[4243] | 1 | using System;
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[4258] | 2 | using HeuristicLab.Common;
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[4243] | 3 | using HeuristicLab.Core;
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| 4 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 5 |
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| 6 | namespace HeuristicLab.Random {
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| 7 | /// <summary>
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| 8 | /// A fast random number generator for .NET
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| 9 | /// Colin Green, January 2005
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| 10 | ///
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| 11 | /// September 4th 2005
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| 12 | /// Added NextBytesUnsafe() - commented out by default.
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| 13 | /// Fixed bug in Reinitialise() - y,z and w variables were not being reset.
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| 14 | ///
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| 15 | /// Key points:
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| 16 | /// 1) Based on a simple and fast xor-shift pseudo random number generator (RNG) specified in:
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| 17 | /// Marsaglia, George. (2003). Xorshift RNGs.
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| 18 | /// http://www.jstatsoft.org/v08/i14/xorshift.pdf
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| 19 | ///
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| 20 | /// This particular implementation of xorshift has a period of 2^128-1. See the above paper to see
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| 21 | /// how this can be easily extened if you need a longer period. At the time of writing I could find no
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| 22 | /// information on the period of System.Random for comparison.
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| 23 | ///
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| 24 | /// 2) Faster than System.Random. Up to 8x faster, depending on which methods are called.
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| 25 | ///
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| 26 | /// 3) Direct replacement for System.Random. This class implements all of the methods that System.Random
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| 27 | /// does plus some additional methods. The like named methods are functionally equivalent.
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| 28 | ///
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| 29 | /// 4) Allows fast re-initialisation with a seed, unlike System.Random which accepts a seed at construction
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| 30 | /// time which then executes a relatively expensive initialisation routine. This provides a vast speed improvement
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| 31 | /// if you need to reset the pseudo-random number sequence many times, e.g. if you want to re-generate the same
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| 32 | /// sequence many times. An alternative might be to cache random numbers in an array, but that approach is limited
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| 33 | /// by memory capacity and the fact that you may also want a large number of different sequences cached. Each sequence
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| 34 | /// can each be represented by a single seed value (int) when using FastRandom.
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| 35 | ///
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| 36 | /// Notes.
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| 37 | /// A further performance improvement can be obtained by declaring local variables as static, thus avoiding
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| 38 | /// re-allocation of variables on each call. However care should be taken if multiple instances of
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| 39 | /// FastRandom are in use or if being used in a multi-threaded environment.
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| 40 | ///
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| 41 | /// August 2010:
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| 42 | /// adapted for HeuristicLab by gkronber (cloning, persistence, IRandom interface)
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| 43 | ///
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| 44 | /// </summary>
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| 45 | [StorableClass]
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[4258] | 46 | public sealed class FastRandom : Item, IRandom {
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[4243] | 47 | // The +1 ensures NextDouble doesn't generate 1.0
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| 48 | private const double REAL_UNIT_INT = 1.0 / ((double)int.MaxValue + 1.0);
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| 49 | private const double REAL_UNIT_UINT = 1.0 / ((double)uint.MaxValue + 1.0);
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| 50 | private const uint Y = 842502087, Z = 3579807591, W = 273326509;
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| 51 |
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| 52 | [Storable]
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| 53 | private uint x, y, z, w;
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| 54 |
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| 55 | #region Constructors
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[4722] | 56 | /// <summary>
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| 57 | /// Used by HeuristicLab.Persistence to initialize new instances during deserialization.
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| 58 | /// </summary>
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| 59 | /// <param name="deserializing">true, if the constructor is called during deserialization.</param>
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| 60 | [StorableConstructor]
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| 61 | private FastRandom(bool deserializing) : base(deserializing) { }
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[4243] | 62 |
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| 63 | /// <summary>
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[4722] | 64 | /// Initializes a new instance from an existing one (copy constructor).
