[2277] | 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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[2285] | 51 | worker.WorkerReportsProgress = true;
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[2277] | 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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[2285] | 73 | sourceDatabase.Connect();
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[2277] | 74 | var models = sourceDatabase.GetAllModels();
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[2285] | 75 | var sourceDataset = sourceDatabase.GetDataset();
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[2277] | 76 | int importCount = 0;
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| 77 | foreach (HeuristicLab.Modeling.Database.IModel m in models) {
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[2285] | 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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[2277] | 81 | model.TargetVariable = m.TargetVariable.Name;
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[2285] | 82 | model.Dataset = sourceDataset;
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[2277] | 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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[2285] | 89 | model.Predictor.Predict(sourceDataset, 10, 20);
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[2277] | 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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[2285] | 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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[2277] | 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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[2285] | 100 | model.AddInputVariable(result.Variable.Name);
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[2277] | 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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[2285] | 107 |
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[2277] | 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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[2285] | 111 | sourceDatabase.Disconnect();
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[2277] | 112 | };
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| 113 | }
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| 114 | }
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| 115 | }
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