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>
89     _LIBCPP_HIDE_FROM_ABI result_type operator()(_URNG& __g, const param_type& __p);
90 
91     // property functions
92     _LIBCPP_INLINE_VISIBILITY
93     result_type k() const {return __p_.k();}
94     _LIBCPP_INLINE_VISIBILITY
95     double p() const {return __p_.p();}
96 
97     _LIBCPP_INLINE_VISIBILITY
98     param_type param() const {return __p_;}
99     _LIBCPP_INLINE_VISIBILITY
100     void param(const param_type& __p) {__p_ = __p;}
101 
102     _LIBCPP_INLINE_VISIBILITY
103     result_type min() const {return 0;}
104     _LIBCPP_INLINE_VISIBILITY
105     result_type max() const {return numeric_limits<result_type>::max();}
106 
107     friend _LIBCPP_INLINE_VISIBILITY
108         bool operator==(const negative_binomial_distribution& __x,
109                         const negative_binomial_distribution& __y)
110         {return __x.__p_ == __y.__p_;}
111     friend _LIBCPP_INLINE_VISIBILITY
112         bool operator!=(const negative_binomial_distribution& __x,
113                         const negative_binomial_distribution& __y)
114         {return !(__x == __y);}
115 };
116 
117 template <class _IntType>
118 template<class _URNG>
119 _IntType
120 negative_binomial_distribution<_IntType>::operator()(_URNG& __urng, const param_type& __pr)
121 {
122     static_assert(__libcpp_random_is_valid_urng<_URNG>::value, "");
123     result_type __k = __pr.k();
124     double __p = __pr.p();
125     // When the number of bits in _IntType is small, we are too likely to
126     // overflow __f below to use this technique.
127     if (__k <= 21 * __p && sizeof(_IntType) > 1)
128     {
129         bernoulli_distribution __gen(__p);
130         result_type __f = 0;
131         result_type __s = 0;
132         while (__s < __k)
133         {
134             if (__gen(__urng))
135                 ++__s;
136             else
137                 ++__f;
138         }
139         _LIBCPP_ASSERT_UNCATEGORIZED(__f >= 0,
140                                      "std::negative_binomial_distribution should never produce negative values. "
141                                      "This is almost certainly a signed integer overflow issue on __f.");
142         return __f;
143     }
144     return poisson_distribution<result_type>(gamma_distribution<double>
145                                             (__k, (1-__p)/__p)(__urng))(__urng);
146 }
147 
148 template <class _CharT, class _Traits, class _IntType>
149 _LIBCPP_HIDE_FROM_ABI basic_ostream<_CharT, _Traits>&
150 operator<<(basic_ostream<_CharT, _Traits>& __os,
151            const negative_binomial_distribution<_IntType>& __x)
152 {
153     __save_flags<_CharT, _Traits> __lx(__os);
154     typedef basic_ostream<_CharT, _Traits> _OStream;
155     __os.flags(_OStream::dec | _OStream::left | _OStream::fixed |
156                _OStream::scientific);
157     _CharT __sp = __os.widen(' ');
158     __os.fill(__sp);
159     return __os << __x.k() << __sp << __x.p();
160 }
161 
162 template <class _CharT, class _Traits, class _IntType>
163 _LIBCPP_HIDE_FROM_ABI basic_istream<_CharT, _Traits>&
164 operator>>(basic_istream<_CharT, _Traits>& __is,
165            negative_binomial_distribution<_IntType>& __x)
166 {
167     typedef negative_binomial_distribution<_IntType> _Eng;
168     typedef typename _Eng::result_type result_type;
169     typedef typename _Eng::param_type param_type;
170     __save_flags<_CharT, _Traits> __lx(__is);
171     typedef basic_istream<_CharT, _Traits> _Istream;
172     __is.flags(_Istream::dec | _Istream::skipws);
173     result_type __k;
174     double __p;
175     __is >> __k >> __p;
176     if (!__is.fail())
177         __x.param(param_type(__k, __p));
178     return __is;
179 }
180 
181 _LIBCPP_END_NAMESPACE_STD
182 
183 _LIBCPP_POP_MACROS
184 
185 #endif // _LIBCPP___RANDOM_NEGATIVE_BINOMIAL_DISTRIBUTION_H
186