hips
Loading...
Searching...
No Matches
MersenneTwister.h
Go to the documentation of this file.
1// MersenneTwister.h
2// Mersenne Twister random number generator -- a C++ class MTRand
3// Based on code by Makoto Matsumoto, Takuji Nishimura, and Shawn Cokus
4// Richard J. Wagner v1.0 15 May 2003 rjwagner@writeme.com
5
6// The Mersenne Twister is an algorithm for generating random numbers. It
7// was designed with consideration of the flaws in various other generators.
8// The period, 2^19937-1, and the order of equidistribution, 623 dimensions,
9// are far greater. The generator is also fast; it avoids multiplication and
10// division, and it benefits from caches and pipelines. For more information
11// see the inventors' web page at http://www.math.keio.ac.jp/~matumoto/emt.html
12
13// Reference
14// M. Matsumoto and T. Nishimura, "Mersenne Twister: A 623-Dimensionally
15// Equidistributed Uniform Pseudo-Random Number Generator", ACM Transactions on
16// Modeling and Computer Simulation, Vol. 8, No. 1, January 1998, pp 3-30.
17
18// Copyright (C) 1997 - 2002, Makoto Matsumoto and Takuji Nishimura,
19// Copyright (C) 2000 - 2003, Richard J. Wagner
20// All rights reserved.
21//
22// Redistribution and use in source and binary forms, with or without
23// modification, are permitted provided that the following conditions
24// are met:
25//
26// 1. Redistributions of source code must retain the above copyright
27// notice, this list of conditions and the following disclaimer.
28//
29// 2. Redistributions in binary form must reproduce the above copyright
30// notice, this list of conditions and the following disclaimer in the
31// documentation and/or other materials provided with the distribution.
32//
33// 3. The names of its contributors may not be used to endorse or promote
34// products derived from this software without specific prior written
35// permission.
36//
37// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
38// "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
39// LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
40// A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR
41// CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
42// EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
43// PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
44// PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
45// LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
46// NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
47// SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
48
49// The original code included the following notice:
50//
51// When you use this, send an email to: matumoto@math.keio.ac.jp
52// with an appropriate reference to your work.
53//
54// It would be nice to CC: rjwagner@writeme.com and Cokus@math.washington.edu
55// when you write.
56
57#ifndef MERSENNETWISTER_H
58#define MERSENNETWISTER_H
59
60// Not thread safe (unless auto-initialization is avoided and each thread has
61// its own MTRand object)
62
63#include <iostream>
64#include <limits.h>
65#include <stdio.h>
66#include <time.h>
67#include <math.h>
68
69class MTRand {
70// Data
71public:
72 typedef unsigned long uint32; // unsigned integer type, at least 32 bits
73
74 enum { N = 624 }; // length of state vector
75 enum { SAVE = N + 1 }; // length of array for save()
76
77protected:
78 enum { M = 397 }; // period parameter
79
80 uint32 state[N]; // internal state
81 uint32 *pNext; // next value to get from state
82 int left; // number of values left before reload needed
83
84
85//Methods
86public:
87 MTRand( const uint32& oneSeed ); // initialize with a simple uint32
88 MTRand( uint32 *const bigSeed, uint32 const seedLength = N ); // or an array
89 MTRand(); // auto-initialize with /dev/urandom or time() and clock()
90
91 // Do NOT use for CRYPTOGRAPHY without securely hashing several returned
92 // values together, otherwise the generator state can be learned after
93 // reading 624 consecutive values.
