1 //===----------------------------------------------------------------------===//
2 //
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
6 //
7 //===----------------------------------------------------------------------===//
8 
9 #ifndef _LIBCPP___RANDOM_NEGATIVE_BINOMIAL_DISTRIBUTION_H
10 #define _LIBCPP___RANDOM_NEGATIVE_BINOMIAL_DISTRIBUTION_H
11 
12 #include <__config>
13 #include <__random/bernoulli_distribution.h>
14 #include <__random/gamma_distribution.h>
15 #include <__random/is_valid.h>
16 #include <__random/poisson_distribution.h>
17 #include <iosfwd>
18 #include <limits>
19 
20 #if !defined(_LIBCPP_HAS_NO_PRAGMA_SYSTEM_HEADER)
21 #  pragma GCC system_header
22 #endif
23 
24 _LIBCPP_PUSH_MACROS
25 #include <__undef_macros>
26 
27 _LIBCPP_BEGIN_NAMESPACE_STD
28 
29 template<class _IntType = int>
30 class _LIBCPP_TEMPLATE_VIS negative_binomial_distribution
31 {
32     static_assert(__libcpp_random_is_valid_inttype<_IntType>::value, "IntType must be a supported integer type");
33 public:
34     // types
35     typedef _IntType result_type;
36 
37     class _LIBCPP_TEMPLATE_VIS param_type
38     {
39         result_type __k_;
40         double __p_;
41     public:
42         typedef negative_binomial_distribution distribution_type;
43 
44         _LIBCPP_INLINE_VISIBILITY
45         explicit param_type(result_type __k = 1, double __p = 0.5)
46             : __k_(__k), __p_(__p) {}
47 
48         _LIBCPP_INLINE_VISIBILITY
49         result_type k() const {return __k_;}
50         _LIBCPP_INLINE_VISIBILITY
51         double p() const {return __p_;}
52 
53         friend _LIBCPP_INLINE_VISIBILITY
54             bool operator==(const param_type& __x, const param_type& __y)
55             {return __x.__k_ == __y.__k_ && __x.__p_ == __y.__p_;}
56         friend _LIBCPP_INLINE_VISIBILITY
57             bool operator!=(const param_type& __x, const param_type& __y)
58             {return !(__x == __y);}
59     };
60 
61 private:
62     param_type __p_;
63 
64 public:
65     // constructor and reset functions
66 #ifndef _LIBCPP_CXX03_LANG
67     _LIBCPP_INLINE_VISIBILITY
68     negative_binomial_distribution() : negative_binomial_distribution(1) {}
69     _LIBCPP_INLINE_VISIBILITY
70     explicit negative_binomial_distribution(result_type __k, double __p = 0.5)
71         : __p_(__k, __p) {}
72 #else
73     _LIBCPP_INLINE_VISIBILITY
74     explicit negative_binomial_distribution(result_type __k = 1,
75                                             double __p = 0.5)
76         : __p_(__k, __p) {}
77 #endif
78     _LIBCPP_INLINE_VISIBILITY
79     explicit negative_binomial_distribution(const param_type& __p) : __p_(__p) {}
80     _LIBCPP_INLINE_VISIBILITY
81     void reset() {}
82 
83     // generating functions
84     template<class _URNG>
85         _LIBCPP_INLINE_VISIBILITY
86         result_type operator()(_URNG& __g)
87         {return (*this)(__g, __p_);}
88     template<class _URNG> result_type operator()(_URNG& __g, const param_type& __p);
89 
90     // property functions
91     _LIBCPP_INLINE_VISIBILITY
92     result_type k() const {return __p_.k();}
93     _LIBCPP_INLINE_VISIBILITY
94     double p() const {return __p_.p();}
95 
96     _LIBCPP_INLINE_VISIBILITY
97     param_type param() const {return __p_;}
98     _LIBCPP_INLINE_VISIBILITY
99     void param(const param_type& __p) {__p_ = __p;}
100 
101     _LIBCPP_INLINE_VISIBILITY
102     result_type min() const {return 0;}
103     _LIBCPP_INLINE_VISIBILITY
104     result_type max() const {return numeric_limits<result_type>::max();}
105 
106     friend _LIBCPP_INLINE_VISIBILITY
107         bool operator==(const negative_binomial_distribution& __x,
108                         const negative_binomial_distribution& __y)
109         {return __x.__p_ == __y.__p_;}
110     friend _LIBCPP_INLINE_VISIBILITY
111         bool operator!=(const negative_binomial_distribution& __x,
112                         const negative_binomial_distribution& __y)
113         {return !(__x == __y);}
114 };
115 
116 template <class _IntType>
117 template<class _URNG>
118 _IntType
119 negative_binomial_distribution<_IntType>::operator()(_URNG& __urng, const param_type& __pr)
120 {
121     static_assert(__libcpp_random_is_valid_urng<_URNG>::value, "");
122     result_type __k = __pr.k();
123     double __p = __pr.p();
124     // When the number of bits in _IntType is small, we are too likely to
125     // overflow __f below to use this technique.
126     if (__k <= 21 * __p && sizeof(_IntType) > 1)
127     {
128         bernoulli_distribution __gen(__p);
129         result_type __f = 0;
130         result_type __s = 0;
131         while (__s < __k)
132         {
133             if (__gen(__urng))
134                 ++__s;
135             else
136                 ++__f;
137         }
138         _LIBCPP_ASSERT(__f >= 0, "std::negative_binomial_distribution should never produce negative values. "
139                                  "This is almost certainly a signed integer overflow issue on __f.");
140         return __f;
141     }
142     return poisson_distribution<result_type>(gamma_distribution<double>
143                                             (__k, (1-__p)/__p)(__urng))(__urng);
144 }
145 
146 template <class _CharT, class _Traits, class _IntType>
147 _LIBCPP_HIDE_FROM_ABI basic_ostream<_CharT, _Traits>&
148 operator<<(basic_ostream<_CharT, _Traits>& __os,
149            const negative_binomial_distribution<_IntType>& __x)
150 {
151     __save_flags<_CharT, _Traits> __lx(__os);
152     typedef basic_ostream<_CharT, _Traits> _OStream;
153     __os.flags(_OStream::dec | _OStream::left | _OStream::fixed |
154                _OStream::scientific);
155     _CharT __sp = __os.widen(' ');
156     __os.fill(__sp);
157     return __os << __x.k() << __sp << __x.p();
158 }
159 
160 template <class _CharT, class _Traits, class _IntType>
161 _LIBCPP_HIDE_FROM_ABI basic_istream<_CharT, _Traits>&
162 operator>>(basic_istream<_CharT, _Traits>& __is,
163            negative_binomial_distribution<_IntType>& __x)
164 {
165     typedef negative_binomial_distribution<_IntType> _Eng;
166     typedef typename _Eng::result_type result_type;
167     typedef typename _Eng::param_type param_type;
168     __save_flags<_CharT, _Traits> __lx(__is);
169     typedef basic_istream<_CharT, _Traits> _Istream;
170     __is.flags(_Istream::dec | _Istream::skipws);
171     result_type __k;
172     double __p;
173     __is >> __k >> __p;
174     if (!__is.fail())
175         __x.param(param_type(__k, __p));
176     return __is;
177 }
178 
179 _LIBCPP_END_NAMESPACE_STD
180 
181 _LIBCPP_POP_MACROS
182 
183 #endif // _LIBCPP___RANDOM_NEGATIVE_BINOMIAL_DISTRIBUTION_H
184