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| 65 | /// </summary>
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| 66 | /// <param name="original">The original <see cref="FastRandom"/> instance which is used to initialize the new instance.</param>
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| 67 | /// <param name="cloner">A <see cref="Cloner"/> which is used to track all already cloned objects in order to avoid cycles.</param>
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| 68 | private FastRandom(FastRandom original, Cloner cloner)
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| 69 | : base(original, cloner) {
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| 70 | x = original.x;
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| 71 | y = original.y;
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| 72 | z = original.z;
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| 73 | w = original.w;
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| 74 | bitBuffer = original.bitBuffer;
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| 75 | bitMask = original.bitMask;
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| 76 | }
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| 77 |
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| 78 | /// <summary>
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[4243] | 79 | /// Initialises a new instance using time dependent seed.
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| 80 | /// </summary>
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| 81 | public FastRandom() {
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| 82 | // Initialise using the system tick count.
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| 83 | Reinitialise((int)Environment.TickCount);
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| 84 | }
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| 85 |
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| 86 | /// <summary>
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| 87 | /// Initialises a new instance using an int value as seed.
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| 88 | /// This constructor signature is provided to maintain compatibility with
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| 89 | /// System.Random
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| 90 | /// </summary>
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| 91 | public FastRandom(int seed) {
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| 92 | Reinitialise(seed);
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| 93 | }
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| 94 | #endregion
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| 95 |
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| 96 | #region Public Methods [Reinitialisation]
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| 97 |
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| 98 | /// <summary>
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| 99 | /// Reinitialises using an int value as a seed.
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| 100 | /// </summary>
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| 101 | /// <param name="seed"></param>
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| 102 | public void Reinitialise(int seed) {
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| 103 | // The only stipulation stated for the xorshift RNG is that at least one of
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| 104 | // the seeds x,y,z,w is non-zero. We fulfill that requirement by only allowing
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| 105 | // resetting of the x seed
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| 106 | x = (uint)seed;
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| 107 | y = Y;
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| 108 | z = Z;
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| 109 | w = W;
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| 110 | }
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| 111 |
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| 112 | #endregion
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| 113 |
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| 114 | #region Public Methods [System.Random functionally equivalent methods]
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| 115 |
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| 116 | /// <summary>
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| 117 | /// Generates a random int over the range 0 to int.MaxValue-1.
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| 118 | /// MaxValue is not generated in order to remain functionally equivalent to System.Random.Next().
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| 119 | /// This does slightly eat into some of the performance gain over System.Random, but not much.
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| 120 | /// For better performance see:
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| 121 | ///
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| 122 | /// Call NextInt() for an int over the range 0 to int.MaxValue.
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| 123 | ///
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| 124 | /// Call NextUInt() and cast the result to an int to generate an int over the full Int32 value range
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| 125 | /// including negative values.
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| 126 | /// </summary>
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| 127 | /// <returns></returns>
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| 128 | public int Next() {
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| 129 | uint t = (x ^ (x << 11));
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| 130 | x = y; y = z; z = w;
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| 131 | w = (w ^ (w >> 19)) ^ (t ^ (t >> 8));
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| 132 |
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| 133 | // Handle the special case where the value int.MaxValue is generated. This is outside of
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| 134 | // the range of permitted values, so we therefore call Next() to try again.
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| 135 | uint rtn = w & 0x7FFFFFFF;
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| 136 | if (rtn == 0x7FFFFFFF)
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| 137 | return Next();
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| 138 | return (int)rtn;
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| 139 | }
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| 140 |
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| 141 | /// <summary>
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| 142 | /// Generates a random int over the range 0 to upperBound-1, and not including upperBound.
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| 143 | /// </summary>
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| 144 | /// <param name="upperBound"></param>
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| 145 | /// <returns></returns>
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| 146 | public int Next(int upperBound) {
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| 147 | if (upperBound < 0)
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| 148 | throw new ArgumentOutOfRangeException("upperBound", upperBound, "upperBound must be >=0");
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| 149 |
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| 150 | uint t = (x ^ (x << 11));
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| 151 | x = y; y = z; z = w;
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| 152 |
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| 153 | // The explicit int cast before the first multiplication gives better performance.
