| 1 | // MersenneTwister.h |
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| 2 | // Mersenne Twister random number generator -- a C++ class MTRand |
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| 3 | // Based on code by Makoto Matsumoto, Takuji Nishimura, and Shawn Cokus |
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| 4 | // Richard J. Wagner v1.1 28 September 2009 wagnerr@umich.edu |
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| 5 | |
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| 6 | // The Mersenne Twister is an algorithm for generating random numbers. It |
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| 7 | // was designed with consideration of the flaws in various other generators. |
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| 8 | // The period, 2^19937-1, and the order of equidistribution, 623 dimensions, |
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| 9 | // are far greater. The generator is also fast; it avoids multiplication and |
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| 10 | // division, and it benefits from caches and pipelines. For more information |
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| 11 | // see the inventors' web page at |
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| 12 | // http://www.math.sci.hiroshima-u.ac.jp/~m-mat/MT/emt.html |
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| 13 | |
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| 14 | // Reference |
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| 15 | // M. Matsumoto and T. Nishimura, "Mersenne Twister: A 623-Dimensionally |
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| 16 | // Equidistributed Uniform Pseudo-Random Number Generator", ACM Transactions on |
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| 17 | // Modeling and Computer Simulation, Vol. 8, No. 1, January 1998, pp 3-30. |
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| 18 | |
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| 19 | // Copyright (C) 1997 - 2002, Makoto Matsumoto and Takuji Nishimura, |
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| 20 | // Copyright (C) 2000 - 2009, Richard J. Wagner |
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| 21 | // All rights reserved. |
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| 22 | // |
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| 23 | // Redistribution and use in source and binary forms, with or without |
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| 24 | // modification, are permitted provided that the following conditions |
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| 25 | // are met: |
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| 26 | // |
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| 27 | // 1. Redistributions of source code must retain the above copyright |
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| 28 | // notice, this list of conditions and the following disclaimer. |
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| 29 | // |
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| 30 | // 2. Redistributions in binary form must reproduce the above copyright |
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| 31 | // notice, this list of conditions and the following disclaimer in the |
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| 32 | // documentation and/or other materials provided with the distribution. |
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| 33 | // |
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| 34 | // 3. The names of its contributors may not be used to endorse or promote |
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| 35 | // products derived from this software without specific prior written |
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| 36 | // permission. |
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| 37 | // |
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| 38 | // THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" |
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| 39 | // AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE |
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| 40 | // IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE |
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| 41 | // ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE |
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| 42 | // LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR |
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| 43 | // CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF |
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| 44 | // SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS |
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| 45 | // INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN |
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| 46 | // CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) |
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| 47 | // ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE |
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| 48 | // POSSIBILITY OF SUCH DAMAGE. |
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| 49 | |
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| 50 | // The original code included the following notice: |
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| 51 | // |
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| 52 | // When you use this, send an email to: m-mat@math.sci.hiroshima-u.ac.jp |
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| 53 | // with an appropriate reference to your work. |
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| 54 | // |
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| 55 | // It would be nice to CC: wagnerr@umich.edu and Cokus@math.washington.edu |
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| 56 | // when you write. |
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| 57 | |
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| 58 | #ifndef MERSENNETWISTER_H |
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| 59 | #define MERSENNETWISTER_H |
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| 60 | |
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| 61 | // Not thread safe (unless auto-initialization is avoided and each thread has |
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| 62 | // its own MTRand object) |
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| 63 | |
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| 64 | #include <iostream> |
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| 65 | #include <climits> |
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| 66 | #include <cstdio> |
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| 67 | #include <ctime> |
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| 68 | #include <cmath> |
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| 69 | |
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| 70 | class MTRand { |
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| 71 | // Data |
