1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
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 |
|
---|
22 | using System;
|
---|
23 | using System.Collections;
|
---|
24 | using System.Collections.Generic;
|
---|
25 | using System.Linq;
|
---|
26 | using HeuristicLab.Problems.DataAnalysis;
|
---|
27 |
|
---|
28 | namespace HeuristicLab.Problems.Instances.DataAnalysis {
|
---|
29 | public abstract class DataAnalysisInstanceProvider<TData> : ProblemInstanceProvider<TData>
|
---|
30 | where TData : class, IDataAnalysisProblemData {
|
---|
31 |
|
---|
32 | // has to be implemented, if CanImportData is true
|
---|
33 | public virtual TData ImportData(string path, DataAnalysisImportType type) {
|
---|
34 | throw new NotSupportedException();
|
---|
35 | }
|
---|
36 |
|
---|
37 | protected List<IList> Shuffle(List<IList> values) {
|
---|
38 | int count = values.First().Count;
|
---|
39 | int[] indices = GetRandomIndices(count);
|
---|
40 | List<IList> shuffeledValues = new List<IList>(values.Count);
|
---|
41 | for (int col = 0; col < values.Count; col++) {
|
---|
42 |
|
---|
43 | if (values[col] is List<double>)
|
---|
44 | shuffeledValues.Add(new List<double>());
|
---|
45 | else if (values[col] is List<DateTime>)
|
---|
46 | shuffeledValues.Add(new List<DateTime>());
|
---|
47 | else if (values[col] is List<string>)
|
---|
48 | shuffeledValues.Add(new List<string>());
|
---|
49 | else
|
---|
50 | throw new InvalidOperationException();
|
---|
51 |
|
---|
52 | for (int i = 0; i < count; i++) {
|
---|
53 | shuffeledValues[col].Add(values[col][indices[i]]);
|
---|
54 | }
|
---|
55 | }
|
---|
56 | return shuffeledValues;
|
---|
57 | }
|
---|
58 |
|
---|
59 | //Fisher–Yates shuffle
|
---|
60 | private int[] GetRandomIndices(int amount) {
|
---|
61 | int[] randomIndices = Enumerable.Range(0, amount).ToArray();
|
---|
62 | System.Random rand = new System.Random();
|
---|
63 | int n = amount;
|
---|
64 | while (n > 1) {
|
---|
65 | n--;
|
---|
66 | int k = rand.Next(n + 1);
|
---|
67 | int value = randomIndices[k];
|
---|
68 | randomIndices[k] = randomIndices[n];
|
---|
69 | randomIndices[n] = value;
|
---|
70 | }
|
---|
71 | return randomIndices;
|
---|
72 | }
|
---|
73 | }
|
---|
74 | }
|
---|