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1 /* boost random/faure.hpp header file
2 *
3 * Copyright Justinas Vygintas Daugmaudis 2010-2018
4 * Distributed under the Boost Software License, Version 1.0. (See
5 * accompanying file LICENSE_1_0.txt or copy at
6 * http://www.boost.org/LICENSE_1_0.txt)
7 */
8
9 #ifndef BOOST_RANDOM_FAURE_HPP
10 #define BOOST_RANDOM_FAURE_HPP
11
12 #include <boost/random/detail/qrng_base.hpp>
13
14 #include <cmath>
15 #include <vector>
16 #include <algorithm>
17
18 #include <boost/assert.hpp>
19
20 namespace boost {
21 namespace random {
22
23 /** @cond */
24 namespace detail {
25
26 namespace qrng_tables {
27
28 // There is no particular reason why 187 first primes were chosen
29 // to be put into this table. The only reason was, perhaps, that
30 // the number of dimensions for Faure generator would be around
31 // the same order of magnitude as the number of dimensions supported
32 // by the Sobol qrng.
33 struct primes
34 {
35 typedef unsigned short value_type;
36
37 BOOST_STATIC_CONSTANT(int, number_of_primes = 187);
38
39 // A function that returns lower bound prime for a given n
40 static value_type lower_bound(std::size_t n)
41 {
42 static const value_type prim_a[number_of_primes] = {
43 2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53,
44 59, 61, 67, 71, 73, 79, 83, 89, 97, 101, 103, 107, 109, 113,
45 127, 131, 137, 139, 149, 151, 157, 163, 167, 173, 179, 181,
46 191, 193, 197, 199, 211, 223, 227, 229, 233, 239, 241, 251,
47 257, 263, 269, 271, 277, 281, 283, 293, 307, 311, 313, 317,
48 331, 337, 347, 349, 353, 359, 367, 373, 379, 383, 389, 397,
49 401, 409, 419, 421, 431, 433, 439, 443, 449, 457, 461, 463,
50 467, 479, 487, 491, 499, 503, 509, 521, 523, 541, 547, 557,
51 563, 569, 571, 577, 587, 593, 599, 601, 607, 613, 617, 619,
52 631, 641, 643, 647, 653, 659, 661, 673, 677, 683, 691, 701,
53 709, 719, 727, 733, 739, 743, 751, 757, 761, 769, 773, 787,
54 797, 809, 811, 821, 823, 827, 829, 839, 853, 857, 859, 863,
55 877, 881, 883, 887, 907, 911, 919, 929, 937, 941, 947, 953,
56 967, 971, 977, 983, 991, 997, 1009, 1013, 1019, 1021, 1031,
57 1033, 1039, 1049, 1051, 1061, 1063, 1069, 1087, 1091, 1093,
58 1097, 1103, 1109, 1117 };
59
60 qrng_detail::dimension_assert("Faure", n, prim_a[number_of_primes - 1]);
61
62 return *std::lower_bound(prim_a, prim_a + number_of_primes, n);
63 }
64 };
65
66 } // namespace qrng_tables
67 } // namespace detail
68
69 namespace qrng_detail {
70 namespace fr {
71
72 // Returns the integer part of the logarithm base Base of arg.
73 // In erroneous situations, e.g., integer_log(base, 0) the function
74 // returns 0 and does not report the error. This is the intended
75 // behavior.
76 template <typename T>
77 inline T integer_log(T base, T arg)
78 {
79 T ilog = T();
80 while (base <= arg)
81 {
82 arg /= base; ++ilog;
83 }
84 return ilog;
85 }
86
87 // Perform exponentiation by squaring (potential for code reuse in multiprecision::powm)
88 template <typename T>
89 inline T integer_pow(T base, T e)
90 {
91 T result = static_cast<T>(1);
92 while (e)
93 {
94 if (e & static_cast<T>(1))
95 result *= base;
96 e >>= 1;
97 base *= base;
98 }
99 return result;
100 }
101
102 } // namespace fr
103
104 // Computes a table of binomial coefficients modulo qs.
105 template<typename RealType, typename SeqSizeT, typename PrimeTable>
106 struct binomial_coefficients
107 {
108 typedef RealType value_type;
109 typedef SeqSizeT size_type;
110
111 // Binomial values modulo qs_base will never be bigger than qs_base.
112 // We can choose an appropriate integer type to hold modulo values and
113 // shave off memory footprint.
114 typedef typename PrimeTable::value_type packed_uint_t;
115
116 // default copy c-tor is fine
117
118 explicit binomial_coefficients(std::size_t dimension)
119 {
120 resize(dimension);
121 }
122
123 void resize(std::size_t dimension)
124 {
125 qs_base = PrimeTable::lower_bound(dimension);
126
127 // Throw away previously computed coefficients.
