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0001 //===----------------------------------------------------------------------===//
0002 //
0003 // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
0004 // See https://llvm.org/LICENSE.txt for license information.
0005 // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
0006 //
0007 //===----------------------------------------------------------------------===//
0008 
0009 #ifndef _LIBCPP___RANDOM_NORMAL_DISTRIBUTION_H
0010 #define _LIBCPP___RANDOM_NORMAL_DISTRIBUTION_H
0011 
0012 #include <__config>
0013 #include <__random/is_valid.h>
0014 #include <__random/uniform_real_distribution.h>
0015 #include <cmath>
0016 #include <iosfwd>
0017 #include <limits>
0018 
0019 #if !defined(_LIBCPP_HAS_NO_PRAGMA_SYSTEM_HEADER)
0020 #  pragma GCC system_header
0021 #endif
0022 
0023 _LIBCPP_PUSH_MACROS
0024 #include <__undef_macros>
0025 
0026 _LIBCPP_BEGIN_NAMESPACE_STD
0027 
0028 template <class _RealType = double>
0029 class _LIBCPP_TEMPLATE_VIS normal_distribution {
0030   static_assert(__libcpp_random_is_valid_realtype<_RealType>::value,
0031                 "RealType must be a supported floating-point type");
0032 
0033 public:
0034   // types
0035   typedef _RealType result_type;
0036 
0037   class _LIBCPP_TEMPLATE_VIS param_type {
0038     result_type __mean_;
0039     result_type __stddev_;
0040 
0041   public:
0042     typedef normal_distribution distribution_type;
0043 
0044     _LIBCPP_HIDE_FROM_ABI explicit param_type(result_type __mean = 0, result_type __stddev = 1)
0045         : __mean_(__mean), __stddev_(__stddev) {}
0046 
0047     _LIBCPP_HIDE_FROM_ABI result_type mean() const { return __mean_; }
0048     _LIBCPP_HIDE_FROM_ABI result_type stddev() const { return __stddev_; }
0049 
0050     friend _LIBCPP_HIDE_FROM_ABI bool operator==(const param_type& __x, const param_type& __y) {
0051       return __x.__mean_ == __y.__mean_ && __x.__stddev_ == __y.__stddev_;
0052     }
0053     friend _LIBCPP_HIDE_FROM_ABI bool operator!=(const param_type& __x, const param_type& __y) { return !(__x == __y); }
0054   };
0055 
0056 private:
0057   param_type __p_;
0058   result_type __v_;
0059   bool __v_hot_;
0060 
0061 public:
0062   // constructors and reset functions
0063 #ifndef _LIBCPP_CXX03_LANG
0064   _LIBCPP_HIDE_FROM_ABI normal_distribution() : normal_distribution(0) {}
0065   _LIBCPP_HIDE_FROM_ABI explicit normal_distribution(result_type __mean, result_type __stddev = 1)
0066       : __p_(param_type(__mean, __stddev)), __v_hot_(false) {}
0067 #else
0068   _LIBCPP_HIDE_FROM_ABI explicit normal_distribution(result_type __mean = 0, result_type __stddev = 1)
0069       : __p_(param_type(__mean, __stddev)), __v_hot_(false) {}
0070 #endif
0071   _LIBCPP_HIDE_FROM_ABI explicit normal_distribution(const param_type& __p) : __p_(__p), __v_hot_(false) {}
0072   _LIBCPP_HIDE_FROM_ABI void reset() { __v_hot_ = false; }
0073 
0074   // generating functions
0075   template <class _URNG>
0076   _LIBCPP_HIDE_FROM_ABI result_type operator()(_URNG& __g) {
0077     return (*this)(__g, __p_);
0078   }
0079   template <class _URNG>
0080   _LIBCPP_HIDE_FROM_ABI result_type operator()(_URNG& __g, const param_type& __p);
0081 
0082   // property functions
0083   _LIBCPP_HIDE_FROM_ABI result_type mean() const { return __p_.mean(); }
0084   _LIBCPP_HIDE_FROM_ABI result_type stddev() const { return __p_.stddev(); }
0085 
0086   _LIBCPP_HIDE_FROM_ABI param_type param() const { return __p_; }
0087   _LIBCPP_HIDE_FROM_ABI void param(const param_type& __p) { __p_ = __p; }
0088 
