[11659] | 1 | using System;
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| 2 | using System.Collections.Generic;
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| 3 | using System.Linq;
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| 4 | using System.Text;
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| 5 | using System.Threading.Tasks;
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| 6 |
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[11727] | 7 | namespace HeuristicLab.Common {
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[11659] | 8 | public static class Extensions {
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[11974] | 9 |
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[11659] | 10 | public static bool IsAlmost(this double x, double y) {
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[11974] | 11 | if (double.IsNaN(x) || double.IsNaN(y)) return false;
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| 12 | if (double.IsPositiveInfinity(x) && double.IsPositiveInfinity(y)) return true;
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| 13 | if (double.IsNegativeInfinity(x) && double.IsNegativeInfinity(y)) return true;
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[11742] | 14 | return Math.Abs(x - y) < 1.0e-12;
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[11659] | 15 | }
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| 16 |
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| 17 | public static T SelectRandom<T>(this IEnumerable<T> xs, Random rand) {
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[11799] | 18 | var n = xs.Count();
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| 19 | return xs.ElementAt(rand.Next(n));
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[11659] | 20 | }
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[11730] | 21 |
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[11799] | 22 | public static T SampleProportional<T>(this IEnumerable<T> elements, Random random, IEnumerable<double> weights) {
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| 23 | double total = weights.Sum();
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[11730] | 24 |
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[11799] | 25 | var elemEnumerator = elements.GetEnumerator();
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| 26 | elemEnumerator.MoveNext();
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| 27 | var weightEnumerator = weights.GetEnumerator();
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| 28 | weightEnumerator.MoveNext();
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| 29 |
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| 30 | var r = random.NextDouble() * total;
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| 31 | var agg = weightEnumerator.Current;
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| 32 |
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| 33 | while (agg < r) {
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| 34 | weightEnumerator.MoveNext();
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| 35 | elemEnumerator.MoveNext();
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| 36 | agg += weightEnumerator.Current;
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[11730] | 37 | }
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[11799] | 38 | return elemEnumerator.Current;
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[11730] | 39 | }
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[11732] | 40 |
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| 41 | public static double RSq(IEnumerable<double> xs, IEnumerable<double> ys) {
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| 42 | // two pass implementation, but we don't care
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| 43 | var meanX = xs.Average();
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| 44 | var meanY = ys.Average();
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| 45 |
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| 46 | var s = 0.0;
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| 47 | var ssX = 0.0;
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| 48 | var ssY = 0.0;
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[11742] | 49 | var xEnum = xs.GetEnumerator();
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| 50 | var yEnum = ys.GetEnumerator();
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| 51 | while (xEnum.MoveNext() & yEnum.MoveNext()) {
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| 52 | var x = xEnum.Current;
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| 53 | var y = yEnum.Current;
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| 54 | s += (x - meanX) * (y - meanY);
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[11799] | 55 | ssX += (x - meanX) * (x - meanX);
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| 56 | ssY += (y - meanY) * (y - meanY);
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[11732] | 57 | }
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[11742] | 58 | if (xEnum.MoveNext() | yEnum.MoveNext()) throw new ArgumentException("lengths are not equal");
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[11732] | 59 |
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| 60 | if (s.IsAlmost(0)) return 0;
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| 61 | if (ssX.IsAlmost(0) || ssY.IsAlmost(0)) return 0;
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| 62 | return s * s / (ssX * ssY);
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| 63 | }
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| 64 |
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| 65 |
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[11659] | 66 | }
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| 67 | }
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