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+/* 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