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| 154 | // See comments in NextDouble.
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| 155 | return (int)((REAL_UNIT_INT * (int)(0x7FFFFFFF & (w = (w ^ (w >> 19)) ^ (t ^ (t >> 8))))) * upperBound);
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| 156 | }
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| 157 |
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| 158 | /// <summary>
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| 159 | /// Generates a random int over the range lowerBound to upperBound-1, and not including upperBound.
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| 160 | /// upperBound must be >= lowerBound. lowerBound may be negative.
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| 161 | /// </summary>
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| 162 | /// <param name="lowerBound"></param>
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| 163 | /// <param name="upperBound"></param>
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| 164 | /// <returns></returns>
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| 165 | public int Next(int lowerBound, int upperBound) {
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| 166 | if (lowerBound > upperBound)
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| 167 | throw new ArgumentOutOfRangeException("upperBound", upperBound, "upperBound must be >=lowerBound");
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| 168 |
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| 169 | uint t = (x ^ (x << 11));
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| 170 | x = y; y = z; z = w;
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| 171 |
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| 172 | // The explicit int cast before the first multiplication gives better performance.
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| 173 | // See comments in NextDouble.
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| 174 | int range = upperBound - lowerBound;
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| 175 | if (range < 0) { // If range is <0 then an overflow has occured and must resort to using long integer arithmetic instead (slower).
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| 176 | // We also must use all 32 bits of precision, instead of the normal 31, which again is slower.
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| 177 | return lowerBound + (int)((REAL_UNIT_UINT * (double)(w = (w ^ (w >> 19)) ^ (t ^ (t >> 8)))) * (double)((long)upperBound - (long)lowerBound));
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| 178 | }
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| 179 |
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| 180 | // 31 bits of precision will suffice if range<=int.MaxValue. This allows us to cast to an int and gain
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| 181 | // a little more performance.
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| 182 | return lowerBound + (int)((REAL_UNIT_INT * (double)(int)(0x7FFFFFFF & (w = (w ^ (w >> 19)) ^ (t ^ (t >> 8))))) * (double)range);
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| 183 | }
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| 184 |
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| 185 | /// <summary>
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| 186 | /// Generates a random double. Values returned are from 0.0 up to but not including 1.0.
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| 187 | /// </summary>
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| 188 | /// <returns></returns>
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| 189 | public double NextDouble() {
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| 190 | uint t = (x ^ (x << 11));
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| 191 | x = y; y = z; z = w;
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| 192 |
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| 193 | // Here we can gain a 2x speed improvement by generating a value that can be cast to
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| 194 | // an int instead of the more easily available uint. If we then explicitly cast to an
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| 195 | // int the compiler will then cast the int to a double to perform the multiplication,
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| 196 | // this final cast is a lot faster than casting from a uint to a double. The extra cast
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| 197 | // to an int is very fast (the allocated bits remain the same) and so the overall effect
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| 198 | // of the extra cast is a significant performance improvement.
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| 199 | //
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| 200 | // Also note that the loss of one bit of precision is equivalent to what occurs within
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| 201 | // System.Random.
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| 202 | return (REAL_UNIT_INT * (int)(0x7FFFFFFF & (w = (w ^ (w >> 19)) ^ (t ^ (t >> 8)))));
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| 203 | }
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| 204 |
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| 205 |
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| 206 | /// <summary>
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| 207 | /// Fills the provided byte array with random bytes.
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| 208 | /// This method is functionally equivalent to System.Random.NextBytes().
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| 209 | /// </summary>
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| 210 | /// <param name="buffer"></param>
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| 211 | public void NextBytes(byte[] buffer) {
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| 212 | // Fill up the bulk of the buffer in chunks of 4 bytes at a time.
