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Revision: 2204
Committed: Fri Apr 15 22:04:00 2005 UTC (19 years, 2 months ago) by gezelter
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# User Rev Content
1 tim 2064 // 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 <cassert>
64     #include <iostream>
65     #include <limits.h>
66     #include <stdio.h>
67     #include <time.h>
68     #include <math.h>
69 tim 2068 #include <vector>
70     namespace oopse {
71 tim 2064
72 gezelter 2204 class MTRand {
73     // Data
74     public:
75     typedef unsigned long uint32; // unsigned integer type, at least 32 bits
76 tim 2064
77 gezelter 2204 enum { N = 624 }; // length of state vector
78     enum { SAVE = N + 1 }; // length of array for save()
79 tim 2064
80 gezelter 2204 private:
81     enum { M = 397 }; // period parameter
82 tim 2064
83 gezelter 2204 uint32 state[N]; // internal state
84     uint32 *pNext; // next value to get from state
85     int left; // number of values left before reload needed
86     int nstrides_;
87     int stride_;
88 tim 2064
89 gezelter 2204 //Methods
90     public:
91     MTRand( const uint32& oneSeed, int nstrides, int stride); // initialize with a simple uint32
92     MTRand( uint32 *const bigSeed, uint32 const seedLength, int nstrides, int stride); // or an array
93     MTRand(int nstrides, int stride); // auto-initialize with /dev/urandom or time() and clock()
94 tim 2064
95 gezelter 2204 // Do NOT use for CRYPTOGRAPHY without securely hashing several returned
96     // values together, otherwise the generator state can be learned after
97     // reading 624 consecutive values.
98 tim 2064
99 gezelter 2204 // Access to 32-bit random numbers
100     double rand(); // real number in [0,1]
101     double rand( const double& n ); // real number in [0,n]
102     double randExc(); // real number in [0,1)
103     double randExc( const double& n ); // real number in [0,n)
104     double randDblExc(); // real number in (0,1)
105     double randDblExc( const double& n ); // real number in (0,n)
106     uint32 randInt(); // integer in [0,2^32-1] (modified for striding)
107     uint32 rawRandInt(); // original randInt
108     uint32 randInt( const uint32& n ); // integer in [0,n] for n < 2^32
109     double operator()() { return rand(); } // same as rand()
110 tim 2064
111 gezelter 2204 // Access to 53-bit random numbers (capacity of IEEE double precision)
112     double rand53(); // real number in [0,1)
113 tim 2064
114 gezelter 2204 // Access to nonuniform random number distributions
115     double randNorm( const double& mean = 0.0, const double& variance = 0.0 );
116 tim 2064
117 gezelter 2204 // Re-seeding functions with same behavior as initializers
118     void seed( const uint32 oneSeed );
119     void seed( uint32 *const bigSeed, const uint32 seedLength = N );
120     void seed();
121 tim 2068
122 gezelter 2204 std::vector<uint32>generateSeeds();
123 tim 2068
124 gezelter 2204 // Saving and loading generator state
125     void save( uint32* saveArray ) const; // to array of size SAVE
126     void load( uint32 *const loadArray ); // from such array
127     friend std::ostream& operator<<( std::ostream& os, const MTRand& mtrand );
128     friend std::istream& operator>>( std::istream& is, MTRand& mtrand );
129 tim 2064
130 gezelter 2204 protected:
131     void initialize( const uint32 oneSeed );
132     void reload();
133     uint32 hiBit( const uint32& u ) const { return u & 0x80000000UL; }
134     uint32 loBit( const uint32& u ) const { return u & 0x00000001UL; }
135     uint32 loBits( const uint32& u ) const { return u & 0x7fffffffUL; }
136     uint32 mixBits( const uint32& u, const uint32& v ) const
137     { return hiBit(u) | loBits(v); }
138     uint32 twist( const uint32& m, const uint32& s0, const uint32& s1 ) const
139     { return m ^ (mixBits(s0,s1)>>1) ^ (-loBit(s1) & 0x9908b0dfUL); }
140     static uint32 hash( time_t t, clock_t c );
141     };
142 tim 2064
143    
144 gezelter 2204 inline MTRand::MTRand( const uint32& oneSeed, int nstrides, int stride) : nstrides_(nstrides), stride_(stride) {
145 tim 2064 assert(stride_ < nstrides_ && stride_ >= 0);
146     seed(oneSeed);
147 gezelter 2204 }
148 tim 2064
149 gezelter 2204 inline MTRand::MTRand( uint32 *const bigSeed, const uint32 seedLength, int nstrides, int stride) : nstrides_(nstrides), stride_(stride) {
