123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367 |
- /* boost random/faure.hpp header file
- *
- * Copyright Justinas Vygintas Daugmaudis 2010-2018
- * Distributed under the Boost Software License, Version 1.0. (See
- * accompanying file LICENSE_1_0.txt or copy at
- * http://www.boost.org/LICENSE_1_0.txt)
- */
- #ifndef BOOST_RANDOM_FAURE_HPP
- #define BOOST_RANDOM_FAURE_HPP
- #include <boost/random/detail/qrng_base.hpp>
- #include <cmath>
- #include <vector>
- #include <algorithm>
- #include <boost/assert.hpp>
- namespace boost {
- namespace random {
- /** @cond */
- namespace detail {
- namespace qrng_tables {
- // There is no particular reason why 187 first primes were chosen
- // to be put into this table. The only reason was, perhaps, that
- // the number of dimensions for Faure generator would be around
- // the same order of magnitude as the number of dimensions supported
- // by the Sobol qrng.
- struct primes
- {
- typedef unsigned short value_type;
- BOOST_STATIC_CONSTANT(int, number_of_primes = 187);
- // A function that returns lower bound prime for a given n
- static value_type lower_bound(std::size_t n)
- {
- static const value_type prim_a[number_of_primes] = {
- 2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53,
- 59, 61, 67, 71, 73, 79, 83, 89, 97, 101, 103, 107, 109, 113,
- 127, 131, 137, 139, 149, 151, 157, 163, 167, 173, 179, 181,
- 191, 193, 197, 199, 211, 223, 227, 229, 233, 239, 241, 251,
- 257, 263, 269, 271, 277, 281, 283, 293, 307, 311, 313, 317,
- 331, 337, 347, 349, 353, 359, 367, 373, 379, 383, 389, 397,
- 401, 409, 419, 421, 431, 433, 439, 443, 449, 457, 461, 463,
- 467, 479, 487, 491, 499, 503, 509, 521, 523, 541, 547, 557,
- 563, 569, 571, 577, 587, 593, 599, 601, 607, 613, 617, 619,
- 631, 641, 643, 647, 653, 659, 661, 673, 677, 683, 691, 701,
- 709, 719, 727, 733, 739, 743, 751, 757, 761, 769, 773, 787,
- 797, 809, 811, 821, 823, 827, 829, 839, 853, 857, 859, 863,
- 877, 881, 883, 887, 907, 911, 919, 929, 937, 941, 947, 953,
- 967, 971, 977, 983, 991, 997, 1009, 1013, 1019, 1021, 1031,
- 1033, 1039, 1049, 1051, 1061, 1063, 1069, 1087, 1091, 1093,
- 1097, 1103, 1109, 1117 };
- qrng_detail::dimension_assert("Faure", n, prim_a[number_of_primes - 1]);
- return *std::lower_bound(prim_a, prim_a + number_of_primes, n);
- }
- };
- } // namespace qrng_tables
- } // namespace detail
- namespace qrng_detail {
- namespace fr {
- // Returns the integer part of the logarithm base Base of arg.
- // In erroneous situations, e.g., integer_log(base, 0) the function
- // returns 0 and does not report the error. This is the intended
- // behavior.
- template <typename T>
- inline T integer_log(T base, T arg)
- {
- T ilog = T();
- while (base <= arg)
- {
- arg /= base; ++ilog;
- }
- return ilog;
- }
- // Perform exponentiation by squaring (potential for code reuse in multiprecision::powm)
- template <typename T>
- inline T integer_pow(T base, T e)
- {
- T result = static_cast<T>(1);
- while (e)
- {
- if (e & static_cast<T>(1))
- result *= base;
- e >>= 1;
- base *= base;
- }
- return result;
- }
- } // namespace fr
- // Computes a table of binomial coefficients modulo qs.
- template<typename RealType, typename SeqSizeT, typename PrimeTable>
- struct binomial_coefficients
- {
- typedef RealType value_type;
- typedef SeqSizeT size_type;
- // Binomial values modulo qs_base will never be bigger than qs_base.
- // We can choose an appropriate integer type to hold modulo values and
- // shave off memory footprint.
- typedef typename PrimeTable::value_type packed_uint_t;
- // default copy c-tor is fine
- explicit binomial_coefficients(std::size_t dimension)
- {
- resize(dimension);
- }
- void resize(std::size_t dimension)
- {
- qs_base = PrimeTable::lower_bound(dimension);
- // Throw away previously computed coefficients.
