1 //===----------------------------------------------------------------------===//
3 // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
4 // See https://llvm.org/LICENSE.txt for license information.
5 // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
7 //===----------------------------------------------------------------------===//
9 #ifndef _LIBCPP___RANDOM_BINOMIAL_DISTRIBUTION_H
10 #define _LIBCPP___RANDOM_BINOMIAL_DISTRIBUTION_H
13 #include <__random/is_valid.h>
14 #include <__random/uniform_real_distribution.h>
18 #if !defined(_LIBCPP_HAS_NO_PRAGMA_SYSTEM_HEADER)
19 # pragma GCC system_header
23 #include <__undef_macros>
25 _LIBCPP_BEGIN_NAMESPACE_STD
27 template<class _IntType
= int>
28 class _LIBCPP_TEMPLATE_VIS binomial_distribution
30 static_assert(__libcpp_random_is_valid_inttype
<_IntType
>::value
, "IntType must be a supported integer type");
33 typedef _IntType result_type
;
35 class _LIBCPP_TEMPLATE_VIS param_type
43 typedef binomial_distribution distribution_type
;
45 _LIBCPP_HIDE_FROM_ABI
explicit param_type(result_type __t
= 1, double __p
= 0.5);
47 _LIBCPP_INLINE_VISIBILITY
48 result_type
t() const {return __t_
;}
49 _LIBCPP_INLINE_VISIBILITY
50 double p() const {return __p_
;}
52 friend _LIBCPP_INLINE_VISIBILITY
53 bool operator==(const param_type
& __x
, const param_type
& __y
)
54 {return __x
.__t_
== __y
.__t_
&& __x
.__p_
== __y
.__p_
;}
55 friend _LIBCPP_INLINE_VISIBILITY
56 bool operator!=(const param_type
& __x
, const param_type
& __y
)
57 {return !(__x
== __y
);}
59 friend class binomial_distribution
;
66 // constructors and reset functions
67 #ifndef _LIBCPP_CXX03_LANG
68 _LIBCPP_INLINE_VISIBILITY
69 binomial_distribution() : binomial_distribution(1) {}
70 _LIBCPP_INLINE_VISIBILITY
71 explicit binomial_distribution(result_type __t
, double __p
= 0.5)
72 : __p_(param_type(__t
, __p
)) {}
74 _LIBCPP_INLINE_VISIBILITY
75 explicit binomial_distribution(result_type __t
= 1, double __p
= 0.5)
76 : __p_(param_type(__t
, __p
)) {}
78 _LIBCPP_INLINE_VISIBILITY
79 explicit binomial_distribution(const param_type
& __p
) : __p_(__p
) {}
80 _LIBCPP_INLINE_VISIBILITY
83 // generating functions
85 _LIBCPP_INLINE_VISIBILITY
86 result_type
operator()(_URNG
& __g
)
87 {return (*this)(__g
, __p_
);}
89 _LIBCPP_HIDE_FROM_ABI result_type
operator()(_URNG
& __g
, const param_type
& __p
);
92 _LIBCPP_INLINE_VISIBILITY
93 result_type
t() const {return __p_
.t();}
94 _LIBCPP_INLINE_VISIBILITY
95 double p() const {return __p_
.p();}
97 _LIBCPP_INLINE_VISIBILITY
98 param_type
param() const {return __p_
;}
99 _LIBCPP_INLINE_VISIBILITY
100 void param(const param_type
& __p
) {__p_
= __p
;}
102 _LIBCPP_INLINE_VISIBILITY
103 result_type
min() const {return 0;}
104 _LIBCPP_INLINE_VISIBILITY
105 result_type
max() const {return t();}
107 friend _LIBCPP_INLINE_VISIBILITY
108 bool operator==(const binomial_distribution
& __x
,