94
95 // Access to 32-bit random numbers
96 double rand(); // real number in [0,1]
97 double rand( const double& n ); // real number in [0,n]
98 double randExc(); // real number in [0,1)
99 double randExc( const double& n ); // real number in [0,n)
100 double randDblExc(); // real number in (0,1)
101 double randDblExc( const double& n ); // real number in (0,n)
102 uint32 randInt(); // integer in [0,2^32-1]
103 uint32 randInt( const uint32& n ); // integer in [0,n] for n < 2^32
104 double operator()() { return rand(); } // same as rand()
105
106 // Access to 53-bit random numbers (capacity of IEEE double precision)
107 double rand53(); // real number in [0,1)
108
109 // Access to nonuniform random number distributions
110 double randNorm( const double& mean = 0.0, const double& variance = 0.0 );
111
112 // Re-seeding functions with same behavior as initializers
113 void seed( const uint32 oneSeed );
114 void seed( uint32 *const bigSeed, const uint32 seedLength = N );
115 void seed();
116
117 // Saving and loading generator state
118 void save( uint32* saveArray ) const; // to array of size SAVE
119 void load( uint32 *const loadArray ); // from such array
120 friend std::ostream& operator<<( std::ostream& os, const MTRand& mtrand );
121 friend std::istream& operator>>( std::istream& is, MTRand& mtrand );
122
123protected:
124 void initialize( const uint32 oneSeed );
125 void reload();
126 uint32 hiBit( const uint32& u ) const { return u & 0x80000000UL; }
127 uint32 loBit( const uint32& u ) const { return u & 0x00000001UL; }
128 uint32 loBits( const uint32& u ) const { return u & 0x7fffffffUL; }
129 uint32 mixBits( const uint32& u, const uint32& v ) const
130 { return hiBit(u) | loBits(v); }
131 uint32 twist( const uint32& m, const uint32& s0, const uint32& s1 ) const
132 { return m ^ (mixBits(s0,s1)>>1) ^ (-loBit(s1) & 0x9908b0dfUL); }
133 static uint32 hash( time_t t, clock_t c );
134};
135
136
137inline MTRand::MTRand( const uint32& oneSeed )
138 { seed(oneSeed); }
139
140inline MTRand::MTRand( uint32 *const bigSeed, const uint32 seedLength )
141 { seed(bigSeed,seedLength); }
142
144 { seed(); }
145
146inline double MTRand::rand()
147 { return double(randInt()) * (1.0/4294967295.0); }
148
149inline double MTRand::rand( const double& n )
150 { return rand() * n; }
151
152inline double MTRand::randExc()
153 { return double(randInt()) * (1.0/4294967296.0); }
154
155inline double MTRand::randExc( const double& n )
156 { return randExc() * n; }
157
158inline double MTRand::randDblExc()
159 { return ( double(randInt()) + 0.5 ) * (1.0/4294967296.0); }
160
161inline double MTRand::randDblExc( const double& n )
162 { return randDblExc() * n; }
163
164inline double MTRand::rand53()
165{
166 uint32 a = randInt() >> 5, b = randInt() >> 6;
167 return ( a * 67108864.0 + b ) * (1.0/9007199254740992.0); // by Isaku Wada
168}
169
170inline double MTRand::randNorm( const double& mean, const double& variance )
171{
172 // Return a real number from a normal (Gaussian) distribution with given
173 // mean and variance by Box-Muller method
174 double r = sqrt( -2.0 * log( 1.0-randDblExc()) ) * variance;
175 double phi = 2.0 * 3.14159265358979323846264338328 * randExc();
176 return mean + r * cos(phi);
177}
178
180{
181 // Pull a 32-bit integer from the generator state
182 // Every other access function simply transforms the numbers extracted here
183
184 if( left == 0 ) reload();
185 --left;
186
187 uint32 s1; // dol delted leading register
188 s1 = *pNext++;
189 s1 ^= (s1 >> 11);
190 s1 ^= (s1 << 7) & 0x9d2c5680UL;
191 s1 ^= (s1 << 15) & 0xefc60000UL;
192 return ( s1 ^ (s1 >> 18) );
193}
194
196{
197 // Find which bits are used in n
198 // Optimized by Magnus Jonsson (magnus@smartelectronix.com)
199 uint32 used = n;
200 used |= used >> 1;
201 used |= used >> 2;
202 used |= used >> 4;
203 used |= used >> 8;
204 used |= used >> 16;
205
206 // Draw numbers until one is found in [0,n]
207 uint32 i;
208 do
209 i = randInt() & used; // toss unused bits to shorten search
210 while( i > n );
211 return i;
212}
213
214
215inline void MTRand::seed( const uint32 oneSeed )
216{
217 // Seed the generator with a simple uint32
218 initialize(oneSeed);
219 reload();
220}
221
222
223inline void MTRand::seed( uint32 *const bigSeed, const uint32 seedLength )
224{
225 // Seed the generator with an array of uint32's
226 // There are 2^19937-1 possible initial states. This function allows
227 // all of those to be accessed by providing at least 19937 bits (with a
228 // default seed length of N = 624 uint32's). Any bits above the lower 32
229 // in each element are discarded.