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| 72 | public: |
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| 73 | typedef unsigned long uint32; // unsigned integer type, at least 32 bits |
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| 74 | |
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| 75 | enum { N = 624 }; // length of state vector |
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| 76 | enum { SAVE = N + 1 }; // length of array for save() |
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| 77 | |
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| 78 | protected: |
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| 79 | enum { M = 397 }; // period parameter |
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| 80 | |
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| 81 | uint32 state[N]; // internal state |
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| 82 | uint32 *pNext; // next value to get from state |
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| 83 | int left; // number of values left before reload needed |
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| 84 | |
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| 85 | // Methods |
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| 86 | public: |
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| 87 | MTRand( const uint32 oneSeed ); // initialize with a simple uint32 |
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| 88 | MTRand( uint32 *const bigSeed, uint32 const seedLength = N ); // or array |
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| 89 | MTRand(); // auto-initialize with /dev/urandom or time() and clock() |
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| 90 | MTRand( const MTRand& o ); // copy |
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| 91 | |
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| 92 | // Do NOT use for CRYPTOGRAPHY without securely hashing several returned |
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| 93 | // values together, otherwise the generator state can be learned after |
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| 94 | // reading 624 consecutive values. |
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| 95 | |
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| 96 | // Access to 32-bit random numbers |
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| 97 | uint32 randInt(); // integer in [0,2^32-1] |
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| 98 | uint32 randInt( const uint32 n ); // integer in [0,n] for n < 2^32 |
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| 99 | double rand(); // real number in [0,1] |
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| 100 | double rand( const double n ); // real number in [0,n] |
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| 101 | double randExc(); // real number in [0,1) |
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| 102 | double randExc( const double n ); // real number in [0,n) |
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| 103 | double randDblExc(); // real number in (0,1) |
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| 104 | double randDblExc( const double n ); // real number in (0,n) |
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| 105 | double operator()(); // same as rand() |
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| 106 | |
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| 107 | // Access to 53-bit random numbers (capacity of IEEE double precision) |
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| 108 | double rand53(); // real number in [0,1) |
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| 109 | |
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| 110 | // Access to nonuniform random number distributions |
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| 111 | double randNorm( const double mean = 0.0, const double stddev = 1.0 ); |
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| 112 | |
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| 113 | // Re-seeding functions with same behavior as initializers |
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| 114 | void seed( const uint32 oneSeed ); |
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| 115 | void seed( uint32 *const bigSeed, const uint32 seedLength = N ); |
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| 116 | void seed(); |
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| 117 | |
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| 118 | // Saving and loading generator state |
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| 119 | void save( uint32* saveArray ) const; // to array of size SAVE |
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| 120 | void load( uint32 *const loadArray ); // from such array |
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| 121 | friend std::ostream& operator<<( std::ostream& os, const MTRand& mtrand ); |
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| 122 | friend std::istream& operator>>( std::istream& is, MTRand& mtrand ); |
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| 123 | MTRand& operator=( const MTRand& o ); |
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| 124 | |
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| 125 | protected: |
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| 126 | void initialize( const uint32 oneSeed ); |
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| 127 | void reload(); |
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| 128 | uint32 hiBit( const uint32 u ) const { return u & 0x80000000UL; } |
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| 129 | uint32 loBit( const uint32 u ) const { return u & 0x00000001UL; } |
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| 130 | uint32 loBits( const uint32 u ) const { return u & 0x7fffffffUL; } |
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| 131 | uint32 mixBits( const uint32 u, const uint32 v ) const |
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| 132 | { return hiBit(u) | loBits(v); } |
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| 133 | uint32 magic( const uint32 u ) const |
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| 134 | { return loBit(u) ? 0x9908b0dfUL : 0x0UL; } |
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| 135 | uint32 twist( const uint32 m, const uint32 s0, const uint32 s1 ) const |
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| 136 | { return m ^ (mixBits(s0,s1)>>1) ^ magic(s1); } |
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| 137 | static uint32 hash( time_t t, clock_t c ); |
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| 138 | }; |
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| 139 | |
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| 140 | // Functions are defined in order of usage to assist inlining |
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| 141 | |
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| 142 | inline MTRand::uint32 MTRand::hash( time_t t, clock_t c ) |
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| 143 | { |
