[8598] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[11171] | 3 | * Copyright (C) 2002-2014 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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[8877] | 25 | using System.Globalization;
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| 26 | using System.IO;
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[8598] | 27 | using System.Linq;
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[8877] | 28 | using System.Text;
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[8598] | 29 | using HeuristicLab.Problems.DataAnalysis;
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[8877] | 30 | using HeuristicLab.Random;
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[8598] | 31 |
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| 32 | namespace HeuristicLab.Problems.Instances.DataAnalysis {
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[8877] | 33 | public abstract class DataAnalysisInstanceProvider<TData, ImportType> : ProblemInstanceProvider<TData>
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| 34 | where TData : class, IDataAnalysisProblemData
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| 35 | where ImportType : DataAnalysisImportType {
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[8598] | 36 |
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[8878] | 37 |
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[8877] | 38 | public TData ImportData(string path, ImportType type, DataAnalysisCSVFormat csvFormat) {
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| 39 | TableFileParser csvFileParser = new TableFileParser();
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[9608] | 40 | csvFileParser.Parse(path, csvFormat.NumberFormatInfo, csvFormat.DateTimeFormatInfo, csvFormat.Separator, csvFormat.VariableNamesAvailable);
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[8877] | 41 | return ImportData(path, type, csvFileParser);
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| 42 | }
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[8598] | 43 |
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[8878] | 44 | protected virtual TData ImportData(string path, ImportType type, TableFileParser csvFileParser) {
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| 45 | throw new NotSupportedException();
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| 46 | }
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[8877] | 47 |
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[8598] | 48 | protected List<IList> Shuffle(List<IList> values) {
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| 49 | int count = values.First().Count;
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[8877] | 50 | int[] indices = Enumerable.Range(0, count).Shuffle(new FastRandom()).ToArray();
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[9217] | 51 | List<IList> shuffled = new List<IList>(values.Count);
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[8598] | 52 | for (int col = 0; col < values.Count; col++) {
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| 53 |
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| 54 | if (values[col] is List<double>)
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[9217] | 55 | shuffled.Add(new List<double>());
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[8598] | 56 | else if (values[col] is List<DateTime>)
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[9217] | 57 | shuffled.Add(new List<DateTime>());
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[8598] | 58 | else if (values[col] is List<string>)
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[9217] | 59 | shuffled.Add(new List<string>());
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[8598] | 60 | else
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| 61 | throw new InvalidOperationException();
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| 62 |
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| 63 | for (int i = 0; i < count; i++) {
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[9217] | 64 | shuffled[col].Add(values[col][indices[i]]);
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[8598] | 65 | }
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| 66 | }
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[9217] | 67 | return shuffled;
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[8598] | 68 | }
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| 69 |
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[8877] | 70 | public override bool CanExportData {
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| 71 | get { return true; }
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| 72 | }
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| 73 | public override void ExportData(TData instance, string path) {
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| 74 | var strBuilder = new StringBuilder();
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| 75 | var colSep = CultureInfo.CurrentCulture.TextInfo.ListSeparator;
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| 76 | foreach (var variable in instance.Dataset.VariableNames) {
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| 77 | strBuilder.Append(variable.Replace(colSep, String.Empty) + colSep);
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[8598] | 78 | }
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[8877] | 79 | strBuilder.Remove(strBuilder.Length - colSep.Length, colSep.Length);
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| 80 | strBuilder.AppendLine();
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| 81 |
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| 82 | var dataset = instance.Dataset;
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| 83 |
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| 84 | for (int i = 0; i < dataset.Rows; i++) {
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| 85 | for (int j = 0; j < dataset.Columns; j++) {
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| 86 | if (j > 0) strBuilder.Append(colSep);
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| 87 | strBuilder.Append(dataset.GetValue(i, j));
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| 88 | }
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| 89 | strBuilder.AppendLine();
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| 90 | }
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| 91 |
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| 92 | using (var writer = new StreamWriter(path)) {
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| 93 | writer.Write(strBuilder);
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| 94 | }
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[8598] | 95 | }
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| 96 | }
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| 97 | }
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