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00001 // MersenneTwister.h
00002 // Mersenne Twister random number generator -- a C++ class MTRand
00003 // Based on code by Makoto Matsumoto, Takuji Nishimura, and Shawn Cokus
00004 // Richard J. Wagner  v1.1  28 September 2009  wagnerr@umich.edu
00005 
00006 // The Mersenne Twister is an algorithm for generating random numbers.  It
00007 // was designed with consideration of the flaws in various other generators.
00008 // The period, 2^19937-1, and the order of equidistribution, 623 dimensions,
00009 // are far greater.  The generator is also fast; it avoids multiplication and
00010 // division, and it benefits from caches and pipelines.  For more information
00011 // see the inventors' web page at
00012 // http://www.math.sci.hiroshima-u.ac.jp/~m-mat/MT/emt.html
00013 
00014 // Reference
00015 // M. Matsumoto and T. Nishimura, "Mersenne Twister: A 623-Dimensionally
00016 // Equidistributed Uniform Pseudo-Random Number Generator", ACM Transactions on
00017 // Modeling and Computer Simulation, Vol. 8, No. 1, January 1998, pp 3-30.
00018 
00019 // Copyright (C) 1997 - 2002, Makoto Matsumoto and Takuji Nishimura,
00020 // Copyright (C) 2000 - 2009, Richard J. Wagner
00021 // All rights reserved.
00022 // 
00023 // Redistribution and use in source and binary forms, with or without
00024 // modification, are permitted provided that the following conditions
00025 // are met:
00026 // 
00027 //   1. Redistributions of source code must retain the above copyright
00028 //      notice, this list of conditions and the following disclaimer.
00029 //
00030 //   2. Redistributions in binary form must reproduce the above copyright
00031 //      notice, this list of conditions and the following disclaimer in the
00032 //      documentation and/or other materials provided with the distribution.
00033 //
00034 //   3. The names of its contributors may not be used to endorse or promote 
00035 //      products derived from this software without specific prior written 
00036 //      permission.
00037 // 
00038 // THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
00039 // AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
00040 // IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
00041 // ARE DISCLAIMED.  IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
00042 // LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
00043 // CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
00044 // SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
00045 // INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
00046 // CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
00047 // ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
00048 // POSSIBILITY OF SUCH DAMAGE.
00049 
00050 // The original code included the following notice:
00051 // 
00052 //     When you use this, send an email to: m-mat@math.sci.hiroshima-u.ac.jp
00053 //     with an appropriate reference to your work.
00054 // 
00055 // It would be nice to CC: wagnerr@umich.edu and Cokus@math.washington.edu
00056 // when you write.
00057 
00058 // Minor modifications made by Michele Bosi:
00059 // - MTRand renamed MersenneTwister.
00060 // - MersenneTwister derived from vl::Object.
00061 // - MersenneTwister included in vl namespace to avoid collisions with other MersenneTwister versions.
00062 // - prepended VL_ to MERSENNETWISTER_H to avoid collisions with other MersenneTwister headers.
00063 // - fixed minor warnings.
00064 
00065 #ifndef VL_MERSENNETWISTER_H
00066 #define VL_MERSENNETWISTER_H
00067 
00068 // Not thread safe (unless auto-initialization is avoided and each thread has
00069 // its own MersenneTwister object)
00070 
00071 #include <iostream>
00072 #include <climits>
00073 #include <cstdio>
00074 #include <ctime>
00075 #include <cmath>
00076 #include <vlCore/Object.hpp>
00077 
00078 namespace vl
00079 {
00080   //-------------------------------------------------------------------------
00081   class MersenneTwister;
00082   //-------------------------------------------------------------------------
00083   VLCORE_EXPORT MersenneTwister* defMersenneTwister();
00084   VLCORE_EXPORT void setDefMersenneTwister(MersenneTwister*);
00085   //-------------------------------------------------------------------------
00086   class MersenneTwister: public Object
00087   {
00088   // Data
00089   public:
00090       typedef unsigned long uint32;  // unsigned integer type, at least 32 bits
00091     
00092       enum { N = 624 };       // length of state vector
00093       enum { SAVE = N + 1 };  // length of array for save()
00094 
00095   protected:
00096       enum { M = 397 };  // period parameter
00097     
00098       uint32 state[N];   // internal state
00099       uint32 *pNext;     // next value to get from state
00100       int left;          // number of values left before reload needed
00101 
00102   // Methods
00103   public:
00104       MersenneTwister( const uint32 oneSeed );  // initialize with a simple uint32
00105       MersenneTwister( uint32 *const bigSeed, uint32 const seedLength = N );  // or array
00106       MersenneTwister();  // auto-initialize with /dev/urandom or time() and clock()
00107       MersenneTwister( const MersenneTwister& o );  // copy
00108     
00109       // Do NOT use for CRYPTOGRAPHY without securely hashing several returned
00110       // values together, otherwise the generator state can be learned after
00111       // reading 624 consecutive values.