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| 144 | // Get a uint32 from t and c |
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| 145 | // Better than uint32(x) in case x is floating point in [0,1] |
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| 146 | // Based on code by Lawrence Kirby (fred@genesis.demon.co.uk) |
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| 147 | |
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| 148 | static uint32 differ = 0; // guarantee time-based seeds will change |
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| 149 | |
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| 150 | uint32 h1 = 0; |
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| 151 | unsigned char *p = (unsigned char *) &t; |
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| 152 | for( size_t i = 0; i < sizeof(t); ++i ) |
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| 153 | { |
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| 154 | h1 *= UCHAR_MAX + 2U; |
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| 155 | h1 += p[i]; |
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| 156 | } |
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| 157 | uint32 h2 = 0; |
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| 158 | p = (unsigned char *) &c; |
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| 159 | for( size_t j = 0; j < sizeof(c); ++j ) |
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| 160 | { |
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| 161 | h2 *= UCHAR_MAX + 2U; |
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| 162 | h2 += p[j]; |
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| 163 | } |
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| 164 | return ( h1 + differ++ ) ^ h2; |
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| 165 | } |
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| 166 | |
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| 167 | inline void MTRand::initialize( const uint32 seed ) |
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| 168 | { |
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| 169 | // Initialize generator state with seed |
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| 170 | // See Knuth TAOCP Vol 2, 3rd Ed, p.106 for multiplier. |
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| 171 | // In previous versions, most significant bits (MSBs) of the seed affect |
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| 172 | // only MSBs of the state array. Modified 9 Jan 2002 by Makoto Matsumoto. |
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| 173 | register uint32 *s = state; |
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| 174 | register uint32 *r = state; |
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| 175 | register int i = 1; |
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| 176 | *s++ = seed & 0xffffffffUL; |
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| 177 | for( ; i < N; ++i ) |
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| 178 | { |
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| 179 | *s++ = ( 1812433253UL * ( *r ^ (*r >> 30) ) + i ) & 0xffffffffUL; |
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| 180 | r++; |
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| 181 | } |
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| 182 | } |
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| 183 | |
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| 184 | inline void MTRand::reload() |
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| 185 | { |
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| 186 | // Generate N new values in state |
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| 187 | // Made clearer and faster by Matthew Bellew (matthew.bellew@home.com) |
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| 188 | static const int MmN = int(M) - int(N); // in case enums are unsigned |
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| 189 | register uint32 *p = state; |
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| 190 | register int i; |
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| 191 | for( i = N - M; i--; ++p ) |
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| 192 | *p = twist( p[M], p[0], p[1] ); |
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| 193 | for( i = M; --i; ++p ) |
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| 194 | *p = twist( p[MmN], p[0], p[1] ); |
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| 195 | *p = twist( p[MmN], p[0], state[0] ); |
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| 196 | |
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| 197 | left = N, pNext = state; |
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| 198 | } |
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| 199 | |
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| 200 | inline void MTRand::seed( const uint32 oneSeed ) |
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| 201 | { |
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| 202 | // Seed the generator with a simple uint32 |
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| 203 | initialize(oneSeed); |
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| 204 | reload(); |
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| 205 | } |
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| 206 | |
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| 207 | inline void MTRand::seed( uint32 *const bigSeed, const uint32 seedLength ) |
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| 208 | { |
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| 209 | // Seed the generator with an array of uint32's |
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| 210 | // There are 2^19937-1 possible initial states. This function allows |
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| 211 | // all of those to be accessed by providing at least 19937 bits (with a |
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| 212 | // default seed length of N = 624 uint32's). Any bits above the lower 32 |
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| 213 | // in each element are discarded. |
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| 214 | // Just call seed() if you want to get array from /dev/urandom |
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| 215 | initialize(19650218UL); |
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| 216 | register int i = 1; |
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| 217 | register uint32 j = 0; |
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| 218 | register int k = ( N > seedLength ? N : seedLength ); |
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| 219 | for( ; k; --k ) |
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| 220 | { |
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| 221 | state[i] = |
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| 222 | state[i] ^ ( (state[i-1] ^ (state[i-1] >> 30)) * 1664525UL ); |
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| 223 | state[i] += ( bigSeed[j] & 0xffffffffUL ) + j; |