150 tim 2064 assert(stride_ < nstrides_ && stride_ >= 0);
151     seed(bigSeed,seedLength);
152 gezelter 2204 }
153 tim 2064
154 gezelter 2204 inline MTRand::MTRand(int nstrides, int stride) : nstrides_(nstrides), stride_(stride){
155 tim 2064 assert(stride_ < nstrides_ && stride_ >= 0);
156     seed();
157 gezelter 2204 }
158 tim 2064
159 gezelter 2204 inline double MTRand::rand()
160     { return double(randInt()) * (1.0/4294967295.0); }
161 tim 2064
162 gezelter 2204 inline double MTRand::rand( const double& n )
163     { return rand() * n; }
164 tim 2064
165 gezelter 2204 inline double MTRand::randExc()
166     { return double(randInt()) * (1.0/4294967296.0); }
167 tim 2064
168 gezelter 2204 inline double MTRand::randExc( const double& n )
169     { return randExc() * n; }
170 tim 2064
171 gezelter 2204 inline double MTRand::randDblExc()
172     { return ( double(randInt()) + 0.5 ) * (1.0/4294967296.0); }
173 tim 2064
174 gezelter 2204 inline double MTRand::randDblExc( const double& n )
175     { return randDblExc() * n; }
176 tim 2064
177 gezelter 2204 inline double MTRand::rand53()
178     {
179     uint32 a = randInt() >> 5, b = randInt() >> 6;
180     return ( a * 67108864.0 + b ) * (1.0/9007199254740992.0); // by Isaku Wada
181     }
182 tim 2064
183 gezelter 2204 inline double MTRand::randNorm( const double& mean, const double& variance )
184     {
185     // Return a real number from a normal (Gaussian) distribution with given
186     // mean and variance by Box-Muller method
187     double r = sqrt( -2.0 * log( 1.0-randDblExc()) ) * variance;
188     double phi = 2.0 * 3.14159265358979323846264338328 * randExc();
189     return mean + r * cos(phi);
190     }
191 tim 2064
192 gezelter 2204 /**
193     * This function is modified from the original to allow for random
194     * streams on parallel jobs. It now takes numbers from by striding
195     * through the random stream and picking up only one of the random
196     * numbers per nstrides_. The number it picks is the stride_'th
197     * number in the stride sequence.
198     */
199     inline MTRand::uint32 MTRand::randInt() {
200 gezelter 2066
201 gezelter 2204 std::vector<uint32> ranNums(nstrides_);
202 gezelter 2066
203 gezelter 2204 for (int i = 0; i < nstrides_; ++i) {
204     ranNums[i] = rawRandInt();
205     }
206    
207     return ranNums[stride_];
208 gezelter 2066 }
209    
210 gezelter 2204 /**
211     * This is the original randInt function which implements the mersenne
212     * twister.
213     */
214     inline MTRand::uint32 MTRand::rawRandInt()
215     {
216     // Pull a 32-bit integer from the generator state
217     // Every other access function simply transforms the numbers extracted here
218 gezelter 2066
219 gezelter 2204 if( left == 0 ) reload();
220     --left;
221 gezelter 2066
222 gezelter 2204 register uint32 s1;
223     s1 = *pNext++;
224     s1 ^= (s1 >> 11);
225     s1 ^= (s1 << 7) & 0x9d2c5680UL;
226     s1 ^= (s1 << 15) & 0xefc60000UL;
227     return ( s1 ^ (s1 >> 18) );
228     }
229 tim 2064
230 gezelter 2204 inline MTRand::uint32 MTRand::randInt( const uint32& n )
231     {
232     // Find which bits are used in n
233     // Optimized by Magnus Jonsson (magnus@smartelectronix.com)
234     uint32 used = n;
235     used |= used >> 1;
236     used |= used >> 2;
237     used |= used >> 4;
238     used |= used >> 8;
239     used |= used >> 16;
240 tim 2064
241 gezelter 2204 // Draw numbers until one is found in [0,n]
242     uint32 i;
243     do
244     i = randInt() & used; // toss unused bits to shorten search
245     while( i > n );
246     return i;
247     }
248 tim 2064
249    
250 gezelter 2204 inline void MTRand::seed( const uint32 oneSeed )
251     {
252     // Seed the generator with a simple uint32
253     initialize(oneSeed);
254     reload();
255     }
256 tim 2064
257    
258 gezelter 2204 inline void MTRand::seed( uint32 *const bigSeed, const uint32 seedLength )
259     {
260     // Seed the generator with an array of uint32's
261     // There are 2^19937-1 possible initial states. This function allows
262     // all of those to be accessed by providing at least 19937 bits (with a
263     // default seed length of N = 624 uint32's). Any bits above the lower 32
264     // in each element are discarded.
