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source: branches/2839_HiveProjectManagement/HeuristicLab.Problems.Instances.DataAnalysis/3.3/DataAnalysisInstanceProvider.cs

Last change on this file was 16057, checked in by jkarder, 6 years ago

#2839:

File size: 4.3 KB
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[8598]1#region License Information
2/* HeuristicLab
[16057]3 * Copyright (C) 2002-2018 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
[8598]4 *
5 * This file is part of HeuristicLab.
6 *
7 * HeuristicLab is free software: you can redistribute it and/or modify
8 * it under the terms of the GNU General Public License as published by
9 * the Free Software Foundation, either version 3 of the License, or
10 * (at your option) any later version.
11 *
12 * HeuristicLab is distributed in the hope that it will be useful,
13 * but WITHOUT ANY WARRANTY; without even the implied warranty of
14 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
15 * GNU General Public License for more details.
16 *
17 * You should have received a copy of the GNU General Public License
18 * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
19 */
20#endregion
21
22using System;
23using System.Collections;
24using System.Collections.Generic;
[13414]25using System.ComponentModel;
[8877]26using System.Globalization;
27using System.IO;
[8598]28using System.Linq;
[8877]29using System.Text;
[8598]30using HeuristicLab.Problems.DataAnalysis;
[8877]31using HeuristicLab.Random;
[8598]32
33namespace HeuristicLab.Problems.Instances.DataAnalysis {
[8877]34  public abstract class DataAnalysisInstanceProvider<TData, ImportType> : ProblemInstanceProvider<TData>
35    where TData : class, IDataAnalysisProblemData
36    where ImportType : DataAnalysisImportType {
[8598]37
[13414]38    public event ProgressChangedEventHandler ProgressChanged;
[8878]39
[8877]40    public TData ImportData(string path, ImportType type, DataAnalysisCSVFormat csvFormat) {
41      TableFileParser csvFileParser = new TableFileParser();
[14343]42      csvFileParser.Encoding = csvFormat.Encoding;
[13414]43      long fileSize = new FileInfo(path).Length;
44      csvFileParser.ProgressChanged += (sender, e) => {
45        OnProgressChanged(e / (double)fileSize);
46      };
[9608]47      csvFileParser.Parse(path, csvFormat.NumberFormatInfo, csvFormat.DateTimeFormatInfo, csvFormat.Separator, csvFormat.VariableNamesAvailable);
[8877]48      return ImportData(path, type, csvFileParser);
49    }
[8598]50
[13414]51    protected virtual void OnProgressChanged(double d) {
52      var handler = ProgressChanged;
53      if (handler != null)
[13584]54        handler(this, new ProgressChangedEventArgs((int)(100 * d), null));
[13414]55    }
56
[8878]57    protected virtual TData ImportData(string path, ImportType type, TableFileParser csvFileParser) {
58      throw new NotSupportedException();
59    }
[8877]60
[8598]61    protected List<IList> Shuffle(List<IList> values) {
62      int count = values.First().Count;
[8877]63      int[] indices = Enumerable.Range(0, count).Shuffle(new FastRandom()).ToArray();
[9217]64      List<IList> shuffled = new List<IList>(values.Count);
[8598]65      for (int col = 0; col < values.Count; col++) {
66
67        if (values[col] is List<double>)
[9217]68          shuffled.Add(new List<double>());
[8598]69        else if (values[col] is List<DateTime>)
[9217]70          shuffled.Add(new List<DateTime>());
[8598]71        else if (values[col] is List<string>)
[9217]72          shuffled.Add(new List<string>());
[8598]73        else
74          throw new InvalidOperationException();
75
76        for (int i = 0; i < count; i++) {
[9217]77          shuffled[col].Add(values[col][indices[i]]);
[8598]78        }
79      }
[9217]80      return shuffled;
[8598]81    }
82
[8877]83    public override bool CanExportData {
84      get { return true; }
85    }
86    public override void ExportData(TData instance, string path) {
87      var strBuilder = new StringBuilder();
88      var colSep = CultureInfo.CurrentCulture.TextInfo.ListSeparator;
89      foreach (var variable in instance.Dataset.VariableNames) {
90        strBuilder.Append(variable.Replace(colSep, String.Empty) + colSep);
[8598]91      }
[8877]92      strBuilder.Remove(strBuilder.Length - colSep.Length, colSep.Length);
93      strBuilder.AppendLine();
94
95      var dataset = instance.Dataset;
96
97      for (int i = 0; i < dataset.Rows; i++) {
98        for (int j = 0; j < dataset.Columns; j++) {
99          if (j > 0) strBuilder.Append(colSep);
100          strBuilder.Append(dataset.GetValue(i, j));
101        }
102        strBuilder.AppendLine();
103      }
[13584]104      using (var fileStream = new FileStream(path, FileMode.Create)) {
[13901]105        Encoding encoding = Encoding.GetEncoding(Encoding.Default.CodePage,
106          new EncoderReplacementFallback("*"),
107          new DecoderReplacementFallback("*"));
108        using (var writer = new StreamWriter(fileStream, encoding)) {
[13584]109          writer.Write(strBuilder);
110        }
[8877]111      }
[8598]112    }
113  }
114}
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