00112     
00113       // Access to 32-bit random numbers
00114       uint32 randInt();                     // integer in [0,2^32-1]
00115       uint32 randInt( const uint32 n );     // integer in [0,n] for n < 2^32
00116       double rand();                        // real number in [0,1]
00117       double rand( const double n );        // real number in [0,n]
00118       double randExc();                     // real number in [0,1)
00119       double randExc( const double n );     // real number in [0,n)
00120       double randDblExc();                  // real number in (0,1)
00121       double randDblExc( const double n );  // real number in (0,n)
00122       double operator()();                  // same as rand()
00123     
00124       // Access to 53-bit random numbers (capacity of IEEE double precision)
00125       double rand53();  // real number in [0,1)
00126     
00127       // Access to nonuniform random number distributions
00128       double randNorm( const double mean = 0.0, const double stddev = 1.0 );
00129     
00130       // Re-seeding functions with same behavior as initializers
00131       void seed( const uint32 oneSeed );
00132       void seed( uint32 *const bigSeed, const uint32 seedLength = N );
00133       void seed();
00134     
00135       // Saving and loading generator state
00136       void save( uint32* saveArray ) const;  // to array of size SAVE
00137       void load( uint32 *const loadArray );  // from such array
00138       friend std::ostream& operator<<( std::ostream& os, const MersenneTwister& mtrand );
00139       friend std::istream& operator>>( std::istream& is, MersenneTwister& mtrand );
00140       MersenneTwister& operator=( const MersenneTwister& o );
00141 
00142   protected:
00143       void initialize( const uint32 oneSeed );
00144       void reload();
00145       uint32 hiBit( const uint32 u ) const { return u & 0x80000000UL; }
00146       uint32 loBit( const uint32 u ) const { return u & 0x00000001UL; }
00147       uint32 loBits( const uint32 u ) const { return u & 0x7fffffffUL; }
00148       uint32 mixBits( const uint32 u, const uint32 v ) const
00149           { return hiBit(u) | loBits(v); }
00150       uint32 magic( const uint32 u ) const
00151           { return loBit(u) ? 0x9908b0dfUL : 0x0UL; }
00152       uint32 twist( const uint32 m, const uint32 s0, const uint32 s1 ) const
00153           { return m ^ (mixBits(s0,s1)>>1) ^ magic(s1); }
00154       static uint32 hash( time_t t, clock_t c );
00155   };
00156 
00157   // Functions are defined in order of usage to assist inlining
00158 
00159   inline MersenneTwister::uint32 MersenneTwister::hash( time_t t, clock_t c )
00160   {
00161       // Get a uint32 from t and c
00162       // Better than uint32(x) in case x is floating point in [0,1]
00163       // Based on code by Lawrence Kirby (fred@genesis.demon.co.uk)
00164     
00165       static uint32 differ = 0;  // guarantee time-based seeds will change
00166     
00167       uint32 h1 = 0;
00168       unsigned char *p = (unsigned char *) &t;
00169       for( size_t i = 0; i < sizeof(t); ++i )
00170       {
00171           h1 *= UCHAR_MAX + 2U;
00172           h1 += p[i];
00173       }
00174       uint32 h2 = 0;
00175       p = (unsigned char *) &c;
00176       for( size_t j = 0; j < sizeof(c); ++j )
00177       {
00178           h2 *= UCHAR_MAX + 2U;
00179           h2 += p[j];
00180       }
00181       return ( h1 + differ++ ) ^ h2;
00182   }
00183 
00184   inline void MersenneTwister::initialize( const uint32 seed )
00185   {
00186       // Initialize generator state with seed
00187       // See Knuth TAOCP Vol 2, 3rd Ed, p.106 for multiplier.
