14824e7fdSDimitry Andric //===----------------------------------------------------------------------===// 24824e7fdSDimitry Andric // 34824e7fdSDimitry Andric // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. 44824e7fdSDimitry Andric // See https://llvm.org/LICENSE.txt for license information. 54824e7fdSDimitry Andric // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception 64824e7fdSDimitry Andric // 74824e7fdSDimitry Andric //===----------------------------------------------------------------------===// 84824e7fdSDimitry Andric 94824e7fdSDimitry Andric #ifndef _LIBCPP___RANDOM_BINOMIAL_DISTRIBUTION_H 104824e7fdSDimitry Andric #define _LIBCPP___RANDOM_BINOMIAL_DISTRIBUTION_H 114824e7fdSDimitry Andric 124824e7fdSDimitry Andric #include <__config> 1381ad6265SDimitry Andric #include <__random/is_valid.h> 144824e7fdSDimitry Andric #include <__random/uniform_real_distribution.h> 154824e7fdSDimitry Andric #include <cmath> 164824e7fdSDimitry Andric #include <iosfwd> 174824e7fdSDimitry Andric 184824e7fdSDimitry Andric #if !defined(_LIBCPP_HAS_NO_PRAGMA_SYSTEM_HEADER) 194824e7fdSDimitry Andric # pragma GCC system_header 204824e7fdSDimitry Andric #endif 214824e7fdSDimitry Andric 224824e7fdSDimitry Andric _LIBCPP_PUSH_MACROS 234824e7fdSDimitry Andric #include <__undef_macros> 244824e7fdSDimitry Andric 254824e7fdSDimitry Andric _LIBCPP_BEGIN_NAMESPACE_STD 264824e7fdSDimitry Andric 274824e7fdSDimitry Andric template <class _IntType = int> 28*cb14a3feSDimitry Andric class _LIBCPP_TEMPLATE_VIS binomial_distribution { 29fcaf7f86SDimitry Andric static_assert(__libcpp_random_is_valid_inttype<_IntType>::value, "IntType must be a supported integer type"); 30*cb14a3feSDimitry Andric 314824e7fdSDimitry Andric public: 324824e7fdSDimitry Andric // types 334824e7fdSDimitry Andric typedef _IntType result_type; 344824e7fdSDimitry Andric 35*cb14a3feSDimitry Andric class _LIBCPP_TEMPLATE_VIS param_type { 364824e7fdSDimitry Andric result_type __t_; 374824e7fdSDimitry Andric double __p_; 384824e7fdSDimitry Andric double __pr_; 394824e7fdSDimitry Andric double __odds_ratio_; 404824e7fdSDimitry Andric result_type __r0_; 41*cb14a3feSDimitry Andric 424824e7fdSDimitry Andric public: 434824e7fdSDimitry Andric typedef binomial_distribution distribution_type; 444824e7fdSDimitry Andric 4506c3fb27SDimitry Andric _LIBCPP_HIDE_FROM_ABI explicit param_type(result_type __t = 1, double __p = 0.5); 464824e7fdSDimitry Andric 47*cb14a3feSDimitry Andric _LIBCPP_HIDE_FROM_ABI result_type t() const { return __t_; } 48*cb14a3feSDimitry Andric _LIBCPP_HIDE_FROM_ABI double p() const { return __p_; } 494824e7fdSDimitry Andric 50*cb14a3feSDimitry Andric friend _LIBCPP_HIDE_FROM_ABI bool operator==(const param_type& __x, const param_type& __y) { 51*cb14a3feSDimitry Andric return __x.__t_ == __y.__t_ && __x.__p_ == __y.__p_; 52*cb14a3feSDimitry Andric } 53*cb14a3feSDimitry Andric friend _LIBCPP_HIDE_FROM_ABI bool operator!=(const param_type& __x, const param_type& __y) { return !(__x == __y); } 544824e7fdSDimitry Andric 554824e7fdSDimitry Andric friend class binomial_distribution; 564824e7fdSDimitry Andric }; 574824e7fdSDimitry Andric 584824e7fdSDimitry Andric private: 594824e7fdSDimitry Andric param_type __p_; 604824e7fdSDimitry Andric 614824e7fdSDimitry Andric public: 624824e7fdSDimitry Andric // constructors and reset functions 634824e7fdSDimitry Andric #ifndef _LIBCPP_CXX03_LANG 64*cb14a3feSDimitry Andric _LIBCPP_HIDE_FROM_ABI binomial_distribution() : binomial_distribution(1) {} 65*cb14a3feSDimitry Andric _LIBCPP_HIDE_FROM_ABI explicit binomial_distribution(result_type __t, double __p = 0.5) 664824e7fdSDimitry Andric : __p_(param_type(__t, __p)) {} 674824e7fdSDimitry Andric #else 68*cb14a3feSDimitry Andric _LIBCPP_HIDE_FROM_ABI explicit