265     // Just call seed() if you want to get array from /dev/urandom
266     initialize(19650218UL);
267     register int i = 1;
268     register uint32 j = 0;
269     register int k = ( N > seedLength ? N : seedLength );
270     for( ; k; --k )
271     {
272     state[i] =
273     state[i] ^ ( (state[i-1] ^ (state[i-1] >> 30)) * 1664525UL );
274     state[i] += ( bigSeed[j] & 0xffffffffUL ) + j;
275     state[i] &= 0xffffffffUL;
276     ++i; ++j;
277     if( i >= N ) { state[0] = state[N-1]; i = 1; }
278     if( j >= seedLength ) j = 0;
279     }
280     for( k = N - 1; k; --k )
281     {
282     state[i] =
283     state[i] ^ ( (state[i-1] ^ (state[i-1] >> 30)) * 1566083941UL );
284     state[i] -= i;
285     state[i] &= 0xffffffffUL;
286     ++i;
287     if( i >= N ) { state[0] = state[N-1]; i = 1; }
288     }
289     state[0] = 0x80000000UL; // MSB is 1, assuring non-zero initial array
290     reload();
291     }
292 tim 2064
293    
294 gezelter 2204 inline void MTRand::seed()
295     {
296     std::vector<uint32> seeds;
297 gezelter 2066
298 gezelter 2204 seeds = generateSeeds();
299 gezelter 2066
300 gezelter 2204 if (seeds.size() == 1) {
301     seed( seeds[0] );
302     } else {
303     seed( &seeds[0], seeds.size() );
304     }
305 gezelter 2066 }
306 tim 2064
307    
308 gezelter 2204 inline std::vector<MTRand::uint32> MTRand::generateSeeds() {
309     // Seed the generator with an array from /dev/urandom if available
310     // Otherwise use a hash of time() and clock() values
311 gezelter 2066
312 gezelter 2204 std::vector<uint32> bigSeed;
313 gezelter 2066
314 gezelter 2204 // First try getting an array from /dev/urandom
315     FILE* urandom = fopen( "/dev/urandom", "rb" );
316     if( urandom )
317     {
318     bigSeed.resize(N);
319     register uint32 *s = &bigSeed[0];
320     register int i = N;
321     register bool success = true;
322     while( success && i-- )
323     success = fread( s++, sizeof(uint32), 1, urandom );
324     fclose(urandom);
325     if( success ) { return bigSeed; }
326     }
327 gezelter 2066
328 gezelter 2204 // Was not successful, so use time() and clock() instead
329 gezelter 2066
330 gezelter 2204 bigSeed.push_back(hash( time(NULL), clock()));
331     return bigSeed;
332     }
333 gezelter 2066
334    
335 gezelter 2204 inline void MTRand::initialize( const uint32 seed )
336     {
337     // Initialize generator state with seed
338     // See Knuth TAOCP Vol 2, 3rd Ed, p.106 for multiplier.
339     // In previous versions, most significant bits (MSBs) of the seed affect
340     // only MSBs of the state array. Modified 9 Jan 2002 by Makoto Matsumoto.
