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_GAMMA_DISTRIBUTION_H
104824e7fdSDimitry Andric #define _LIBCPP___RANDOM_GAMMA_DISTRIBUTION_H
114824e7fdSDimitry Andric 
124824e7fdSDimitry Andric #include <__config>
134824e7fdSDimitry Andric #include <__random/exponential_distribution.h>
1481ad6265SDimitry Andric #include <__random/is_valid.h>
1504eeddc0SDimitry Andric #include <__random/uniform_real_distribution.h>
164824e7fdSDimitry Andric #include <cmath>
174824e7fdSDimitry Andric #include <iosfwd>
184824e7fdSDimitry Andric #include <limits>
194824e7fdSDimitry Andric 
204824e7fdSDimitry Andric #if !defined(_LIBCPP_HAS_NO_PRAGMA_SYSTEM_HEADER)
214824e7fdSDimitry Andric #  pragma GCC system_header
224824e7fdSDimitry Andric #endif
234824e7fdSDimitry Andric 
244824e7fdSDimitry Andric _LIBCPP_PUSH_MACROS
254824e7fdSDimitry Andric #include <__undef_macros>
264824e7fdSDimitry Andric 
274824e7fdSDimitry Andric _LIBCPP_BEGIN_NAMESPACE_STD
284824e7fdSDimitry Andric 
294824e7fdSDimitry Andric template <class _RealType = double>
30*cb14a3feSDimitry Andric class _LIBCPP_TEMPLATE_VIS gamma_distribution {
315f757f3fSDimitry Andric   static_assert(__libcpp_random_is_valid_realtype<_RealType>::value,
325f757f3fSDimitry Andric                 "RealType must be a supported floating-point type");
335f757f3fSDimitry Andric 
344824e7fdSDimitry Andric public:
354824e7fdSDimitry Andric   // types
364824e7fdSDimitry Andric   typedef _RealType result_type;
374824e7fdSDimitry Andric 
38*cb14a3feSDimitry Andric   class _LIBCPP_TEMPLATE_VIS param_type {
394824e7fdSDimitry Andric     result_type __alpha_;
404824e7fdSDimitry Andric     result_type __beta_;
41*cb14a3feSDimitry Andric 
424824e7fdSDimitry Andric   public:
434824e7fdSDimitry Andric     typedef gamma_distribution distribution_type;
444824e7fdSDimitry Andric 
45*cb14a3feSDimitry Andric     _LIBCPP_HIDE_FROM_ABI explicit param_type(result_type __alpha = 1, result_type __beta = 1)
__alpha_(__alpha)464824e7fdSDimitry Andric         : __alpha_(__alpha), __beta_(__beta) {}
474824e7fdSDimitry Andric 
alpha()48*cb14a3feSDimitry Andric     _LIBCPP_HIDE_FROM_ABI result_type alpha() const { return __alpha_; }
beta()49*cb14a3feSDimitry Andric     _LIBCPP_HIDE_FROM_ABI result_type beta() const { return __beta_; }
504824e7fdSDimitry Andric 
51*cb14a3feSDimitry Andric     friend _LIBCPP_HIDE_FROM_ABI bool operator==(const param_type& __x, const param_type& __y) {
52*cb14a3feSDimitry Andric       return __x.__alpha_ == __y.__alpha_ && __x.__beta_ == __y.__beta_;
53*cb14a3feSDimitry Andric     }
54*cb14a3feSDimitry Andric     friend _LIBCPP_HIDE_FROM_ABI bool operator!=(const param_type& __x, const param_type& __y) { return !(__x == __y); }
554824e7fdSDimitry Andric   };
564824e7fdSDimitry Andric 
574824e7fdSDimitry Andric private:
584824e7fdSDimitry Andric   param_type __p_;
594824e7fdSDimitry Andric 
604824e7fdSDimitry Andric public:
614824e7fdSDimitry Andric   // constructors and reset functions
624824e7fdSDimitry Andric #ifndef _LIBCPP_CXX03_LANG
gamma_distribution()63*cb14a3feSDimitry Andric   _LIBCPP_HIDE_FROM_ABI gamma_distribution() : gamma_distribution(1) {}
64*cb14a3feSDimitry Andric   _LIBCPP_HIDE_FROM_ABI explicit gamma_distribution(result_type __alpha, result_type __beta = 1)
__p_(param_type (__alpha,__beta))654824e7fdSDimitry Andric       : __p_(param_type(__alpha, __beta)) {}
664824e7fdSDimitry Andric #else
67*cb14a3feSDimitry Andric   _LIBCPP_HIDE_FROM_ABI explicit gamma_distribution(result_type __alpha = 1, result_type __beta = 1)
684824e7fdSDimitry Andric       : __p_(param_type(__alpha, __beta)) {}