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| 213 | uint x = this.x, y = this.y, z = this.z, w = this.w;
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| 214 | int i = 0;
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| 215 | uint t;
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| 216 | for (int bound = buffer.Length - 3; i < bound; ) {
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| 217 | // Generate 4 bytes.
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| 218 | // Increased performance is achieved by generating 4 random bytes per loop.
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| 219 | // Also note that no mask needs to be applied to zero out the higher order bytes before
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| 220 | // casting because the cast ignores thos bytes. Thanks to Stefan Trosch�tz for pointing this out.
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| 221 | t = (x ^ (x << 11));
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| 222 | x = y; y = z; z = w;
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| 223 | w = (w ^ (w >> 19)) ^ (t ^ (t >> 8));
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| 224 |
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| 225 | buffer[i++] = (byte)w;
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| 226 | buffer[i++] = (byte)(w >> 8);
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| 227 | buffer[i++] = (byte)(w >> 16);
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| 228 | buffer[i++] = (byte)(w >> 24);
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| 229 | }
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| 230 |
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| 231 | // Fill up any remaining bytes in the buffer.
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| 232 | if (i < buffer.Length) {
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| 233 | // Generate 4 bytes.
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| 234 | t = (x ^ (x << 11));
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| 235 | x = y; y = z; z = w;
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| 236 | w = (w ^ (w >> 19)) ^ (t ^ (t >> 8));
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| 237 |
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| 238 | buffer[i++] = (byte)w;
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| 239 | if (i < buffer.Length) {
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| 240 | buffer[i++] = (byte)(w >> 8);
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| 241 | if (i < buffer.Length) {
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| 242 | buffer[i++] = (byte)(w >> 16);
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| 243 | if (i < buffer.Length) {
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| 244 | buffer[i] = (byte)(w >> 24);
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| 245 | }
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| 246 | }
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| 247 | }
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| 248 | }
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| 249 | this.x = x; this.y = y; this.z = z; this.w = w;
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| 250 | }
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| 251 |
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| 252 |
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| 253 | // /// <summary>
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| 254 | // /// A version of NextBytes that uses a pointer to set 4 bytes of the byte buffer in one operation
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| 255 | // /// thus providing a nice speedup. The loop is also partially unrolled to allow out-of-order-execution,
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| 256 | // /// this results in about a x2 speedup on an AMD Athlon. Thus performance may vary wildly on different CPUs
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| 257 | // /// depending on the number of execution units available.
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| 258 | // ///
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| 259 | // /// Another significant speedup is obtained by setting the 4 bytes by indexing pDWord (e.g. pDWord[i++]=w)
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| 260 | // /// instead of adjusting it dereferencing it (e.g. *pDWord++=w).
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| 261 | // ///
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| 262 | // /// Note that this routine requires the unsafe compilation flag to be specified and so is commented out by default.
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| 263 | // /// </summary>
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| 264 | // /// <param name="buffer"></param>
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| 265 | // public unsafe void NextBytesUnsafe(byte[] buffer)
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| 266 | // {
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| 267 | // if(buffer.Length % 8 != 0)
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| 268 | // throw new ArgumentException("Buffer length must be divisible by 8", "buffer");
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| 269 | //
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| 270 | // uint x=this.x, y=this.y, z=this.z, w=this.w;
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| 271 | //
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| 272 | // fixed(byte* pByte0 = buffer)
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| 273 | // {
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| 274 | // uint* pDWord = (uint*)pByte0;
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| 275 | // for(int i=0, len=buffer.Length>>2; i < len; i+=2)
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| 276 | // {
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| 277 | // uint t=(x^(x<<11));
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| 278 | // x=y; y=z; z=w;
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| 279 | // pDWord[i] = w = (w^(w>>19))^(t^(t>>8));
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| 280 | //
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| 281 | // t=(x^(x<<11));
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| 282 | // x=y; y=z; z=w;
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| 283 | // pDWord[i+1] = w = (w^(w>>19))^(t^(t>>8));
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| 284 | // }
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| 285 | // }
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| 286 | //
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| 287 | // this.x=x; this.y=y; this.z=z; this.w=w;
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| 288 | // }
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| 289 |
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| 290 | #endregion
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| 291 |
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| 292 | #region Public Methods [Methods not present on System.Random]
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| 293 |
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| 294 | /// <summary>
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| 295 | /// Generates a uint. Values returned are over the full range of a uint,
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| 296 | /// uint.MinValue to uint.MaxValue, inclusive.