00188       // In previous versions, most significant bits (MSBs) of the seed affect
00189       // only MSBs of the state array.  Modified 9 Jan 2002 by Makoto Matsumoto.
00190       register uint32 *s = state;
00191       register uint32 *r = state;
00192       register int i = 1;
00193       *s++ = seed & 0xffffffffUL;
00194       for( ; i < N; ++i )
00195       {
00196           *s++ = ( 1812433253UL * ( *r ^ (*r >> 30) ) + i ) & 0xffffffffUL;
00197           r++;
00198       }
00199   }
00200 
00201   inline void MersenneTwister::reload()
00202   {
00203       // Generate N new values in state
00204       // Made clearer and faster by Matthew Bellew (matthew.bellew@home.com)
00205       static const int MmN = int(M) - int(N);  // in case enums are unsigned
00206       register uint32 *p = state;
00207       register int i;
00208       for( i = N - M; i--; ++p )
00209           *p = twist( p[M], p[0], p[1] );
00210       for( i = M; --i; ++p )
00211           *p = twist( p[MmN], p[0], p[1] );
00212       *p = twist( p[MmN], p[0], state[0] );
00213     
00214       left = N, pNext = state;
00215   }
00216 
00217   inline void MersenneTwister::seed( const uint32 oneSeed )
00218   {
00219       // Seed the generator with a simple uint32
00220       initialize(oneSeed);
00221       reload();
00222   }
00223 
00224   inline void MersenneTwister::seed( uint32 *const bigSeed, const uint32 seedLength )
00225   {
00226       // Seed the generator with an array of uint32's
00227       // There are 2^19937-1 possible initial states.  This function allows
00228       // all of those to be accessed by providing at least 19937 bits (with a
00229       // default seed length of N = 624 uint32's).  Any bits above the lower 32
00230       // in each element are discarded.
00231       // Just call seed() if you want to get array from /dev/urandom
00232       initialize(19650218UL);
00233       register int i = 1;
00234       register uint32 j = 0;
00235       register int k = ( N > seedLength ? (int)N : (int)seedLength );
00236       for( ; k; --k )
00237       {
00238           state[i] =
00239           state[i] ^ ( (state[i-1] ^ (state[i-1] >> 30)) * 1664525UL );
00240           state[i] += ( bigSeed[j] & 0xffffffffUL ) + j;
00241           state[i] &= 0xffffffffUL;
00242           ++i;  ++j;
00243           if( i >= N ) { state[0] = state[N-1];  i = 1; }
00244           if( j >= seedLength ) j = 0;
00245       }
00246       for( k = N - 1; k; --k )
00247       {
00248           state[i] =
00249           state[i] ^ ( (state[i-1] ^ (state[i-1] >> 30)) * 1566083941UL );
00250           state[i] -= i;
00251           state[i] &= 0xffffffffUL;
00252           ++i;
00253           if( i >= N ) { state[0] = state[N-1];  i = 1; }
00254       }
00255       state[0] = 0x80000000UL;  // MSB is 1, assuring non-zero initial array
00256       reload();
00257   }
00258 
00259   inline void MersenneTwister::seed()
00260   {
00261       // Seed the generator with an array from /dev/urandom if available
00262       // Otherwise use a hash of time() and clock() values
00263     
00264       // First try getting an array from /dev/urandom
00265       FILE* urandom = fopen( "/dev/urandom", "rb" );
00266       if( urandom )
00267       {
00268           uint32 bigSeed[N];
00269           register uint32 *s = bigSeed;
00270           register int i = N;
00271           register bool success = true;
00272           while( success && i-- )
00273               success = fread( s++, sizeof(uint32), 1, urandom ) != 0;
00274           fclose(urandom);
00275           if( success ) { seed( bigSeed, N );  return; }
00276       }
00277     
00278       // Was not successful, so use time() and clock() instead
00279       seed( hash( time(NULL), clock() ) );
00280   }
00281 
00282   inline MersenneTwister::MersenneTwister( const uint32 oneSeed )
00283       { seed(oneSeed); }
00284 
00285   inline MersenneTwister::MersenneTwister( uint32 *const bigSeed, const uint32 seedLength )