109 const binomial_distribution
& __y
)
110 {return __x
.__p_
== __y
.__p_
;}
111 friend _LIBCPP_INLINE_VISIBILITY
112 bool operator!=(const binomial_distribution
& __x
,
113 const binomial_distribution
& __y
)
114 {return !(__x
== __y
);}
117 #ifndef _LIBCPP_MSVCRT_LIKE
118 extern "C" double lgamma_r(double, int *);
121 inline _LIBCPP_INLINE_VISIBILITY
double __libcpp_lgamma(double __d
) {
122 #if defined(_LIBCPP_MSVCRT_LIKE)
126 return lgamma_r(__d
, &__sign
);
130 template<class _IntType
>
131 binomial_distribution
<_IntType
>::param_type::param_type(result_type __t
, double __p
)
132 : __t_(__t
), __p_(__p
)
134 if (0 < __p_
&& __p_
< 1)
136 __r0_
= static_cast<result_type
>((__t_
+ 1) * __p_
);
137 __pr_
= _VSTD::exp(std::__libcpp_lgamma(__t_
+ 1.) -
138 std::__libcpp_lgamma(__r0_
+ 1.) -
139 std::__libcpp_lgamma(__t_
- __r0_
+ 1.) + __r0_
* _VSTD::log(__p_
) +
140 (__t_
- __r0_
) * _VSTD::log(1 - __p_
));
141 __odds_ratio_
= __p_
/ (1 - __p_
);
145 // Reference: Kemp, C.D. (1986). `A modal method for generating binomial
146 // variables', Commun. Statist. - Theor. Meth. 15(3), 805-813.
147 template<class _IntType
>
148 template<class _URNG
>
150 binomial_distribution
<_IntType
>::operator()(_URNG
& __g
, const param_type
& __pr
)
152 static_assert(__libcpp_random_is_valid_urng
<_URNG
>::value
, "");
153 if (__pr
.__t_
== 0 || __pr
.__p_
== 0)
157 uniform_real_distribution
<double> __gen
;
158 double __u
= __gen(__g
) - __pr
.__pr_
;
161 double __pu
= __pr
.__pr_
;
163 result_type __ru
= __pr
.__r0_
;
164 result_type __rd
= __ru
;
170 __pd
*= __rd
/ (__pr
.__odds_ratio_
* (__pr
.__t_
- __rd
+ 1));
179 if (__ru
<= __pr
.__t_
)
181 __pu
*= (__pr
.__t_
- __ru
+ 1) * __pr
.__odds_ratio_
/ __ru
;
192 template <class _CharT
, class _Traits
, class _IntType
>
193 _LIBCPP_HIDE_FROM_ABI basic_ostream
<_CharT
, _Traits
>&
194 operator<<(basic_ostream
<_CharT
, _Traits
>& __os
,
195 const binomial_distribution
<_IntType
>& __x
)
197 __save_flags
<_CharT
, _Traits
> __lx(__os
);
198 typedef basic_ostream
<_CharT
, _Traits
> _OStream
;
199 __os
.flags(_OStream::dec
| _OStream::left
| _OStream::fixed
|
200 _OStream::scientific
);
201 _CharT __sp
= __os
.widen(' ');
203 return __os
<< __x
.t() << __sp
<< __x
.p();
206 template <class _CharT
, class _Traits
, class _IntType
>
207 _LIBCPP_HIDE_FROM_ABI basic_istream
<_CharT
, _Traits
>&
208 operator>>(basic_istream
<_CharT
, _Traits
>& __is
,
209 binomial_distribution
<_IntType
>& __x
)
211 typedef binomial_distribution
<_IntType
> _Eng
;
212 typedef typename
_Eng::result_type result_type
;
213 typedef typename
_Eng::param_type param_type
;
214 __save_flags
<_CharT
, _Traits
> __lx(__is
);
215 typedef basic_istream
<_CharT
, _Traits
> _Istream
;
216 __is
.flags(_Istream::dec
| _Istream::skipws
);
221 __x
.param(param_type(__t
, __p
));
225 _LIBCPP_END_NAMESPACE_STD
229 #endif // _LIBCPP___RANDOM_BINOMIAL_DISTRIBUTION_H