1344cef66SArthur O'Dwyer //===----------------------------------------------------------------------===// 2344cef66SArthur O'Dwyer // 3344cef66SArthur O'Dwyer // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. 4344cef66SArthur O'Dwyer // See https://llvm.org/LICENSE.txt for license information. 5344cef66SArthur O'Dwyer // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception 6344cef66SArthur O'Dwyer // 7344cef66SArthur O'Dwyer //===----------------------------------------------------------------------===// 8344cef66SArthur O'Dwyer 9344cef66SArthur O'Dwyer #ifndef _LIBCPP___RANDOM_BINOMIAL_DISTRIBUTION_H 10344cef66SArthur O'Dwyer #define _LIBCPP___RANDOM_BINOMIAL_DISTRIBUTION_H 11344cef66SArthur O'Dwyer 12344cef66SArthur O'Dwyer #include <__config> 13a3255f21SArthur O'Dwyer #include <__random/is_valid.h> 14344cef66SArthur O'Dwyer #include <__random/uniform_real_distribution.h> 15344cef66SArthur O'Dwyer #include <cmath> 16344cef66SArthur O'Dwyer #include <iosfwd> 17344cef66SArthur O'Dwyer 18344cef66SArthur O'Dwyer #if !defined(_LIBCPP_HAS_NO_PRAGMA_SYSTEM_HEADER) 19344cef66SArthur O'Dwyer # pragma GCC system_header 20344cef66SArthur O'Dwyer #endif 21344cef66SArthur O'Dwyer 22344cef66SArthur O'Dwyer _LIBCPP_PUSH_MACROS 23344cef66SArthur O'Dwyer #include <__undef_macros> 24344cef66SArthur O'Dwyer 25344cef66SArthur O'Dwyer _LIBCPP_BEGIN_NAMESPACE_STD 26344cef66SArthur O'Dwyer 27344cef66SArthur O'Dwyer template <class _IntType = int> 289783f28cSLouis Dionne class _LIBCPP_TEMPLATE_VIS binomial_distribution { 2907e984bcSLouis Dionne static_assert(__libcpp_random_is_valid_inttype<_IntType>::value, "IntType must be a supported integer type"); 309783f28cSLouis Dionne 31344cef66SArthur O'Dwyer public: 32344cef66SArthur O'Dwyer // types 33344cef66SArthur O'Dwyer typedef _IntType result_type; 34344cef66SArthur O'Dwyer 359783f28cSLouis Dionne class _LIBCPP_TEMPLATE_VIS param_type { 36344cef66SArthur O'Dwyer result_type __t_; 37344cef66SArthur O'Dwyer double __p_; 38344cef66SArthur O'Dwyer double __pr_; 39344cef66SArthur O'Dwyer double __odds_ratio_; 40344cef66SArthur O'Dwyer result_type __r0_; 419783f28cSLouis Dionne 42344cef66SArthur O'Dwyer public: 43344cef66SArthur O'Dwyer typedef binomial_distribution distribution_type; 44344cef66SArthur O'Dwyer 4583ce1397SNikolas Klauser _LIBCPP_HIDE_FROM_ABI explicit param_type(result_type __t = 1, double __p = 0.5); 46344cef66SArthur O'Dwyer 479783f28cSLouis Dionne _LIBCPP_HIDE_FROM_ABI result_type t() const { return __t_; } 489783f28cSLouis Dionne _LIBCPP_HIDE_FROM_ABI double p() const { return __p_; } 49344cef66SArthur O'Dwyer 509783f28cSLouis Dionne friend _LIBCPP_HIDE_FROM_ABI bool operator==(const param_type& __x, const param_type& __y) { 519783f28cSLouis Dionne return __x.__t_ == __y.__t_ && __x.__p_ == __y.