00286       { seed(bigSeed,seedLength); }
00287 
00288   inline MersenneTwister::MersenneTwister()
00289       { seed(); }
00290 
00291   inline MersenneTwister::MersenneTwister( const MersenneTwister& o ): Object(o)
00292   {
00293       register const uint32 *t = o.state;
00294       register uint32 *s = state;
00295       register int i = N;
00296       for( ; i--; *s++ = *t++ ) {}
00297       left = o.left;
00298       pNext = &state[N-left];
00299   }
00300 
00301   inline MersenneTwister::uint32 MersenneTwister::randInt()
00302   {
00303       // Pull a 32-bit integer from the generator state
00304       // Every other access function simply transforms the numbers extracted here
00305     
00306       if( left == 0 ) reload();
00307       --left;
00308     
00309       register uint32 s1;
00310       s1 = *pNext++;
00311       s1 ^= (s1 >> 11);
00312       s1 ^= (s1 <<  7) & 0x9d2c5680UL;
00313       s1 ^= (s1 << 15) & 0xefc60000UL;
00314       return ( s1 ^ (s1 >> 18) );
00315   }
00316 
00317   inline MersenneTwister::uint32 MersenneTwister::randInt( const uint32 n )
00318   {
00319       // Find which bits are used in n
00320       // Optimized by Magnus Jonsson (magnus@smartelectronix.com)
00321       uint32 used = n;
00322       used |= used >> 1;
00323       used |= used >> 2;
00324       used |= used >> 4;
00325       used |= used >> 8;
00326       used |= used >> 16;
00327     
00328       // Draw numbers until one is found in [0,n]
00329       uint32 i;
00330       do
00331           i = randInt() & used;  // toss unused bits to shorten search
00332       while( i > n );
00333       return i;
00334   }
00335 
00336   inline double MersenneTwister::rand()
00337       { return double(randInt()) * (1.0/4294967295.0); }
00338 
00339   inline double MersenneTwister::rand( const double n )
00340       { return rand() * n; }
00341 
00342   inline double MersenneTwister::randExc()
00343       { return double(randInt()) * (1.0/4294967296.0); }
00344 
00345   inline double MersenneTwister::randExc( const double n )
00346       { return randExc() * n; }
00347 
00348   inline double MersenneTwister::randDblExc()
00349       { return ( double(randInt()) + 0.5 ) * (1.0/4294967296.0); }
00350 
00351   inline double MersenneTwister::randDblExc( const double n )
00352       { return randDblExc() * n; }
00353 
00354   inline double MersenneTwister::rand53()
00355   {
00356       uint32 a = randInt() >> 5, b = randInt() >> 6;
00357       return ( a * 67108864.0 + b ) * (1.0/9007199254740992.0);  // by Isaku Wada
00358   }
00359 
00360   inline double MersenneTwister::randNorm( const double mean, const double stddev )
00361   {
00362       // Return a real number from a normal (Gaussian) distribution with given
00363       // mean and standard deviation by polar form of Box-Muller transformation
00364       double x, y, r;
00365       do
00366       {
00367           x = 2.0 * rand() - 1.0;
00368           y = 2.0 * rand() - 1.0;
00369           r = x * x + y * y;
00370       }
00371       while ( r >= 1.0 || r == 0.0 );
00372       double s = sqrt( -2.0 * log(r) / r );
00373       return mean + x * s * stddev;
00374   }
00375 
00376   inline double MersenneTwister::operator()()
00377   {
00378       return rand();
00379   }
00380 
00381   inline void MersenneTwister::save( uint32* saveArray ) const
00382   {
00383       register const uint32 *s = state;
00384       register uint32 *sa = saveArray;
00385       register int i = N;
00386       for( ; i--; *sa++ = *s++ ) {}
00387       *sa = left;
00388   }
00389 
00390   inline void MersenneTwister::load( uint32 *const loadArray )
00391   {
00392       register uint32 *s = state;
00393       register uint32 *la = loadArray;
00394       register int i = N;
00395       for( ; i--; *s++ = *la++ ) {}
00396       left = *la;
00397       pNext = &state[N-left];
00398   }
00399 
00400   inline std::ostream& operator<<( std::ostream& os, const MersenneTwister& mtrand )