230 // Just call seed() if you want to get array from /dev/urandom
231 initialize(19650218UL);
232 int i = 1; // dol delted leading register
233 uint32 j = 0; // dol delted leading register
234 int k = ( N > seedLength ? N : seedLength ); // dol delted leading register
235 for( ; k; --k )
236 {
237 state[i] =
238 state[i] ^ ( (state[i-1] ^ (state[i-1] >> 30)) * 1664525UL );
239 state[i] += ( bigSeed[j] & 0xffffffffUL ) + j;
240 state[i] &= 0xffffffffUL;
241 ++i; ++j;
242 if( i >= N ) { state[0] = state[N-1]; i = 1; }
243 if( j >= seedLength ) j = 0;
244 }
245 for( k = N - 1; k; --k )
246 {
247 state[i] =
248 state[i] ^ ( (state[i-1] ^ (state[i-1] >> 30)) * 1566083941UL );
249 state[i] -= i;
250 state[i] &= 0xffffffffUL;
251 ++i;
252 if( i >= N ) { state[0] = state[N-1]; i = 1; }
253 }
254 state[0] = 0x80000000UL; // MSB is 1, assuring non-zero initial array
255 reload();
256}
257
258
259inline void MTRand::seed()
260{
261 // Seed the generator with an array from /dev/urandom if available
262 // Otherwise use a hash of time() and clock() values
263
264 // First try getting an array from /dev/urandom
265 FILE* urandom = fopen( "/dev/urandom", "rb" );
266 if( urandom )
267 {
268 uint32 bigSeed[N];
269 uint32 *s = bigSeed; // dol delted leading register
270 int i = N; // dol delted leading register
271 bool success = true; // dol delted leading register
272 while( success && i-- )
273 success = fread( s++, sizeof(uint32), 1, urandom );
274 fclose(urandom);
275 if( success ) { seed( bigSeed, N ); return; }
276 }
277
278 // Was not successful, so use time() and clock() instead
279 seed( hash( time(NULL), clock() ) );
280}
281
282
283inline void MTRand::initialize( const uint32 seed )
284{
285 // Initialize generator state with seed
286 // See Knuth TAOCP Vol 2, 3rd Ed, p.106 for multiplier.
287 // In previous versions, most significant bits (MSBs) of the seed affect
288 // only MSBs of the state array. Modified 9 Jan 2002 by Makoto Matsumoto.
289 uint32 *s = state; // dol delted leading register
290 uint32 *r = state; // dol delted leading register
291 int i = 1; // dol delted leading register
292 *s++ = seed & 0xffffffffUL;
293 for( ; i < N; ++i )
294 {
295 *s++ = ( 1812433253UL * ( *r ^ (*r >> 30) ) + i ) & 0xffffffffUL;
296 r++;
297 }
298}
299
300
301inline void MTRand::reload()
302{
303 // Generate N new values in state
304 // Made clearer and faster by Matthew Bellew (matthew.bellew@home.com)
305 uint32 *p = state; // dol delted leading register
306 int i; // dol delted leading register
307 for( i = N - M; i--; ++p )
308 *p = twist( p[M], p[0], p[1] );
309 for( i = M; --i; ++p )
310 *p = twist( p[M-N], p[0], p[1] );
311 *p = twist( p[M-N], p[0], state[0] );
312
313 left = N, pNext = state;
314}
315
316
317inline MTRand::uint32 MTRand::hash( time_t t, clock_t c )
318{
319 // Get a uint32 from t and c
320 // Better than uint32(x) in case x is floating point in [0,1]
321 // Based on code by Lawrence Kirby (fred@genesis.demon.co.uk)
322
323 static uint32 differ = 0; // guarantee time-based seeds will change
324
325 uint32 h1 = 0;
326 unsigned char *p = (unsigned char *) &t;
327 for( size_t i = 0; i < sizeof(t); ++i )
328 {
329 h1 *= UCHAR_MAX + 2U;
330 h1 += p[i];
331 }
332 uint32 h2 = 0;
333 p = (unsigned char *) &c;
334 for( size_t j = 0; j < sizeof(c); ++j )
335 {
336 h2 *= UCHAR_MAX + 2U;
337 h2 += p[j];
338 }
339 return ( h1 + differ++ ) ^ h2;
340}
341
342
343inline void MTRand::save( uint32* saveArray ) const
344{
345 uint32 *sa = saveArray; // dol delted leading register
346 const uint32 *s = state; // dol delted leading register
347 int i = N; // dol delted leading register
348 for( ; i--; *sa++ = *s++ ) {}
349 *sa = left;
350}
351
352
353inline void MTRand::load( uint32 *const loadArray )