__p_; 529783f28cSLouis Dionne } 539783f28cSLouis Dionne friend _LIBCPP_HIDE_FROM_ABI bool operator!=(const param_type& __x, const param_type& __y) { return !(__x == __y); } 54344cef66SArthur O'Dwyer 55344cef66SArthur O'Dwyer friend class binomial_distribution; 56344cef66SArthur O'Dwyer }; 57344cef66SArthur O'Dwyer 58344cef66SArthur O'Dwyer private: 59344cef66SArthur O'Dwyer param_type __p_; 60344cef66SArthur O'Dwyer 61344cef66SArthur O'Dwyer public: 62344cef66SArthur O'Dwyer // constructors and reset functions 63344cef66SArthur O'Dwyer #ifndef _LIBCPP_CXX03_LANG 649783f28cSLouis Dionne _LIBCPP_HIDE_FROM_ABI binomial_distribution() : binomial_distribution(1) {} 659783f28cSLouis Dionne _LIBCPP_HIDE_FROM_ABI explicit binomial_distribution(result_type __t, double __p = 0.5) 66344cef66SArthur O'Dwyer : __p_(param_type(__t, __p)) {} 67344cef66SArthur O'Dwyer #else 689783f28cSLouis Dionne _LIBCPP_HIDE_FROM_ABI explicit binomial_distribution(result_type __t = 1, double __p = 0.5) 69344cef66SArthur O'Dwyer : __p_(param_type(__t, __p)) {} 70344cef66SArthur O'Dwyer #endif 719783f28cSLouis Dionne _LIBCPP_HIDE_FROM_ABI explicit binomial_distribution(const param_type& __p) : __p_(__p) {} 729783f28cSLouis Dionne _LIBCPP_HIDE_FROM_ABI void reset() {} 73344cef66SArthur O'Dwyer 74344cef66SArthur O'Dwyer // generating functions 75344cef66SArthur O'Dwyer template <class _URNG> 769783f28cSLouis Dionne _LIBCPP_HIDE_FROM_ABI result_type operator()(_URNG& __g) { 779783f28cSLouis Dionne return (*this)(__g, __p_); 789783f28cSLouis Dionne } 7983ce1397SNikolas Klauser template <class _URNG> 8083ce1397SNikolas Klauser _LIBCPP_HIDE_FROM_ABI result_type operator()(_URNG& __g, const param_type& __p); 81344cef66SArthur O'Dwyer 82344cef66SArthur O'Dwyer // property functions 839783f28cSLouis Dionne _LIBCPP_HIDE_FROM_ABI result_type t() const { return __p_.t(); } 849783f28cSLouis Dionne _LIBCPP_HIDE_FROM_ABI double p() const { return __p_.p(); } 85344cef66SArthur O'Dwyer 869783f28cSLouis Dionne _LIBCPP_HIDE_FROM_ABI param_type param() const { return __p_; } 879783f28cSLouis Dionne _LIBCPP_HIDE_FROM_ABI void param(const param_type& __p) { __p_ = __p; } 88344cef66SArthur O'Dwyer 899783f28cSLouis Dionne _LIBCPP_HIDE_FROM_ABI result_type min() const { return 0; } 909783f28cSLouis Dionne _LIBCPP_HIDE_FROM_ABI result_type max() const { return t(); } 91344cef66SArthur O'Dwyer 929783f28cSLouis Dionne friend _LIBCPP_HIDE_FROM_ABI bool operator==(const binomial_distribution& __x, const binomial_distribution& __y) { 939783f28cSLouis Dionne return __x.__p_ == __y.__p_; 949783f28cSLouis Dionne } 959783f28cSLouis Dionne friend _LIBCPP_HIDE_FROM_ABI bool operator!=(const binomial_distribution& __x, const binomial_distribution& __y) { 969783f28cSLouis Dionne return !(__x == __y); 979783f28cSLouis Dionne } 98344cef66SArthur O'Dwyer }; 99344cef66SArthur O'Dwyer 1005f2389d4SJoseph Huber // The LLVM C library provides this with conflicting `noexcept` attributes. 