00401   {
00402       register const MersenneTwister::uint32 *s = mtrand.state;
00403       register int i = mtrand.N;
00404       for( ; i--; os << *s++ << "\t" ) {}
00405       return os << mtrand.left;
00406   }
00407 
00408   inline std::istream& operator>>( std::istream& is, MersenneTwister& mtrand )
00409   {
00410       register MersenneTwister::uint32 *s = mtrand.state;
00411       register int i = mtrand.N;
00412       for( ; i--; is >> *s++ ) {}
00413       is >> mtrand.left;
00414       mtrand.pNext = &mtrand.state[mtrand.N-mtrand.left];
00415       return is;
00416   }
00417 
00418   inline MersenneTwister& MersenneTwister::operator=( const MersenneTwister& o )
00419   {
00420       if( this == &o ) return (*this);
00421       register const uint32 *t = o.state;
00422       register uint32 *s = state;
00423       register int i = N;
00424       for( ; i--; *s++ = *t++ ) {}
00425       left = o.left;
00426       pNext = &state[N-left];
00427       return (*this);
00428   }
00429 
00430 }
00431 
00432 #endif  // MERSENNETWISTER_H
00433 
00434 // Change log:
00435 //
00436 // v0.1 - First release on 15 May 2000
00437 //      - Based on code by Makoto Matsumoto, Takuji Nishimura, and Shawn Cokus
00438 //      - Translated from C to C++
00439 //      - Made completely ANSI compliant
00440 //      - Designed convenient interface for initialization, seeding, and
00441 //        obtaining numbers in default or user-defined ranges
00442 //      - Added automatic seeding from /dev/urandom or time() and clock()
00443 //      - Provided functions for saving and loading generator state
00444 //
00445 // v0.2 - Fixed bug which reloaded generator one step too late
00446 //
00447 // v0.3 - Switched to clearer, faster reload() code from Matthew Bellew
00448 //
00449 // v0.4 - Removed trailing newline in saved generator format to be consistent
00450 //        with output format of built-in types
00451 //
00452 // v0.5 - Improved portability by replacing static const int's with enum's and
00453 //        clarifying return values in seed(); suggested by Eric Heimburg
00454 //      - Removed MAXINT constant; use 0xffffffffUL instead
00455 //
00456 // v0.6 - Eliminated seed overflow when uint32 is larger than 32 bits
00457 //      - Changed integer [0,n] generator to give better uniformity
00458 //
00459 // v0.7 - Fixed operator precedence ambiguity in reload()
00460 //      - Added access for real numbers in (0,1) and (0,n)
00461 //
00462 // v0.8 - Included time.h header to properly support time_t and clock_t
00463 //
00464 // v1.0 - Revised seeding to match 26 Jan 2002 update of Nishimura and Matsumoto
00465 //      - Allowed for seeding with arrays of any length
00466 //      - Added access for real numbers in [0,1) with 53-bit resolution
00467 //      - Added access for real numbers from normal (Gaussian) distributions
00468 //      - Increased overall speed by optimizing twist()
00469 //      - Doubled speed of integer [0,n] generation
00470 //      - Fixed out-of-range number generation on 64-bit machines
00471 //      - Improved portability by substituting literal constants for long enum's
00472 //      - Changed license from GNU LGPL to BSD
00473 //
00474 // v1.1 - Corrected parameter label in randNorm from "variance" to "stddev"
00475 //      - Changed randNorm algorithm from basic to polar form for efficiency
00476 //      - Updated includes from deprecated <xxxx.h> to standard <cxxxx> forms
00477 //      - Cleaned declarations and definitions to please Intel compiler
00478 //      - Revised twist() operator to work on ones'-complement machines
00479 //      - Fixed reload() function to work when N and M are unsigned
00480 //      - Added copy constructor and copy operator from Salvador Espana

Visualization Library 2011.09.1160 Reference Documentation
Copyright 2005-2011 Michele Bosi. All rights reserved.
Updated on Thu May 2 2013 13:40:30.
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