binomial_distribution(result_type __t = 1, double __p = 0.5) 694824e7fdSDimitry Andric : __p_(param_type(__t, __p)) {} 704824e7fdSDimitry Andric #endif 71*cb14a3feSDimitry Andric _LIBCPP_HIDE_FROM_ABI explicit binomial_distribution(const param_type& __p) : __p_(__p) {} 72*cb14a3feSDimitry Andric _LIBCPP_HIDE_FROM_ABI void reset() {} 734824e7fdSDimitry Andric 744824e7fdSDimitry Andric // generating functions 754824e7fdSDimitry Andric template <class _URNG> 76*cb14a3feSDimitry Andric _LIBCPP_HIDE_FROM_ABI result_type operator()(_URNG& __g) { 77*cb14a3feSDimitry Andric return (*this)(__g, __p_); 78*cb14a3feSDimitry Andric } 7906c3fb27SDimitry Andric template <class _URNG> 8006c3fb27SDimitry Andric _LIBCPP_HIDE_FROM_ABI result_type operator()(_URNG& __g, const param_type& __p); 814824e7fdSDimitry Andric 824824e7fdSDimitry Andric // property functions 83*cb14a3feSDimitry Andric _LIBCPP_HIDE_FROM_ABI result_type t() const { return __p_.t(); } 84*cb14a3feSDimitry Andric _LIBCPP_HIDE_FROM_ABI double p() const { return __p_.p(); } 854824e7fdSDimitry Andric 86*cb14a3feSDimitry Andric _LIBCPP_HIDE_FROM_ABI param_type param() const { return __p_; } 87*cb14a3feSDimitry Andric _LIBCPP_HIDE_FROM_ABI void param(const param_type& __p) { __p_ = __p; } 884824e7fdSDimitry Andric 89*cb14a3feSDimitry Andric _LIBCPP_HIDE_FROM_ABI result_type min() const { return 0; } 90*cb14a3feSDimitry Andric _LIBCPP_HIDE_FROM_ABI result_type max() const { return t(); } 914824e7fdSDimitry Andric 92*cb14a3feSDimitry Andric friend _LIBCPP_HIDE_FROM_ABI bool operator==(const binomial_distribution& __x, const binomial_distribution& __y) { 93*cb14a3feSDimitry Andric return __x.__p_ == __y.__p_; 94*cb14a3feSDimitry Andric } 95*cb14a3feSDimitry Andric friend _LIBCPP_HIDE_FROM_ABI bool operator!=(const binomial_distribution& __x, const binomial_distribution& __y) { 96*cb14a3feSDimitry Andric return !(__x == __y); 97*cb14a3feSDimitry Andric } 984824e7fdSDimitry Andric }; 994824e7fdSDimitry Andric 1004824e7fdSDimitry Andric #ifndef _LIBCPP_MSVCRT_LIKE 1014824e7fdSDimitry Andric extern "C" double lgamma_r(double, int*); 1024824e7fdSDimitry Andric #endif 1034824e7fdSDimitry Andric 1045f757f3fSDimitry Andric inline _LIBCPP_HIDE_FROM_ABI double __libcpp_lgamma(double __d) { 1054824e7fdSDimitry Andric #if defined(_LIBCPP_MSVCRT_LIKE) 1064824e7fdSDimitry Andric return lgamma(__d); 1074824e7fdSDimitry Andric #else 1084824e7fdSDimitry Andric int __sign; 1094824e7fdSDimitry Andric return lgamma_r(__d, &__sign); 1104824e7fdSDimitry Andric #endif 1114824e7fdSDimitry Andric } 1124824e7fdSDimitry Andric 1134824e7fdSDimitry Andric template <class _IntType> 114*cb14a3feSDimitry Andric binomial_distribution<_IntType>::param_type::param_type(result_type __t, double __p) : __t_(__t), __p_(__p) { 115*cb14a3feSDimitry Andric if (0 < __p_ && __p_ < 1) { 1164824e7fdSDimitry Andric __r0_ = static_cast<result_type>((__t_ + 1) * __p_); 117*cb14a3feSDimitry Andric __pr_ = std::exp( 118*cb14a3feSDimitry Andric std::__libcpp_lgamma(__t_ + 1.) - std::__libcpp_lgamma(__r0_ + 1.) - std::__libcpp_lgamma(__t_ - __r0_ + 1.) + 119*cb14a3feSDimitry Andric __r0_ * std::log(__p_) + (__t_ - __r0_) * std::log(1 - __p_)); 1204824e7fdSDimitry Andric __odds_ratio_ = __p_ / (1 - __p_); 1214824e7fdSDimitry Andric } 1224824e7fdSDimitry Andric } 1234824e7fdSDimitry Andric 1244824e7fdSDimitry Andric // Reference: Kemp, C.D. (1986). `A modal method for generating binomial 1254824e7fdSDimitry Andric // variables', Commun. Statist. - Theor. Meth. 15(3), 805-813. 1264824e7fdSDimitry Andric template <class _IntType> 1274824e7fdSDimitry Andric template <class _URNG> 128*cb14a3feSDimitry Andric _IntType binomial_distribution<_IntType>::operator()(_URNG& __g, const param_type& __pr) { 12981ad6265SDimitry Andric static_assert(__libcpp_random_is_valid_urng<_URNG>::value, ""); 1304824e7fdSDimitry Andric if (__pr.