0089   _LIBCPP_HIDE_FROM_ABI result_type min() const { return -numeric_limits<result_type>::infinity(); }
0090   _LIBCPP_HIDE_FROM_ABI result_type max() const { return numeric_limits<result_type>::infinity(); }
0091 
0092   friend _LIBCPP_HIDE_FROM_ABI bool operator==(const normal_distribution& __x, const normal_distribution& __y) {
0093     return __x.__p_ == __y.__p_ && __x.__v_hot_ == __y.__v_hot_ && (!__x.__v_hot_ || __x.__v_ == __y.__v_);
0094   }
0095   friend _LIBCPP_HIDE_FROM_ABI bool operator!=(const normal_distribution& __x, const normal_distribution& __y) {
0096     return !(__x == __y);
0097   }
0098 
0099   template <class _CharT, class _Traits, class _RT>
0100   friend basic_ostream<_CharT, _Traits>&
0101   operator<<(basic_ostream<_CharT, _Traits>& __os, const normal_distribution<_RT>& __x);
0102 
0103   template <class _CharT, class _Traits, class _RT>
0104   friend basic_istream<_CharT, _Traits>&
0105   operator>>(basic_istream<_CharT, _Traits>& __is, normal_distribution<_RT>& __x);
0106 };
0107 
0108 template <class _RealType>
0109 template <class _URNG>
0110 _RealType normal_distribution<_RealType>::operator()(_URNG& __g, const param_type& __p) {
0111   static_assert(__libcpp_random_is_valid_urng<_URNG>::value, "");
0112   result_type __up;
0113   if (__v_hot_) {
0114     __v_hot_ = false;
0115     __up     = __v_;
0116   } else {
0117     uniform_real_distribution<result_type> __uni(-1, 1);
0118     result_type __u;
0119     result_type __v;
0120     result_type __s;
0121     do {
0122       __u = __uni(__g);
0123       __v = __uni(__g);
0124       __s = __u * __u + __v * __v;
0125     } while (__s > 1 || __s == 0);
0126     result_type __fp = std::sqrt(-2 * std::log(__s) / __s);
0127     __v_             = __v * __fp;
0128     __v_hot_         = true;
0129     __up             = __u * __fp;
0130   }
0131   return __up * __p.stddev() + __p.mean();
0132 }
0133 
0134 template <class _CharT, class _Traits, class _RT>
0135 _LIBCPP_HIDE_FROM_ABI basic_ostream<_CharT, _Traits>&
0136 operator<<(basic_ostream<_CharT, _Traits>& __os, const normal_distribution<_RT>& __x) {
0137   __save_flags<_CharT, _Traits> __lx(__os);
0138   typedef basic_ostream<_CharT, _Traits> _OStream;
0139   __os.flags(_OStream::dec | _OStream::left | _OStream::fixed | _OStream::scientific);
0140   _CharT __sp = __os.widen(' ');
0141   __os.fill(__sp);
0142   __os << __x.mean() << __sp << __x.stddev() << __sp << __x.__v_hot_;
0143   if (__x.__v_hot_)
0144     __os << __sp << __x.__v_;
0145   return __os;
0146 }
0147 
0148 template <class _CharT, class _Traits, class _RT>
0149 _LIBCPP_HIDE_FROM_ABI basic_istream<_CharT, _Traits>&
0150 operator>>(basic_istream<_CharT, _Traits>& __is, normal_distribution<_RT>& __x) {
0151   typedef normal_distribution<_RT> _Eng;
0152   typedef typename _Eng::result_type result_type;
0153   typedef typename _Eng::param_type param_type;
0154   __save_flags<_CharT, _Traits> __lx(__is);
0155   typedef basic_istream<_CharT, _Traits> _Istream;
0156   __is.flags(_Istream::dec | _Istream::skipws);
0157   result_type __mean;
0158   result_type __stddev;
0159   result_type __vp = 0;
0160   bool __v_hot     = false;
0161   __is >> __mean >> __stddev >> __v_hot;
0162   if (__v_hot)
0163     __is >> __vp;
0164   if (!__is.fail()) {
0165     __x.param(param_type(__mean, __stddev));
0166     __x.__v_hot_ = __v_hot;
0167     __x.__v_     = __vp;
0168   }
0169   return __is;
0170 }
0171 
0172 _LIBCPP_END_NAMESPACE_STD
0173 
0174 _LIBCPP_POP_MACROS
0175 
0176 #endif // _LIBCPP___RANDOM_NORMAL_DISTRIBUTION_H