341     register uint32 *s = state;
342     register uint32 *r = state;
343     register int i = 1;
344     *s++ = seed & 0xffffffffUL;
345     for( ; i < N; ++i )
346     {
347     *s++ = ( 1812433253UL * ( *r ^ (*r >> 30) ) + i ) & 0xffffffffUL;
348     r++;
349     }
350     }
351 tim 2064
352    
353 gezelter 2204 inline void MTRand::reload()
354     {
355     // Generate N new values in state
356     // Made clearer and faster by Matthew Bellew (matthew.bellew@home.com)
357     register uint32 *p = state;
358     register int i;
359     for( i = N - M; i--; ++p )
360     *p = twist( p[M], p[0], p[1] );
361     for( i = M; --i; ++p )
362     *p = twist( p[M-N], p[0], p[1] );
363     *p = twist( p[M-N], p[0], state[0] );
364 tim 2064
365 gezelter 2204 left = N, pNext = state;
366     }
367 tim 2064
368    
369 gezelter 2204 inline MTRand::uint32 MTRand::hash( time_t t, clock_t c )
370     {
371     // Get a uint32 from t and c
372     // Better than uint32(x) in case x is floating point in [0,1]
373     // Based on code by Lawrence Kirby (fred@genesis.demon.co.uk)
374 tim 2064
375 gezelter 2204 static uint32 differ = 0; // guarantee time-based seeds will change
376 tim 2064
377 gezelter 2204 uint32 h1 = 0;
378     unsigned char *p = (unsigned char *) &t;
379     for( size_t i = 0; i < sizeof(t); ++i )
380     {
381     h1 *= UCHAR_MAX + 2U;
382     h1 += p[i];
383     }
384     uint32 h2 = 0;
385     p = (unsigned char *) &c;
386     for( size_t j = 0; j < sizeof(c); ++j )
387     {
388     h2 *= UCHAR_MAX + 2U;
389     h2 += p[j];
390     }
391     return ( h1 + differ++ ) ^ h2;
392     }
393 tim 2064
394    
395 gezelter 2204 inline void MTRand::save( uint32* saveArray ) const
396     {
397     register uint32 *sa = saveArray;
398     register const uint32 *s = state;
399     register int i = N;
400     for( ; i--; *sa++ = *s++ ) {}
401     *sa = left;
402     }
403 tim 2064
404    
405 gezelter 2204 inline void MTRand::load( uint32 *const loadArray )
406     {
407     register uint32 *s = state;
408     register uint32 *la = loadArray;
409     register int i = N;
410     for( ; i--; *s++ = *la++ ) {}
411     left = *la;
412     pNext = &state[N-left];
413     }
414 tim 2064
415    
416 gezelter 2204 inline std::ostream& operator<<( std::ostream& os, const MTRand& mtrand )
417     {
418     register const MTRand::uint32 *s = mtrand.state;
419     register int i = mtrand.N;
420     for( ; i--; os << *s++ << "\t" ) {}
421     return os << mtrand.left;
422     }
423 tim 2064
424    
425 gezelter 2204 inline std::istream& operator>>( std::istream& is, MTRand& mtrand )
426     {
427     register MTRand::uint32 *s = mtrand.state;
428     register int i = mtrand.N;
429     for( ; i--; is >> *s++ ) {}
430     is >> mtrand.left;
431     mtrand.pNext = &mtrand.state[mtrand.N-mtrand.left];
432     return is;
433     }
434 tim 2064
435 tim 2068 }
436 tim 2064 #endif // MERSENNETWISTER_H
437    
438     // Change log:
439     //
440     // v0.1 - First release on 15 May 2000
441     // - Based on code by Makoto Matsumoto, Takuji Nishimura, and Shawn Cokus
442     // - Translated from C to C++
443     // - Made completely ANSI compliant
444     // - Designed convenient interface for initialization, seeding, and
445     // obtaining numbers in default or user-defined ranges
446     // - Added automatic seeding from /dev/urandom or time() and clock()
447     // - Provided functions for saving and loading generator state
448     //
449     // v0.2 - Fixed bug which reloaded generator one step too late
450     //
451     // v0.3 - Switched to clearer, faster reload() code from Matthew Bellew
452     //
453     // v0.4 - Removed trailing newline in saved generator format to be consistent
454     // with output format of built-in types
455     //
456     // v0.5 - Improved portability by replacing static const int's with enum's and
457     // clarifying return values in seed(); suggested by Eric Heimburg
458     // - Removed MAXINT constant; use 0xffffffffUL instead
459     //
460     // v0.6 - Eliminated seed overflow when uint32 is larger than 32 bits
461     // - Changed integer [0,n] generator to give better uniformity
462     //
463     // v0.7 - Fixed operator precedence ambiguity in reload()
464     // - Added access for real numbers in (0,1) and (0,n)
465     //
466     // v0.8 - Included time.h header to properly support time_t and clock_t
467     //
468     // v1.0 - Revised seeding to match 26 Jan 2002 update of Nishimura and Matsumoto
469     // - Allowed for seeding with arrays of any length
470     // - Added access for real numbers in [0,1) with 53-bit resolution
471     // - Added access for real numbers from normal (Gaussian) distributions
472     // - Increased overall speed by optimizing twist()
473     // - Doubled speed of integer [0,n] generation
474     // - Fixed out-of-range number generation on 64-bit machines
475     // - Improved portability by substituting literal constants for long enum's
476     // - Changed license from GNU LGPL to BSD