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