694824e7fdSDimitry Andric #endif
gamma_distribution(const param_type & __p)70*cb14a3feSDimitry Andric   _LIBCPP_HIDE_FROM_ABI explicit gamma_distribution(const param_type& __p) : __p_(__p) {}
reset()71*cb14a3feSDimitry Andric   _LIBCPP_HIDE_FROM_ABI void reset() {}
724824e7fdSDimitry Andric 
734824e7fdSDimitry Andric   // generating functions
744824e7fdSDimitry Andric   template <class _URNG>
operator()75*cb14a3feSDimitry Andric   _LIBCPP_HIDE_FROM_ABI result_type operator()(_URNG& __g) {
76*cb14a3feSDimitry Andric     return (*this)(__g, __p_);
77*cb14a3feSDimitry Andric   }
7806c3fb27SDimitry Andric   template <class _URNG>
7906c3fb27SDimitry Andric   _LIBCPP_HIDE_FROM_ABI result_type operator()(_URNG& __g, const param_type& __p);
804824e7fdSDimitry Andric 
814824e7fdSDimitry Andric   // property functions
alpha()82*cb14a3feSDimitry Andric   _LIBCPP_HIDE_FROM_ABI result_type alpha() const { return __p_.alpha(); }
beta()83*cb14a3feSDimitry Andric   _LIBCPP_HIDE_FROM_ABI result_type beta() const { return __p_.beta(); }
844824e7fdSDimitry Andric 
param()85*cb14a3feSDimitry Andric   _LIBCPP_HIDE_FROM_ABI param_type param() const { return __p_; }
param(const param_type & __p)86*cb14a3feSDimitry Andric   _LIBCPP_HIDE_FROM_ABI void param(const param_type& __p) { __p_ = __p; }
874824e7fdSDimitry Andric 
min()88*cb14a3feSDimitry Andric   _LIBCPP_HIDE_FROM_ABI result_type min() const { return 0; }
max()89*cb14a3feSDimitry Andric   _LIBCPP_HIDE_FROM_ABI result_type max() const { return numeric_limits<result_type>::infinity(); }
904824e7fdSDimitry Andric 
91*cb14a3feSDimitry Andric   friend _LIBCPP_HIDE_FROM_ABI bool operator==(const gamma_distribution& __x, const gamma_distribution& __y) {
92*cb14a3feSDimitry Andric     return __x.__p_ == __y.__p_;
93*cb14a3feSDimitry Andric   }
94*cb14a3feSDimitry Andric   friend _LIBCPP_HIDE_FROM_ABI bool operator!=(const gamma_distribution& __x, const gamma_distribution& __y) {
95*cb14a3feSDimitry Andric     return !(__x == __y);
96*cb14a3feSDimitry Andric   }
974824e7fdSDimitry Andric };
984824e7fdSDimitry Andric 
994824e7fdSDimitry Andric template <class _RealType>
1004824e7fdSDimitry Andric template <class _URNG>
operator()101*cb14a3feSDimitry Andric _RealType gamma_distribution<_RealType>::operator()(_URNG& __g, const param_type& __p) {
10281ad6265SDimitry Andric   static_assert(__libcpp_random_is_valid_urng<_URNG>::value, "");
1034824e7fdSDimitry Andric   result_type __a = __p.alpha();
1044824e7fdSDimitry Andric   uniform_real_distribution<result_type> __gen(0, 1);
1054824e7fdSDimitry Andric   exponential_distribution<result_type> __egen;
1064824e7fdSDimitry Andric   result_type __x;
1074824e7fdSDimitry Andric   if (__a == 1)
1084824e7fdSDimitry Andric     __x = __egen(__g);
109*cb14a3feSDimitry Andric   else if (__a > 1) {
1104824e7fdSDimitry Andric     const result_type __b = __a - 1;
1114824e7fdSDimitry Andric     const result_type __c = 3 * __a - result_type(0.75);
112*cb14a3feSDimitry Andric     while (true) {
1134824e7fdSDimitry Andric       const result_type __u = __gen(__g);
1144824e7fdSDimitry Andric       const result_type __v = __gen(__g);
1154824e7fdSDimitry Andric       const result_type __w = __u * (1 - __u);
116*cb14a3feSDimitry Andric       if (__w != 0) {
117*cb14a3feSDimitry Andric         const result_type __y = std::sqrt(__c / __w) * (__u - result_type(0.5));
1184824e7fdSDimitry Andric         __x                   = __b + __y;
119*cb14a3feSDimitry Andric         if (__x >= 0) {
1204824e7fdSDimitry Andric           const result_type __z = 64 * __w * __w * __w * __v * __v;