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| 224 | state[i] &= 0xffffffffUL; |
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| 225 | ++i; ++j; |
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| 226 | if( i >= N ) { state[0] = state[N-1]; i = 1; } |
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| 227 | if( j >= seedLength ) j = 0; |
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| 228 | } |
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| 229 | for( k = N - 1; k; --k ) |
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| 230 | { |
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| 231 | state[i] = |
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| 232 | state[i] ^ ( (state[i-1] ^ (state[i-1] >> 30)) * 1566083941UL ); |
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| 233 | state[i] -= i; |
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| 234 | state[i] &= 0xffffffffUL; |
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| 235 | ++i; |
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| 236 | if( i >= N ) { state[0] = state[N-1]; i = 1; } |
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| 237 | } |
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| 238 | state[0] = 0x80000000UL; // MSB is 1, assuring non-zero initial array |
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| 239 | reload(); |
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| 240 | } |
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| 241 | |
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| 242 | inline void MTRand::seed() |
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| 243 | { |
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| 244 | // Seed the generator with an array from /dev/urandom if available |
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| 245 | // Otherwise use a hash of time() and clock() values |
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| 246 | |
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| 247 | // First try getting an array from /dev/urandom |
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| 248 | FILE* urandom = fopen( "/dev/urandom", "rb" ); |
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| 249 | if( urandom ) |
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| 250 | { |
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| 251 | uint32 bigSeed[N]; |
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| 252 | register uint32 *s = bigSeed; |
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| 253 | register int i = N; |
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| 254 | register bool success = true; |
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| 255 | while( success && i-- ) |
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| 256 | success = fread( s++, sizeof(uint32), 1, urandom )!=0; |
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| 257 | fclose(urandom); |
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| 258 | if( success ) { seed( bigSeed, N ); return; } |
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| 259 | } |
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| 260 | |
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| 261 | // Was not successful, so use time() and clock() instead |
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| 262 | seed( hash( time(NULL), clock() ) ); |
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| 263 | } |
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| 264 | |
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| 265 | inline MTRand::MTRand( const uint32 oneSeed ) |
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| 266 | { seed(oneSeed); } |
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| 267 | |
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| 268 | inline MTRand::MTRand( uint32 *const bigSeed, const uint32 seedLength ) |
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| 269 | { seed(bigSeed,seedLength); } |
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| 270 | |
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| 271 | inline MTRand::MTRand() |
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| 272 | { seed(); } |
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| 273 | |
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| 274 | inline MTRand::MTRand( const MTRand& o ) |
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| 275 | { |
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| 276 | register const uint32 *t = o.state; |
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| 277 | register uint32 *s = state; |
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| 278 | register int i = N; |
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| 279 | for( ; i--; *s++ = *t++ ) {} |
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| 280 | left = o.left; |
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| 281 | pNext = &state[N-left]; |
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| 282 | } |
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| 283 | |
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| 284 | inline MTRand::uint32 MTRand::randInt() |
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| 285 | { |
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| 286 | // Pull a 32-bit integer from the generator state |
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| 287 | // Every other access function simply transforms the numbers extracted here |
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| 288 | |
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| 289 | if( left == 0 ) reload(); |
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| 290 | --left; |
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| 291 | |
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| 292 | register uint32 s1; |
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| 293 | s1 = *pNext++; |
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| 294 | s1 ^= (s1 >> 11); |
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| 295 | s1 ^= (s1 << 7) & 0x9d2c5680UL; |
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| 296 | s1 ^= (s1 << 15) & 0xefc60000UL; |
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| 297 | return ( s1 ^ (s1 >> 18) ); |
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| 298 | } |
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| 299 | |
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| 300 | inline MTRand::uint32 MTRand::randInt( const uint32 n ) |
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| 301 | { |
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| 302 | // Find which bits are used in n |
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| 303 | // Optimized by Magnus Jonsson (magnus@smartelectronix.com) |
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| 304 | uint32 used = n; |
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| 305 | used |= used >> 1; |
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| 306 | used |= used >> 2; |