1015f2389d4SJoseph Huber #if !defined(_LIBCPP_MSVCRT_LIKE) && !defined(__LLVM_LIBC__) 102344cef66SArthur O'Dwyer extern "C" double lgamma_r(double, int*); 103344cef66SArthur O'Dwyer #endif 104344cef66SArthur O'Dwyer 1054c198542SLouis Dionne inline _LIBCPP_HIDE_FROM_ABI double __libcpp_lgamma(double __d) { 106*84ce230eSPetr Hosek #if defined(_LIBCPP_MSVCRT_LIKE) || defined(__LLVM_LIBC__) 107344cef66SArthur O'Dwyer return lgamma(__d); 108344cef66SArthur O'Dwyer #else 109344cef66SArthur O'Dwyer int __sign; 110344cef66SArthur O'Dwyer return lgamma_r(__d, &__sign); 111344cef66SArthur O'Dwyer #endif 112344cef66SArthur O'Dwyer } 113344cef66SArthur O'Dwyer 114344cef66SArthur O'Dwyer template <class _IntType> 1159783f28cSLouis Dionne binomial_distribution<_IntType>::param_type::param_type(result_type __t, double __p) : __t_(__t), __p_(__p) { 1169783f28cSLouis Dionne if (0 < __p_ && __p_ < 1) { 117344cef66SArthur O'Dwyer __r0_ = static_cast<result_type>((__t_ + 1) * __p_); 1189783f28cSLouis Dionne __pr_ = std::exp( 1199783f28cSLouis Dionne std::__libcpp_lgamma(__t_ + 1.) - std::__libcpp_lgamma(__r0_ + 1.) - std::__libcpp_lgamma(__t_ - __r0_ + 1.) + 1209783f28cSLouis Dionne __r0_ * std::log(__p_) + (__t_ - __r0_) * std::log(1 - __p_)); 121344cef66SArthur O'Dwyer __odds_ratio_ = __p_ / (1 - __p_); 122344cef66SArthur O'Dwyer } 123344cef66SArthur O'Dwyer } 124344cef66SArthur O'Dwyer 125344cef66SArthur O'Dwyer // Reference: Kemp, C.D. (1986). `A modal method for generating binomial 126344cef66SArthur O'Dwyer // variables', Commun. Statist. - Theor. Meth. 15(3), 805-813. 127344cef66SArthur O'Dwyer template <class _IntType> 128344cef66SArthur O'Dwyer template <class _URNG> 1299783f28cSLouis Dionne _IntType binomial_distribution<_IntType>::operator()(_URNG& __g, const param_type& __pr) { 1307624552eSArthur O'Dwyer static_assert(__libcpp_random_is_valid_urng<_URNG>::value, ""); 131344cef66SArthur O'Dwyer if (__pr.__t_ == 0 || __pr.__p_ == 0) 132344cef66SArthur O'Dwyer return 0; 133344cef66SArthur O'Dwyer if (__pr.__p_ == 1) 134344cef66SArthur O'Dwyer return __pr.__t_; 135344cef66SArthur O'Dwyer uniform_real_distribution<double> __gen; 136344cef66SArthur O'Dwyer double __u = __gen(__g) - __pr.__pr_; 137344cef66SArthur O'Dwyer if (__u < 0) 138344cef66SArthur O'Dwyer return __pr.__r0_; 139344cef66SArthur O'Dwyer double __pu = __pr.__pr_; 140344cef66SArthur O'Dwyer double __pd = __pu; 141344cef66SArthur O'Dwyer result_type __ru = __pr.__r0_; 142344cef66SArthur O'Dwyer result_type __rd = __ru; 1439783f28cSLouis Dionne while (true) { 144344cef66SArthur O'Dwyer bool __break = true; 1459783f28cSLouis Dionne if (__rd >= 1) { 146344cef66SArthur O'Dwyer __pd *= __rd / (__pr.__odds_ratio_ * (__pr.