- // This will trigger recomputation on next update
- coeff.clear();
- }
- template <typename Iterator>
- void update(size_type seq, Iterator first, Iterator last)
- {
- if (first != last)
- {
- const size_type ilog = fr::integer_log(static_cast<size_type>(qs_base), seq);
- const size_type hisum = ilog + 1;
- if (coeff.size() != size_hint(hisum)) {
- ytemp.resize(static_cast<std::size_t>(hisum)); // cast safe because log is small
- compute_coefficients(hisum);
- qs_pow = fr::integer_pow(static_cast<size_type>(qs_base), ilog);
- }
- *first = compute_recip(seq, ytemp.rbegin());
- // Find other components using the Faure method.
- ++first;
- for ( ; first != last; ++first)
- {
- *first = RealType();
- RealType r = static_cast<RealType>(1);
- for (size_type i = 0; i != hisum; ++i)
- {
- RealType ztemp = ytemp[static_cast<std::size_t>(i)] * upper_element(i, i, hisum);
- for (size_type j = i + 1; j != hisum; ++j)
- ztemp += ytemp[static_cast<std::size_t>(j)] * upper_element(i, j, hisum);
- // Sum ( J <= I <= HISUM ) ( old ytemp(i) * binom(i,j) ) mod QS.
- ytemp[static_cast<std::size_t>(i)] = std::fmod(ztemp, static_cast<RealType>(qs_base));
- r *= static_cast<RealType>(qs_base);
- *first += ytemp[static_cast<std::size_t>(i)] / r;
- }
- }
- }
- }
- private:
- inline static size_type size_hint(size_type n)
- {
- return n * (n + 1) / 2;
- }
- packed_uint_t& upper_element(size_type i, size_type j, size_type dim)
- {
- BOOST_ASSERT( i < dim );
- BOOST_ASSERT( j < dim );
- BOOST_ASSERT( i <= j );
- return coeff[static_cast<std::size_t>((i * (2 * dim - i + 1)) / 2 + j - i)];
- }
- template<typename Iterator>
- RealType compute_recip(size_type seq, Iterator out) const
- {
- // Here we do
- // Sum ( 0 <= J <= HISUM ) YTEMP(J) * QS**J
- // Sum ( 0 <= J <= HISUM ) YTEMP(J) / QS**(J+1)
- // in one go
- RealType r = RealType();
- size_type m, k = qs_pow;
- for( ; k != 0; ++out, seq = m, k /= qs_base )
- {
- m = seq % k;
- RealType v = static_cast<RealType>((seq - m) / k); // RealType <- size type
- r += v;
- r /= static_cast<RealType>(qs_base);
- *out = v; // saves double dereference
- }
- return r;
- }
- void compute_coefficients(const size_type n)
- {
- // Resize and initialize to zero
- coeff.resize(static_cast<std::size_t>(size_hint(n)));
- std::fill(coeff.begin(), coeff.end(), packed_uint_t());
- // The first row and the diagonal is assigned to 1
- upper_element(0, 0, n) = 1;
- for (size_type i = 1; i < n; ++i)
- {
- upper_element(0, i, n) = 1;
- upper_element(i, i, n) = 1;
- }
- // Computes binomial coefficients MOD qs_base
- for (size_type i = 1; i < n; ++i)
- {
- for (size_type j = i + 1; j < n; ++j)
- {
- upper_element(i, j, n) = ( upper_element(i, j-1, n) +
- upper_element(i-1, j-1, n) ) % qs_base;
- }
- }
- }
- private:
- packed_uint_t qs_base;
- // here we cache precomputed data; note that binomial coefficients have
- // to be recomputed iff the integer part of the logarithm of seq changes,
- // which happens relatively rarely.
- std::vector<packed_uint_t> coeff; // packed upper (!) triangular matrix
- std::vector<RealType> ytemp;
- size_type qs_pow;
- };
- } // namespace qrng_detail
- typedef detail::qrng_tables::primes default_faure_prime_table;
- /** @endcond */
- //!Instantiations of class template faure_engine model a \quasi_random_number_generator.
- //!The faure_engine uses the algorithm described in
- //! \blockquote
- //!Henri Faure,
- //!Discrepance de suites associees a un systeme de numeration (en dimension s),
- //!Acta Arithmetica,
- //!Volume 41, 1982, pages 337-351.