354{
355 uint32 *s = state; // dol delted leading register
356 uint32 *la = loadArray; // dol delted leading register
357 int i = N; // dol delted leading register
358 for( ; i--; *s++ = *la++ ) {}
359 left = *la;
360 pNext = &state[N-left];
361}
362
363
364inline std::ostream& operator<<( std::ostream& os, const MTRand& mtrand )
365{
366 const MTRand::uint32 *s = mtrand.state; // dol delted leading register
367 int i = mtrand.N; // dol delted leading register
368 for( ; i--; os << *s++ << "\t" ) {}
369 return os << mtrand.left;
370}
371
372
373inline std::istream& operator>>( std::istream& is, MTRand& mtrand )
374{
375 MTRand::uint32 *s = mtrand.state; // dol delted leading register
376 int i = mtrand.N; // dol delted leading register
377 for( ; i--; is >> *s++ ) {}
378 is >> mtrand.left;
379 mtrand.pNext = &mtrand.state[mtrand.N-mtrand.left];
380 return is;
381}
382
383#endif // MERSENNETWISTER_H
384
385// Change log:
386//
387// v0.1 - First release on 15 May 2000
388// - Based on code by Makoto Matsumoto, Takuji Nishimura, and Shawn Cokus
389// - Translated from C to C++
390// - Made completely ANSI compliant
391// - Designed convenient interface for initialization, seeding, and
392// obtaining numbers in default or user-defined ranges
393// - Added automatic seeding from /dev/urandom or time() and clock()
394// - Provided functions for saving and loading generator state
395//
396// v0.2 - Fixed bug which reloaded generator one step too late
397//
398// v0.3 - Switched to clearer, faster reload() code from Matthew Bellew
399//
400// v0.4 - Removed trailing newline in saved generator format to be consistent
401// with output format of built-in types
402//
403// v0.5 - Improved portability by replacing static const int's with enum's and
404// clarifying return values in seed(); suggested by Eric Heimburg
405// - Removed MAXINT constant; use 0xffffffffUL instead
406//
407// v0.6 - Eliminated seed overflow when uint32 is larger than 32 bits
408// - Changed integer [0,n] generator to give better uniformity
409//
410// v0.7 - Fixed operator precedence ambiguity in reload()
411// - Added access for real numbers in (0,1) and (0,n)
412//
413// v0.8 - Included time.h header to properly support time_t and clock_t
414//
415// v1.0 - Revised seeding to match 26 Jan 2002 update of Nishimura and Matsumoto
416// - Allowed for seeding with arrays of any length
417// - Added access for real numbers in [0,1) with 53-bit resolution
418// - Added access for real numbers from normal (Gaussian) distributions
419// - Increased overall speed by optimizing twist()
420// - Doubled speed of integer [0,n] generation
421// - Fixed out-of-range number generation on 64-bit machines
422// - Improved portability by substituting literal constants for long enum's
423// - Changed license from GNU LGPL to BSD
std::ostream & operator<<(std::ostream &os, const MTRand &mtrand)
std::istream & operator>>(std::istream &is, MTRand &mtrand)
double rand53()
uint32 loBits(const uint32 &u) const
void reload()
uint32 * pNext
uint32 state[N]
uint32 mixBits(const uint32 &u, const uint32 &v) const
static uint32 hash(time_t t, clock_t c)
double randDblExc()
friend std::ostream & operator<<(std::ostream &os, const MTRand &mtrand)
unsigned long uint32
uint32 loBit(const uint32 &u) const
double rand()
void load(uint32 *const loadArray)
uint32 hiBit(const uint32 &u) const
void initialize(const uint32 oneSeed)
void save(uint32 *saveArray) const
double operator()()
friend std::istream & operator>>(std::istream &is, MTRand &mtrand)
uint32 randInt()
void seed()
uint32 twist(const uint32 &m, const uint32 &s0, const uint32 &s1) const
double randNorm(const double &mean=0.0, const double &variance=0.0)
double randExc()