[8598] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[16720] | 3 | * Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[8598] | 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 System;
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| 23 | using System.Collections;
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| 24 | using System.Collections.Generic;
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[13414] | 25 | using System.ComponentModel;
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[8877] | 26 | using System.Globalization;
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| 27 | using System.IO;
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[8598] | 28 | using System.Linq;
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[8877] | 29 | using System.Text;
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[8598] | 30 | using HeuristicLab.Problems.DataAnalysis;
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[8877] | 31 | using HeuristicLab.Random;
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[8598] | 32 |
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| 33 | namespace HeuristicLab.Problems.Instances.DataAnalysis {
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[8877] | 34 | public abstract class DataAnalysisInstanceProvider<TData, ImportType> : ProblemInstanceProvider<TData>
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| 35 | where TData : class, IDataAnalysisProblemData
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| 36 | where ImportType : DataAnalysisImportType {
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[8598] | 37 |
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[13414] | 38 | public event ProgressChangedEventHandler ProgressChanged;
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[8878] | 39 |
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[8877] | 40 | public TData ImportData(string path, ImportType type, DataAnalysisCSVFormat csvFormat) {
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| 41 | TableFileParser csvFileParser = new TableFileParser();
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[14343] | 42 | csvFileParser.Encoding = csvFormat.Encoding;
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[13414] | 43 | long fileSize = new FileInfo(path).Length;
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| 44 | csvFileParser.ProgressChanged += (sender, e) => {
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| 45 | OnProgressChanged(e / (double)fileSize);
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| 46 | };
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[9608] | 47 | csvFileParser.Parse(path, csvFormat.NumberFormatInfo, csvFormat.DateTimeFormatInfo, csvFormat.Separator, csvFormat.VariableNamesAvailable);
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[8877] | 48 | return ImportData(path, type, csvFileParser);
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| 49 | }
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[8598] | 50 |
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[13414] | 51 | protected virtual void OnProgressChanged(double d) {
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| 52 | var handler = ProgressChanged;
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| 53 | if (handler != null)
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[13584] | 54 | handler(this, new ProgressChangedEventArgs((int)(100 * d), null));
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[13414] | 55 | }
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| 56 |
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[8878] | 57 | protected virtual TData ImportData(string path, ImportType type, TableFileParser csvFileParser) {
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| 58 | throw new NotSupportedException();
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| 59 | }
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[8877] | 60 |
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[8598] | 61 | protected List<IList> Shuffle(List<IList> values) {
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| 62 | int count = values.First().Count;
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[8877] | 63 | int[] indices = Enumerable.Range(0, count).Shuffle(new FastRandom()).ToArray();
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[9217] | 64 | List<IList> shuffled = new List<IList>(values.Count);
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[8598] | 65 | for (int col = 0; col < values.Count; col++) {
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| 66 |
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| 67 | if (values[col] is List<double>)
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[9217] | 68 | shuffled.Add(new List<double>());
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[8598] | 69 | else if (values[col] is List<DateTime>)
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[9217] | 70 | shuffled.Add(new List<DateTime>());
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[8598] | 71 | else if (values[col] is List<string>)
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[9217] | 72 | shuffled.Add(new List<string>());
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[8598] | 73 | else
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| 74 | throw new InvalidOperationException();
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| 75 |
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| 76 | for (int i = 0; i < count; i++) {
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[9217] | 77 | shuffled[col].Add(values[col][indices[i]]);
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[8598] | 78 | }
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| 79 | }
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[9217] | 80 | return shuffled;
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[8598] | 81 | }
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| 82 |
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[8877] | 83 | public override bool CanExportData {
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| 84 | get { return true; }
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| 85 | }
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| 86 | public override void ExportData(TData instance, string path) {
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| 87 | var strBuilder = new StringBuilder();
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| 88 | var colSep = CultureInfo.CurrentCulture.TextInfo.ListSeparator;
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| 89 | foreach (var variable in instance.Dataset.VariableNames) {
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| 90 | strBuilder.Append(variable.Replace(colSep, String.Empty) + colSep);
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[8598] | 91 | }
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[8877] | 92 | strBuilder.Remove(strBuilder.Length - colSep.Length, colSep.Length);
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| 93 | strBuilder.AppendLine();
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| 94 |
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| 95 | var dataset = instance.Dataset;
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| 96 |
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| 97 | for (int i = 0; i < dataset.Rows; i++) {
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| 98 | for (int j = 0; j < dataset.Columns; j++) {
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| 99 | if (j > 0) strBuilder.Append(colSep);
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| 100 | strBuilder.Append(dataset.GetValue(i, j));
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| 101 | }
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| 102 | strBuilder.AppendLine();
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| 103 | }
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[13584] | 104 | using (var fileStream = new FileStream(path, FileMode.Create)) {
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[13901] | 105 | Encoding encoding = Encoding.GetEncoding(Encoding.Default.CodePage,
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| 106 | new EncoderReplacementFallback("*"),
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| 107 | new DecoderReplacementFallback("*"));
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| 108 | using (var writer = new StreamWriter(fileStream, encoding)) {
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[13584] | 109 | writer.Write(strBuilder);
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| 110 | }
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[8877] | 111 | }
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[8598] | 112 | }
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| 113 | }
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| 114 | }
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