__t_ - __rd + 1)); 147344cef66SArthur O'Dwyer __u -= __pd; 148344cef66SArthur O'Dwyer __break = false; 149344cef66SArthur O'Dwyer if (__u < 0) 150344cef66SArthur O'Dwyer return __rd - 1; 151344cef66SArthur O'Dwyer } 152344cef66SArthur O'Dwyer if (__rd != 0) 153344cef66SArthur O'Dwyer --__rd; 154344cef66SArthur O'Dwyer ++__ru; 1559783f28cSLouis Dionne if (__ru <= __pr.__t_) { 156344cef66SArthur O'Dwyer __pu *= (__pr.__t_ - __ru + 1) * __pr.__odds_ratio_ / __ru; 157344cef66SArthur O'Dwyer __u -= __pu; 158344cef66SArthur O'Dwyer __break = false; 159344cef66SArthur O'Dwyer if (__u < 0) 160344cef66SArthur O'Dwyer return __ru; 161344cef66SArthur O'Dwyer } 162344cef66SArthur O'Dwyer if (__break) 163344cef66SArthur O'Dwyer return 0; 164344cef66SArthur O'Dwyer } 165344cef66SArthur O'Dwyer } 166344cef66SArthur O'Dwyer 167344cef66SArthur O'Dwyer template <class _CharT, class _Traits, class _IntType> 16880c7e93aSNikolas Klauser _LIBCPP_HIDE_FROM_ABI basic_ostream<_CharT, _Traits>& 1699783f28cSLouis Dionne operator<<(basic_ostream<_CharT, _Traits>& __os, const binomial_distribution<_IntType>& __x) { 170344cef66SArthur O'Dwyer __save_flags<_CharT, _Traits> __lx(__os); 171344cef66SArthur O'Dwyer typedef basic_ostream<_CharT, _Traits> _OStream; 1729783f28cSLouis Dionne __os.flags(_OStream::dec | _OStream::left | _OStream::fixed | _OStream::scientific); 173344cef66SArthur O'Dwyer _CharT __sp = __os.widen(' '); 174344cef66SArthur O'Dwyer __os.fill(__sp); 175344cef66SArthur O'Dwyer return __os << __x.t() << __sp << __x.p(); 176344cef66SArthur O'Dwyer } 177344cef66SArthur O'Dwyer 178344cef66SArthur O'Dwyer template <class _CharT, class _Traits, class _IntType> 17980c7e93aSNikolas Klauser _LIBCPP_HIDE_FROM_ABI basic_istream<_CharT, _Traits>& 1809783f28cSLouis Dionne operator>>(basic_istream<_CharT, _Traits>& __is, binomial_distribution<_IntType>& __x) { 181344cef66SArthur O'Dwyer typedef binomial_distribution<_IntType> _Eng; 182344cef66SArthur O'Dwyer typedef typename _Eng::result_type result_type; 183344cef66SArthur O'Dwyer typedef typename _Eng::param_type param_type; 184344cef66SArthur O'Dwyer __save_flags<_CharT, _Traits> __lx(__is); 185344cef66SArthur O'Dwyer typedef basic_istream<_CharT, _Traits> _Istream; 186344cef66SArthur O'Dwyer __is.flags(_Istream::dec | _Istream::skipws); 187344cef66SArthur O'Dwyer result_type __t; 188344cef66SArthur O'Dwyer double __p; 189344cef66SArthur O'Dwyer __is >> __t >> __p; 190344cef66SArthur O'Dwyer if (!__is.fail()) 191344cef66SArthur O'Dwyer __x.param(param_type(__t, __p)); 192344cef66SArthur O'Dwyer return __is; 193344cef66SArthur O'Dwyer } 194344cef66SArthur O'Dwyer 195344cef66SArthur O'Dwyer _LIBCPP_END_NAMESPACE_STD 196344cef66SArthur O'Dwyer 197344cef66SArthur O'Dwyer _LIBCPP_POP_MACROS 198344cef66SArthur O'Dwyer 199344cef66SArthur O'Dwyer #endif // _LIBCPP___RANDOM_BINOMIAL_DISTRIBUTION_H 200