__t_ == 0 || __pr.__p_ == 0) 1314824e7fdSDimitry Andric return 0; 1324824e7fdSDimitry Andric if (__pr.__p_ == 1) 1334824e7fdSDimitry Andric return __pr.__t_; 1344824e7fdSDimitry Andric uniform_real_distribution<double> __gen; 1354824e7fdSDimitry Andric double __u = __gen(__g) - __pr.__pr_; 1364824e7fdSDimitry Andric if (__u < 0) 1374824e7fdSDimitry Andric return __pr.__r0_; 1384824e7fdSDimitry Andric double __pu = __pr.__pr_; 1394824e7fdSDimitry Andric double __pd = __pu; 1404824e7fdSDimitry Andric result_type __ru = __pr.__r0_; 1414824e7fdSDimitry Andric result_type __rd = __ru; 142*cb14a3feSDimitry Andric while (true) { 1434824e7fdSDimitry Andric bool __break = true; 144*cb14a3feSDimitry Andric if (__rd >= 1) { 1454824e7fdSDimitry Andric __pd *= __rd / (__pr.__odds_ratio_ * (__pr.__t_ - __rd + 1)); 1464824e7fdSDimitry Andric __u -= __pd; 1474824e7fdSDimitry Andric __break = false; 1484824e7fdSDimitry Andric if (__u < 0) 1494824e7fdSDimitry Andric return __rd - 1; 1504824e7fdSDimitry Andric } 1514824e7fdSDimitry Andric if (__rd != 0) 1524824e7fdSDimitry Andric --__rd; 1534824e7fdSDimitry Andric ++__ru; 154*cb14a3feSDimitry Andric if (__ru <= __pr.__t_) { 1554824e7fdSDimitry Andric __pu *= (__pr.__t_ - __ru + 1) * __pr.__odds_ratio_ / __ru; 1564824e7fdSDimitry Andric __u -= __pu; 1574824e7fdSDimitry Andric __break = false; 1584824e7fdSDimitry Andric if (__u < 0) 1594824e7fdSDimitry Andric return __ru; 1604824e7fdSDimitry Andric } 1614824e7fdSDimitry Andric if (__break) 1624824e7fdSDimitry Andric return 0; 1634824e7fdSDimitry Andric } 1644824e7fdSDimitry Andric } 1654824e7fdSDimitry Andric 1664824e7fdSDimitry Andric template <class _CharT, class _Traits, class _IntType> 167bdd1243dSDimitry Andric _LIBCPP_HIDE_FROM_ABI basic_ostream<_CharT, _Traits>& 168*cb14a3feSDimitry Andric operator<<(basic_ostream<_CharT, _Traits>& __os, const binomial_distribution<_IntType>& __x) { 1694824e7fdSDimitry Andric __save_flags<_CharT, _Traits> __lx(__os); 1704824e7fdSDimitry Andric typedef basic_ostream<_CharT, _Traits> _OStream; 171*cb14a3feSDimitry Andric __os.flags(_OStream::dec | _OStream::left | _OStream::fixed | _OStream::scientific); 1724824e7fdSDimitry Andric _CharT __sp = __os.widen(' '); 1734824e7fdSDimitry Andric __os.fill(__sp); 1744824e7fdSDimitry Andric return __os << __x.t() << __sp << __x.p(); 1754824e7fdSDimitry Andric } 1764824e7fdSDimitry Andric 1774824e7fdSDimitry Andric template <class _CharT, class _Traits, class _IntType> 178bdd1243dSDimitry Andric _LIBCPP_HIDE_FROM_ABI basic_istream<_CharT, _Traits>& 179*cb14a3feSDimitry Andric operator>>(basic_istream<_CharT, _Traits>& __is, binomial_distribution<_IntType>& __x) { 1804824e7fdSDimitry Andric typedef binomial_distribution<_IntType> _Eng; 1814824e7fdSDimitry Andric typedef typename _Eng::result_type result_type; 1824824e7fdSDimitry Andric typedef typename _Eng::param_type param_type; 1834824e7fdSDimitry Andric __save_flags<_CharT, _Traits> __lx(__is); 1844824e7fdSDimitry Andric typedef basic_istream<_CharT, _Traits> _Istream; 1854824e7fdSDimitry Andric __is.flags(_Istream::dec | _Istream::skipws); 1864824e7fdSDimitry Andric result_type __t; 1874824e7fdSDimitry Andric double __p; 1884824e7fdSDimitry Andric __is >> __t >> __p; 1894824e7fdSDimitry Andric if (!__is.fail()) 1904824e7fdSDimitry Andric __x.param(param_type(__t, __p)); 1914824e7fdSDimitry Andric return __is; 1924824e7fdSDimitry Andric } 1934824e7fdSDimitry Andric 1944824e7fdSDimitry Andric _LIBCPP_END_NAMESPACE_STD 1954824e7fdSDimitry Andric 1964824e7fdSDimitry Andric _LIBCPP_POP_MACROS 1974824e7fdSDimitry Andric 1984824e7fdSDimitry Andric #endif // _LIBCPP___RANDOM_BINOMIAL_DISTRIBUTION_H 199