- //! \endblockquote
- //
- //! \blockquote
- //!Bennett Fox,
- //!Algorithm 647:
- //!Implementation and Relative Efficiency of Quasirandom
- //!Sequence Generators,
- //!ACM Transactions on Mathematical Software,
- //!Volume 12, Number 4, December 1986, pages 362-376.
- //! \endblockquote
- //!
- //!In the following documentation @c X denotes the concrete class of the template
- //!faure_engine returning objects of type @c RealType, u and v are the values of @c X.
- //!
- //!Some member functions may throw exceptions of type @c std::bad_alloc.
- template<typename RealType, typename SeqSizeT, typename PrimeTable = default_faure_prime_table>
- class faure_engine
- : public qrng_detail::qrng_base<
- faure_engine<RealType, SeqSizeT, PrimeTable>
- , qrng_detail::binomial_coefficients<RealType, SeqSizeT, PrimeTable>
- , SeqSizeT
- >
- {
- typedef faure_engine<RealType, SeqSizeT, PrimeTable> self_t;
- typedef qrng_detail::binomial_coefficients<RealType, SeqSizeT, PrimeTable> lattice_t;
- typedef qrng_detail::qrng_base<self_t, lattice_t, SeqSizeT> base_t;
- friend class qrng_detail::qrng_base<self_t, lattice_t, SeqSizeT>;
- public:
- typedef RealType result_type;
- /** @copydoc boost::random::niederreiter_base2_engine::min() */
- static BOOST_CONSTEXPR result_type min BOOST_PREVENT_MACRO_SUBSTITUTION ()
- { return static_cast<result_type>(0); }
- /** @copydoc boost::random::niederreiter_base2_engine::max() */
- static BOOST_CONSTEXPR result_type max BOOST_PREVENT_MACRO_SUBSTITUTION ()
- { return static_cast<result_type>(1); }
- //!Effects: Constructs the `s`-dimensional default Faure quasi-random number generator.
- //!
- //!Throws: bad_alloc, invalid_argument.
- explicit faure_engine(std::size_t s)
- : base_t(s) // initialize the binomial table here
- {}
- /** @copydetails boost::random::niederreiter_base2_engine::seed(UIntType)
- * Throws: bad_alloc.
- */
- void seed(SeqSizeT init = 0)
- {
- compute_seq(init);
- base_t::reset_seq(init);
- }
- #ifdef BOOST_RANDOM_DOXYGEN
- //=========================Doxygen needs this!==============================
- /** @copydoc boost::random::niederreiter_base2_engine::dimension() */
- std::size_t dimension() const { return base_t::dimension(); }
- /** @copydoc boost::random::niederreiter_base2_engine::operator()() */
- result_type operator()()
- {
- return base_t::operator()();
- }
- /** @copydoc boost::random::niederreiter_base2_engine::discard(boost::uintmax_t)
- * Throws: bad_alloc.
- */
- void discard(boost::uintmax_t z)
- {
- base_t::discard(z);
- }
- /** Returns true if the two generators will produce identical sequences of outputs. */
- BOOST_RANDOM_DETAIL_EQUALITY_OPERATOR(faure_engine, x, y)
- { return static_cast<const base_t&>(x) == y; }
- /** Returns true if the two generators will produce different sequences of outputs. */
- BOOST_RANDOM_DETAIL_INEQUALITY_OPERATOR(faure_engine)
- /** Writes the textual representation of the generator to a @c std::ostream. */
- BOOST_RANDOM_DETAIL_OSTREAM_OPERATOR(os, faure_engine, s)
- { return os << static_cast<const base_t&>(s); }
- /** Reads the textual representation of the generator from a @c std::istream. */
- BOOST_RANDOM_DETAIL_ISTREAM_OPERATOR(is, faure_engine, s)
- { return is >> static_cast<base_t&>(s); }
- #endif // BOOST_RANDOM_DOXYGEN
- private:
- /** @cond hide_private_members */
- void compute_seq(SeqSizeT seq)
- {
- qrng_detail::check_seed_sign(seq);
- this->lattice.update(seq, this->state_begin(), this->state_end());
- }
- /** @endcond */
- };
- /**
- * @attention This specialization of \faure_engine supports up to 1117 dimensions.
- *
- * However, it is possible to provide your own prime table to \faure_engine should the default one be insufficient.
- */
- typedef faure_engine<double, boost::uint_least64_t, default_faure_prime_table> faure;
- } // namespace random
- } // namespace boost
- #endif // BOOST_RANDOM_FAURE_HPP
|