) {
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95 | PropertyInfo matchingPropInfo = modelResultInfos.First(x => x.Name == result.Result.Name);
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96 | if (matchingPropInfo != null) matchingPropInfo.SetValue(model, result.Value, null);
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97 | }
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98 | var inputVariableResults = sourceDatabase.GetInputVariableResults(m);
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99 | foreach (IInputVariableResult result in inputVariableResults) {
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100 | model.AddInputVariable(result.Variable.Name);
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101 | if (result.Result.Name == "VariableEvaluationImpact") {
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102 | model.SetVariableEvaluationImpact(result.Variable.Name, result.Value);
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103 | } else if (result.Result.Name == "VariableQualityImpact") {
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104 | model.SetVariableQualityImpact(result.Variable.Name, result.Value);
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105 | } else throw new FormatException();
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106 | }
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107 |
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108 | destiationDatabase.Persist(model, m.Algorithm.Name, m.Algorithm.Description);
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109 | worker.ReportProgress((++importCount * 100) / models.Count());
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110 | }
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111 | sourceDatabase.Disconnect();
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112 | };
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113 | }
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114 | }
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115 | }
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