128 // This will trigger recomputation on next update
129 coeff.clear();
130 }
131
132 template <typename Iterator>
133 void update(size_type seq, Iterator first, Iterator last)
134 {
135 if (first != last)
136 {
137 const size_type ilog = fr::integer_log(static_cast<size_type>(qs_base), seq);
138 const size_type hisum = ilog + 1;
139 if (coeff.size() != size_hint(hisum)) {
140 ytemp.resize(static_cast<std::size_t>(hisum)); // cast safe because log is small
141 compute_coefficients(hisum);
142 qs_pow = fr::integer_pow(static_cast<size_type>(qs_base), ilog);
143 }
144
145 *first = compute_recip(seq, ytemp.rbegin());
146
147 // Find other components using the Faure method.
148 ++first;
149 for ( ; first != last; ++first)
150 {
151 *first = RealType();
152 RealType r = static_cast<RealType>(1);
153
154 for (size_type i = 0; i != hisum; ++i)
155 {
156 RealType ztemp = ytemp[static_cast<std::size_t>(i)] * upper_element(i, i, hisum);
157 for (size_type j = i + 1; j != hisum; ++j)
158 ztemp += ytemp[static_cast<std::size_t>(j)] * upper_element(i, j, hisum);
159
160 // Sum ( J <= I <= HISUM ) ( old ytemp(i) * binom(i,j) ) mod QS.
161 ytemp[static_cast<std::size_t>(i)] = std::fmod(ztemp, static_cast<RealType>(qs_base));
162 r *= static_cast<RealType>(qs_base);
163 *first += ytemp[static_cast<std::size_t>(i)] / r;
164 }
165 }
166 }
167 }
168
169 private:
170 inline static size_type size_hint(size_type n)
171 {
172 return n * (n + 1) / 2;
173 }
174
175 packed_uint_t& upper_element(size_type i, size_type j, size_type dim)
176 {
177 BOOST_ASSERT( i < dim );
178 BOOST_ASSERT( j < dim );
179 BOOST_ASSERT( i <= j );
180 return coeff[static_cast<std::size_t>((i * (2 * dim - i + 1)) / 2 + j - i)];
181 }
182
183 template<typename Iterator>
184 RealType compute_recip(size_type seq, Iterator out) const
185 {
186 // Here we do
187 // Sum ( 0 <= J <= HISUM ) YTEMP(J) * QS**J
188 // Sum ( 0 <= J <= HISUM ) YTEMP(J) / QS**(J+1)
189 // in one go
190 RealType r = RealType();
191 size_type m, k = qs_pow;
192 for( ; k != 0; ++out, seq = m, k /= qs_base )
193 {
194 m = seq % k;
195 RealType v = static_cast<RealType>((seq - m) / k); // RealType <- size type
196 r += v;
197 r /= static_cast<RealType>(qs_base);
198 *out = v; // saves double dereference
199 }
200 return r;
201 }
202
203 void compute_coefficients(const size_type n)
204 {
205 // Resize and initialize to zero
206 coeff.resize(static_cast<std::size_t>(size_hint(n)));
207 std::fill(coeff.begin(), coeff.end(), packed_uint_t());
208
209 // The first row and the diagonal is assigned to 1
210 upper_element(0, 0, n) = 1;
211 for (size_type i = 1; i < n; ++i)
212 {
213 upper_element(0, i, n) = 1;
214 upper_element(i, i, n) = 1;
215 }
216
217 // Computes binomial coefficients MOD qs_base
218 for (size_type i = 1; i < n; ++i)
219 {
220 for (size_type j = i + 1; j < n; ++j)
221 {
222 upper_element(i, j, n) = ( upper_element(i, j-1, n) +
223 upper_element(i-1, j-1, n) ) % qs_base;
224 }
225 }
226 }
227
228 private:
229 packed_uint_t qs_base;
230
231 // here we cache precomputed data; note that binomial coefficients have
232 // to be recomputed iff the integer part of the logarithm of seq changes,
233 // which happens relatively rarely.
234 std::vector<packed_uint_t> coeff; // packed upper (!) triangular matrix
235 std::vector<RealType> ytemp;
236 size_type qs_pow;
237 };
238
239 } // namespace qrng_detail
240
241 typedef detail::qrng_tables::primes default_faure_prime_table;
242
243 /** @endcond */
244
245 //!Instantiations of class template faure_engine model a \quasi_random_number_generator.
246 //!The faure_engine uses the algorithm described in
247 //! \blockquote
248 //!Henri Faure,
249 //!Discrepance de suites associees a un systeme de numeration (en dimension s),
250 //!Acta Arithmetica,
251 //!Volume 41, 1982, pages 337-351.