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| 297 | ///
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| 298 | /// This is the fastest method for generating a single random number because the underlying
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| 299 | /// random number generator algorithm generates 32 random bits that can be cast directly to
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| 300 | /// a uint.
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| 301 | /// </summary>
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| 302 | /// <returns></returns>
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| 303 | public uint NextUInt() {
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| 304 | uint t = (x ^ (x << 11));
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| 305 | x = y; y = z; z = w;
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| 306 | return (w = (w ^ (w >> 19)) ^ (t ^ (t >> 8)));
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| 307 | }
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| 308 |
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| 309 | /// <summary>
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| 310 | /// Generates a random int over the range 0 to int.MaxValue, inclusive.
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| 311 | /// This method differs from Next() only in that the range is 0 to int.MaxValue
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| 312 | /// and not 0 to int.MaxValue-1.
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| 313 | ///
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| 314 | /// The slight difference in range means this method is slightly faster than Next()
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| 315 | /// but is not functionally equivalent to System.Random.Next().
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| 316 | /// </summary>
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| 317 | /// <returns></returns>
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| 318 | public int NextInt() {
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| 319 | uint t = (x ^ (x << 11));
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| 320 | x = y; y = z; z = w;
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| 321 | return (int)(0x7FFFFFFF & (w = (w ^ (w >> 19)) ^ (t ^ (t >> 8))));
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| 322 | }
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| 323 |
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| 324 | /// <summary>
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| 325 | /// Generates a single random bit.
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| 326 | /// This method's performance is improved by generating 32 bits in one operation and storing them
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| 327 | /// ready for future calls.
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| 328 | /// </summary>
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| 329 | /// <returns></returns>
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| 330 | public bool NextBool() {
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| 331 | if (bitMask == 1) {
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| 332 | // Generate 32 more bits.
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| 333 | uint t = (x ^ (x << 11));
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| 334 | x = y; y = z; z = w;
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| 335 | bitBuffer = w = (w ^ (w >> 19)) ^ (t ^ (t >> 8));
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| 336 |
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| 337 | // Reset the bitMask that tells us which bit to read next.
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| 338 | bitMask = 0x80000000;
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| 339 | return (bitBuffer & bitMask) == 0;
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| 340 | }
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| 341 | return (bitBuffer & (bitMask >>= 1)) == 0;
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[4258] | 342 | }
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[4243] | 343 | // Buffer 32 bits in bitBuffer, return 1 at a time, keep track of how many have been returned
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| 344 | // with bitBufferIdx.
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| 345 | [Storable]
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| 346 | private uint bitBuffer;
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| 347 | [Storable]
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| 348 | private uint bitMask = 1;
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| 349 |
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| 350 |
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[4258] | 351 | #endregion
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[4243] | 352 |
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| 353 | #region IRandom Members
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| 354 |
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| 355 | public void Reset() {
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| 356 | Reinitialise((int)Environment.TickCount);
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| 357 | }
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| 358 |
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| 359 | public void Reset(int seed) {
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| 360 | Reinitialise(seed);
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| 361 | }
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| 362 |
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[4258] | 363 | #endregion
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[4243] | 364 |
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[4258] | 365 | public override IDeepCloneable Clone(Cloner cloner) {
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[4722] | 366 | return new FastRandom(this, cloner);
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[4243] | 367 | }
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| 368 | }
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| 369 | }
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