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| 307 | used |= used >> 4; |
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| 308 | used |= used >> 8; |
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| 309 | used |= used >> 16; |
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| 310 | |
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| 311 | // Draw numbers until one is found in [0,n] |
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| 312 | uint32 i; |
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| 313 | do |
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| 314 | i = randInt() & used; // toss unused bits to shorten search |
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| 315 | while( i > n ); |
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| 316 | return i; |
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| 317 | } |
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| 318 | |
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| 319 | inline double MTRand::rand() |
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| 320 | { return double(randInt()) * (1.0/4294967295.0); } |
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| 321 | |
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| 322 | inline double MTRand::rand( const double n ) |
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| 323 | { return rand() * n; } |
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| 324 | |
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| 325 | inline double MTRand::randExc() |
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| 326 | { return double(randInt()) * (1.0/4294967296.0); } |
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| 327 | |
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| 328 | inline double MTRand::randExc( const double n ) |
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| 329 | { return randExc() * n; } |
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| 330 | |
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| 331 | inline double MTRand::randDblExc() |
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| 332 | { return ( double(randInt()) + 0.5 ) * (1.0/4294967296.0); } |
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| 333 | |
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| 334 | inline double MTRand::randDblExc( const double n ) |
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| 335 | { return randDblExc() * n; } |
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| 336 | |
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| 337 | inline double MTRand::rand53() |
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| 338 | { |
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| 339 | uint32 a = randInt() >> 5, b = randInt() >> 6; |
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| 340 | return ( a * 67108864.0 + b ) * (1.0/9007199254740992.0); // by Isaku Wada |
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| 341 | } |
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| 342 | |
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| 343 | inline double MTRand::randNorm( const double mean, const double stddev ) |
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| 344 | { |
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| 345 | // Return a real number from a normal (Gaussian) distribution with given |
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| 346 | // mean and standard deviation by polar form of Box-Muller transformation |
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| 347 | double x, y, r; |
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| 348 | do |
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| 349 | { |
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| 350 | x = 2.0 * rand() - 1.0; |
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| 351 | y = 2.0 * rand() - 1.0; |
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| 352 | r = x * x + y * y; |
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| 353 | } |
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| 354 | while ( r >= 1.0 || r == 0.0 ); |
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| 355 | double s = sqrt( -2.0 * log(r) / r ); |
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| 356 | return mean + x * s * stddev; |
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| 357 | } |
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| 358 | |
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| 359 | inline double MTRand::operator()() |
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| 360 | { |
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| 361 | return rand(); |
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| 362 | } |
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| 363 | |
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| 364 | inline void MTRand::save( uint32* saveArray ) const |
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| 365 | { |
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| 366 | register const uint32 *s = state; |
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| 367 | register uint32 *sa = saveArray; |
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| 368 | register int i = N; |
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| 369 | for( ; i--; *sa++ = *s++ ) {} |
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| 370 | *sa = left; |
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| 371 | } |
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| 372 | |
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| 373 | inline void MTRand::load( uint32 *const loadArray ) |
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| 374 | { |
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| 375 | register uint32 *s = state; |
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| 376 | register uint32 *la = loadArray; |
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| 377 | register int i = N; |
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| 378 | for( ; i--; *s++ = *la++ ) {} |
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| 379 | left = *la; |
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| 380 | pNext = &state[N-left]; |
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| 381 | } |
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| 382 | |
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| 383 | inline std::ostream& operator<<( std::ostream& os, const MTRand& mtrand ) |
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| 384 | { |
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| 385 | register const MTRand::uint32 *s = mtrand.state; |
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| 386 | register int i = mtrand.N; |
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| 387 | for( ; i--; os << *s++ << "\t" ) {} |
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| 388 | return os << mtrand.left; |
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| 389 | } |
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| 390 | |
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| 391 | inline std::istream& operator>>( std::istream& is, MTRand& mtrand ) |
