#region License Information
/* HeuristicLab
* Copyright (C) 2002-2017 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
*
* This file is part of HeuristicLab.
*
* HeuristicLab is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* HeuristicLab is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with HeuristicLab. If not, see .
*/
#endregion
using System;
using System.Collections;
using System.Collections.Generic;
using System.ComponentModel;
using System.Linq;
using System.Text;
using HeuristicLab.Core;
using HeuristicLab.Random;
namespace HeuristicLab.Problems.DataAnalysis {
public static class DatasetUtil {
///
/// Shuffle all the lists with the same shuffling.
///
/// The value lists to be shuffled.
/// The random number generator
/// A new list containing shuffled copies of the original value lists.
public static List ShuffleLists(this List values, IRandom random) {
ValidateInputData(values);
int count = values.First().Count;
int[] indices = Enumerable.Range(0, count).Shuffle(random).ToArray();
List shuffled = new List(values.Count);
for (int col = 0; col < values.Count; col++) {
if (values[col] is List)
shuffled.Add(new List());
else if (values[col] is List)
shuffled.Add(new List());
else if (values[col] is List)
shuffled.Add(new List());
else
throw new InvalidOperationException();
for (int i = 0; i < count; i++) {
shuffled[col].Add(values[col][indices[i]]);
}
}
return shuffled;
}
///
/// This method checks if the provided lists of values are actually of the type List, where T is a double, string or DateTime
///
/// The values lists
internal static void ValidateInputData(IEnumerable values) {
if (!values.Any())
throw new InvalidEnumArgumentException("The provided list of values is empty.");
var errorIndices = new List();
int col = 0;
foreach (var v in values) {
var doubleList = v as List;
var stringList = v as List;
var dateTimeList = v as List;
var typedCollections = new IList[] { doubleList, stringList, dateTimeList };
if (typedCollections.All(x => x == null)) {
errorIndices.Add(col); // the values are not a) a list and b) of any of the supported types
}
++col;
}
if (errorIndices.Any()) {
var sb = new StringBuilder();
for (int i = 0; i < errorIndices.Count; ++i) {
sb.Append(i);
sb.Append(i < errorIndices.Count - 1 ? ", " : " ");
}
var error = string.Format("Invalid input values. The following columns are not lists of double, string or DateTime values: {0}", sb);
throw new ArgumentException(error);
}
}
}
}