252 //! \endblockquote
253 //
254 //! \blockquote
255 //!Bennett Fox,
256 //!Algorithm 647:
257 //!Implementation and Relative Efficiency of Quasirandom
258 //!Sequence Generators,
259 //!ACM Transactions on Mathematical Software,
260 //!Volume 12, Number 4, December 1986, pages 362-376.
261 //! \endblockquote
262 //!
263 //!In the following documentation @c X denotes the concrete class of the template
264 //!faure_engine returning objects of type @c RealType, u and v are the values of @c X.
265 //!
266 //!Some member functions may throw exceptions of type @c std::bad_alloc.
267 template<typename RealType, typename SeqSizeT, typename PrimeTable = default_faure_prime_table>
268 class faure_engine
269 : public qrng_detail::qrng_base<
270 faure_engine<RealType, SeqSizeT, PrimeTable>
271 , qrng_detail::binomial_coefficients<RealType, SeqSizeT, PrimeTable>
272 , SeqSizeT
273 >
274 {
275 typedef faure_engine<RealType, SeqSizeT, PrimeTable> self_t;
276
277 typedef qrng_detail::binomial_coefficients<RealType, SeqSizeT, PrimeTable> lattice_t;
278 typedef qrng_detail::qrng_base<self_t, lattice_t, SeqSizeT> base_t;
279
280 friend class qrng_detail::qrng_base<self_t, lattice_t, SeqSizeT>;
281
282 public:
283 typedef RealType result_type;
284
285 /** @copydoc boost::random::niederreiter_base2_engine::min() */
286 static BOOST_CONSTEXPR result_type min BOOST_PREVENT_MACRO_SUBSTITUTION ()
287 { return static_cast<result_type>(0); }
288
289 /** @copydoc boost::random::niederreiter_base2_engine::max() */
290 static BOOST_CONSTEXPR result_type max BOOST_PREVENT_MACRO_SUBSTITUTION ()
291 { return static_cast<result_type>(1); }
292
293 //!Effects: Constructs the `s`-dimensional default Faure quasi-random number generator.
294 //!
295 //!Throws: bad_alloc, invalid_argument.
296 explicit faure_engine(std::size_t s)
297 : base_t(s) // initialize the binomial table here
298 {}
299
300 /** @copydetails boost::random::niederreiter_base2_engine::seed(UIntType)
301 * Throws: bad_alloc.
302 */
303 void seed(SeqSizeT init = 0)
304 {
305 compute_seq(init);
306 base_t::reset_seq(init);
307 }
308
309 #ifdef BOOST_RANDOM_DOXYGEN
310 //=========================Doxygen needs this!==============================
311
312 /** @copydoc boost::random::niederreiter_base2_engine::dimension() */
313 std::size_t dimension() const { return base_t::dimension(); }
314
315 /** @copydoc boost::random::niederreiter_base2_engine::operator()() */
316 result_type operator()()
317 {
318 return base_t::operator()();
319 }
320
321 /** @copydoc boost::random::niederreiter_base2_engine::discard(boost::uintmax_t)
322 * Throws: bad_alloc.
323 */
324 void discard(boost::uintmax_t z)
325 {
326 base_t::discard(z);
327 }
328
329 /** Returns true if the two generators will produce identical sequences of outputs. */
330 BOOST_RANDOM_DETAIL_EQUALITY_OPERATOR(faure_engine, x, y)
331 { return static_cast<const base_t&>(x) == y; }
332
333 /** Returns true if the two generators will produce different sequences of outputs. */
334 BOOST_RANDOM_DETAIL_INEQUALITY_OPERATOR(faure_engine)
335
336 /** Writes the textual representation of the generator to a @c std::ostream. */
337 BOOST_RANDOM_DETAIL_OSTREAM_OPERATOR(os, faure_engine, s)
338 { return os << static_cast<const base_t&>(s); }
339
340 /** Reads the textual representation of the generator from a @c std::istream. */
341 BOOST_RANDOM_DETAIL_ISTREAM_OPERATOR(is, faure_engine, s)
342 { return is >> static_cast<base_t&>(s); }
343
344 #endif // BOOST_RANDOM_DOXYGEN
345
346 private:
347 /** @cond hide_private_members */
348 void compute_seq(SeqSizeT seq)
349 {
350 qrng_detail::check_seed_sign(seq);
351 this->lattice.update(seq, this->state_begin(), this->state_end());
352 }
353 /** @endcond */
354 };
355
356 /**
357 * @attention This specialization of \faure_engine supports up to 1117 dimensions.
358 *
359 * However, it is possible to provide your own prime table to \faure_engine should the default one be insufficient.
360 */
361 typedef faure_engine<double, boost::uint_least64_t, default_faure_prime_table> faure;
362
363 } // namespace random
364
365 } // namespace boost
366
367 #endif // BOOST_RANDOM_FAURE_HPP