1214824e7fdSDimitry Andric           if (__z <= 1 - 2 * __y * __y / __x)
1224824e7fdSDimitry Andric             break;
1235f757f3fSDimitry Andric           if (std::log(__z) <= 2 * (__b * std::log(__x / __b) - __y))
1244824e7fdSDimitry Andric             break;
1254824e7fdSDimitry Andric         }
1264824e7fdSDimitry Andric       }
1274824e7fdSDimitry Andric     }
128*cb14a3feSDimitry Andric   } else // __a < 1
1294824e7fdSDimitry Andric   {
130*cb14a3feSDimitry Andric     while (true) {
1314824e7fdSDimitry Andric       const result_type __u  = __gen(__g);
1324824e7fdSDimitry Andric       const result_type __es = __egen(__g);
133*cb14a3feSDimitry Andric       if (__u <= 1 - __a) {
1345f757f3fSDimitry Andric         __x = std::pow(__u, 1 / __a);
1354824e7fdSDimitry Andric         if (__x <= __es)
1364824e7fdSDimitry Andric           break;
137*cb14a3feSDimitry Andric       } else {
1385f757f3fSDimitry Andric         const result_type __e = -std::log((1 - __u) / __a);
1395f757f3fSDimitry Andric         __x                   = std::pow(1 - __a + __a * __e, 1 / __a);
1404824e7fdSDimitry Andric         if (__x <= __e + __es)
1414824e7fdSDimitry Andric           break;
1424824e7fdSDimitry Andric       }
1434824e7fdSDimitry Andric     }
1444824e7fdSDimitry Andric   }
1454824e7fdSDimitry Andric   return __x * __p.beta();
1464824e7fdSDimitry Andric }
1474824e7fdSDimitry Andric 
1484824e7fdSDimitry Andric template <class _CharT, class _Traits, class _RT>
149bdd1243dSDimitry Andric _LIBCPP_HIDE_FROM_ABI basic_ostream<_CharT, _Traits>&
150*cb14a3feSDimitry Andric operator<<(basic_ostream<_CharT, _Traits>& __os, const gamma_distribution<_RT>& __x) {
1514824e7fdSDimitry Andric   __save_flags<_CharT, _Traits> __lx(__os);
1524824e7fdSDimitry Andric   typedef basic_ostream<_CharT, _Traits> _OStream;
153*cb14a3feSDimitry Andric   __os.flags(_OStream::dec | _OStream::left | _OStream::fixed | _OStream::scientific);
1544824e7fdSDimitry Andric   _CharT __sp = __os.widen(' ');
1554824e7fdSDimitry Andric   __os.fill(__sp);
1564824e7fdSDimitry Andric   __os << __x.alpha() << __sp << __x.beta();
1574824e7fdSDimitry Andric   return __os;
1584824e7fdSDimitry Andric }
1594824e7fdSDimitry Andric 
1604824e7fdSDimitry Andric template <class _CharT, class _Traits, class _RT>
161bdd1243dSDimitry Andric _LIBCPP_HIDE_FROM_ABI basic_istream<_CharT, _Traits>&
162*cb14a3feSDimitry Andric operator>>(basic_istream<_CharT, _Traits>& __is, gamma_distribution<_RT>& __x) {
1634824e7fdSDimitry Andric   typedef gamma_distribution<_RT> _Eng;
1644824e7fdSDimitry Andric   typedef typename _Eng::result_type result_type;
1654824e7fdSDimitry Andric   typedef typename _Eng::param_type param_type;
1664824e7fdSDimitry Andric   __save_flags<_CharT, _Traits> __lx(__is);
1674824e7fdSDimitry Andric   typedef basic_istream<_CharT, _Traits> _Istream;
1684824e7fdSDimitry Andric   __is.flags(_Istream::dec | _Istream::skipws);
1694824e7fdSDimitry Andric   result_type __alpha;
1704824e7fdSDimitry Andric   result_type __beta;
1714824e7fdSDimitry Andric   __is >> __alpha >> __beta;
1724824e7fdSDimitry Andric   if (!__is.fail())
1734824e7fdSDimitry Andric     __x.param(param_type(__alpha, __beta));
1744824e7fdSDimitry Andric   return __is;
1754824e7fdSDimitry Andric }
1764824e7fdSDimitry Andric 
1774824e7fdSDimitry Andric _LIBCPP_END_NAMESPACE_STD
1784824e7fdSDimitry Andric 
1794824e7fdSDimitry Andric _LIBCPP_POP_MACROS
1804824e7fdSDimitry Andric 
1814824e7fdSDimitry Andric #endif // _LIBCPP___RANDOM_GAMMA_DISTRIBUTION_H
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