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| 392 | { |
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| 393 | register MTRand::uint32 *s = mtrand.state; |
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| 394 | register int i = mtrand.N; |
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| 395 | for( ; i--; is >> *s++ ) {} |
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| 396 | is >> mtrand.left; |
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| 397 | mtrand.pNext = &mtrand.state[mtrand.N-mtrand.left]; |
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| 398 | return is; |
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| 399 | } |
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| 400 | |
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| 401 | inline MTRand& MTRand::operator=( const MTRand& o ) |
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| 402 | { |
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| 403 | if( this == &o ) return (*this); |
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| 404 | register const uint32 *t = o.state; |
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| 405 | register uint32 *s = state; |
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| 406 | register int i = N; |
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| 407 | for( ; i--; *s++ = *t++ ) {} |
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| 408 | left = o.left; |
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| 409 | pNext = &state[N-left]; |
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| 410 | return (*this); |
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| 411 | } |
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| 412 | |
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| 413 | #endif // MERSENNETWISTER_H |
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| 414 | |
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| 415 | // Change log: |
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| 416 | // |
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| 417 | // v0.1 - First release on 15 May 2000 |
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| 418 | // - Based on code by Makoto Matsumoto, Takuji Nishimura, and Shawn Cokus |
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| 419 | // - Translated from C to C++ |
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| 420 | // - Made completely ANSI compliant |
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| 421 | // - Designed convenient interface for initialization, seeding, and |
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| 422 | // obtaining numbers in default or user-defined ranges |
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| 423 | // - Added automatic seeding from /dev/urandom or time() and clock() |
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| 424 | // - Provided functions for saving and loading generator state |
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| 425 | // |
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| 426 | // v0.2 - Fixed bug which reloaded generator one step too late |
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| 427 | // |
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| 428 | // v0.3 - Switched to clearer, faster reload() code from Matthew Bellew |
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| 429 | // |
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| 430 | // v0.4 - Removed trailing newline in saved generator format to be consistent |
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| 431 | // with output format of built-in types |
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| 432 | // |
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| 433 | // v0.5 - Improved portability by replacing static const int's with enum's and |
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| 434 | // clarifying return values in seed(); suggested by Eric Heimburg |
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| 435 | // - Removed MAXINT constant; use 0xffffffffUL instead |
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| 436 | // |
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| 437 | // v0.6 - Eliminated seed overflow when uint32 is larger than 32 bits |
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| 438 | // - Changed integer [0,n] generator to give better uniformity |
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| 439 | // |
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| 440 | // v0.7 - Fixed operator precedence ambiguity in reload() |
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| 441 | // - Added access for real numbers in (0,1) and (0,n) |
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| 442 | // |
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| 443 | // v0.8 - Included time.h header to properly support time_t and clock_t |
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| 444 | // |
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| 445 | // v1.0 - Revised seeding to match 26 Jan 2002 update of Nishimura and Matsumoto |
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| 446 | // - Allowed for seeding with arrays of any length |
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| 447 | // - Added access for real numbers in [0,1) with 53-bit resolution |
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| 448 | // - Added access for real numbers from normal (Gaussian) distributions |
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| 449 | // - Increased overall speed by optimizing twist() |
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| 450 | // - Doubled speed of integer [0,n] generation |
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| 451 | // - Fixed out-of-range number generation on 64-bit machines |
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| 452 | // - Improved portability by substituting literal constants for long enum's |
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| 453 | // - Changed license from GNU LGPL to BSD |
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| 454 | // |
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| 455 | // v1.1 - Corrected parameter label in randNorm from "variance" to "stddev" |
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| 456 | // - Changed randNorm algorithm from basic to polar form for efficiency |
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| 457 | // - Updated includes from deprecated <xxxx.h> to standard <cxxxx> forms |
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| 458 | // - Cleaned declarations and definitions to please Intel compiler |
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| 459 | // - Revised twist() operator to work on ones'-complement machines |
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| 460 | // - Fixed reload() function to work when N and M are unsigned |
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| 461 | // - Added copy constructor and copy operator from Salvador Espana |
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