| // Copyright John Maddock 2006. |
| // Copyright Matt Borland 2024 |
| // Use, modification and distribution are subject to the |
| // Boost Software License, Version 1.0. (See accompanying file |
| // LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt) |
| |
| #ifndef BOOST_STATS_EXPONENTIAL_HPP |
| #define BOOST_STATS_EXPONENTIAL_HPP |
| |
| #include <boost/math/tools/config.hpp> |
| #include <boost/math/tools/tuple.hpp> |
| #include <boost/math/tools/numeric_limits.hpp> |
| #include <boost/math/constants/constants.hpp> |
| #include <boost/math/special_functions/log1p.hpp> |
| #include <boost/math/special_functions/expm1.hpp> |
| #include <boost/math/distributions/complement.hpp> |
| #include <boost/math/distributions/detail/common_error_handling.hpp> |
| #include <boost/math/policies/policy.hpp> |
| #include <boost/math/policies/error_handling.hpp> |
| |
| #ifdef _MSC_VER |
| # pragma warning(push) |
| # pragma warning(disable: 4127) // conditional expression is constant |
| # pragma warning(disable: 4702) // unreachable code (return after domain_error throw). |
| #endif |
| |
| #ifndef BOOST_MATH_HAS_NVRTC |
| #include <boost/math/distributions/fwd.hpp> |
| #include <utility> |
| #include <cmath> |
| #endif |
| |
| namespace boost{ namespace math{ |
| |
| namespace detail{ |
| // |
| // Error check: |
| // |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline bool verify_lambda(const char* function, RealType l, RealType* presult, const Policy& pol) |
| { |
| if((l <= 0) || !(boost::math::isfinite)(l)) |
| { |
| *presult = policies::raise_domain_error<RealType>( |
| function, |
| "The scale parameter \"lambda\" must be > 0, but was: %1%.", l, pol); |
| return false; |
| } |
| return true; |
| } |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline bool verify_exp_x(const char* function, RealType x, RealType* presult, const Policy& pol) |
| { |
| if((x < 0) || (boost::math::isnan)(x)) |
| { |
| *presult = policies::raise_domain_error<RealType>( |
| function, |
| "The random variable must be >= 0, but was: %1%.", x, pol); |
| return false; |
| } |
| return true; |
| } |
| |
| } // namespace detail |
| |
| template <class RealType = double, class Policy = policies::policy<> > |
| class exponential_distribution |
| { |
| public: |
| using value_type = RealType; |
| using policy_type = Policy; |
| |
| BOOST_MATH_GPU_ENABLED explicit exponential_distribution(RealType l_lambda = 1) |
| : m_lambda(l_lambda) |
| { |
| RealType err; |
| detail::verify_lambda("boost::math::exponential_distribution<%1%>::exponential_distribution", l_lambda, &err, Policy()); |
| } // exponential_distribution |
| |
| BOOST_MATH_GPU_ENABLED RealType lambda()const { return m_lambda; } |
| |
| private: |
| RealType m_lambda; |
| }; |
| |
| using exponential = exponential_distribution<double>; |
| |
| #ifdef __cpp_deduction_guides |
| template <class RealType> |
| exponential_distribution(RealType)->exponential_distribution<typename boost::math::tools::promote_args<RealType>::type>; |
| #endif |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline boost::math::pair<RealType, RealType> range(const exponential_distribution<RealType, Policy>& /*dist*/) |
| { // Range of permissible values for random variable x. |
| BOOST_MATH_IF_CONSTEXPR (boost::math::numeric_limits<RealType>::has_infinity) |
| { |
| return boost::math::pair<RealType, RealType>(static_cast<RealType>(0), boost::math::numeric_limits<RealType>::infinity()); // 0 to + infinity. |
| } |
| else |
| { |
| using boost::math::tools::max_value; |
| return boost::math::pair<RealType, RealType>(static_cast<RealType>(0), max_value<RealType>()); // 0 to + max |
| } |
| } |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline boost::math::pair<RealType, RealType> support(const exponential_distribution<RealType, Policy>& /*dist*/) |
| { // Range of supported values for random variable x. |
| // This is range where cdf rises from 0 to 1, and outside it, the pdf is zero. |
| using boost::math::tools::max_value; |
| using boost::math::tools::min_value; |
| return boost::math::pair<RealType, RealType>(min_value<RealType>(), max_value<RealType>()); |
| // min_value<RealType>() to avoid a discontinuity at x = 0. |
| } |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType pdf(const exponential_distribution<RealType, Policy>& dist, const RealType& x) |
| { |
| BOOST_MATH_STD_USING // for ADL of std functions |
| |
| constexpr auto function = "boost::math::pdf(const exponential_distribution<%1%>&, %1%)"; |
| |
| RealType lambda = dist.lambda(); |
| RealType result = 0; |
| if(0 == detail::verify_lambda(function, lambda, &result, Policy())) |
| return result; |
| if(0 == detail::verify_exp_x(function, x, &result, Policy())) |
| return result; |
| // Workaround for VC11/12 bug: |
| if ((boost::math::isinf)(x)) |
| return 0; |
| result = lambda * exp(-lambda * x); |
| return result; |
| } // pdf |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType logpdf(const exponential_distribution<RealType, Policy>& dist, const RealType& x) |
| { |
| BOOST_MATH_STD_USING // for ADL of std functions |
| |
| constexpr auto function = "boost::math::logpdf(const exponential_distribution<%1%>&, %1%)"; |
| |
| RealType lambda = dist.lambda(); |
| RealType result = -boost::math::numeric_limits<RealType>::infinity(); |
| if(0 == detail::verify_lambda(function, lambda, &result, Policy())) |
| return result; |
| if(0 == detail::verify_exp_x(function, x, &result, Policy())) |
| return result; |
| |
| result = log(lambda) - lambda * x; |
| return result; |
| } // logpdf |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType cdf(const exponential_distribution<RealType, Policy>& dist, const RealType& x) |
| { |
| BOOST_MATH_STD_USING // for ADL of std functions |
| |
| constexpr auto function = "boost::math::cdf(const exponential_distribution<%1%>&, %1%)"; |
| |
| RealType result = 0; |
| RealType lambda = dist.lambda(); |
| if(0 == detail::verify_lambda(function, lambda, &result, Policy())) |
| return result; |
| if(0 == detail::verify_exp_x(function, x, &result, Policy())) |
| return result; |
| result = -boost::math::expm1(-x * lambda, Policy()); |
| |
| return result; |
| } // cdf |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType logcdf(const exponential_distribution<RealType, Policy>& dist, const RealType& x) |
| { |
| BOOST_MATH_STD_USING // for ADL of std functions |
| |
| constexpr auto function = "boost::math::logcdf(const exponential_distribution<%1%>&, %1%)"; |
| |
| RealType result = 0; |
| RealType lambda = dist.lambda(); |
| if(0 == detail::verify_lambda(function, lambda, &result, Policy())) |
| return result; |
| if(0 == detail::verify_exp_x(function, x, &result, Policy())) |
| return result; |
| result = boost::math::log1p(-exp(-x * lambda), Policy()); |
| |
| return result; |
| } // cdf |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType quantile(const exponential_distribution<RealType, Policy>& dist, const RealType& p) |
| { |
| BOOST_MATH_STD_USING // for ADL of std functions |
| |
| constexpr auto function = "boost::math::quantile(const exponential_distribution<%1%>&, %1%)"; |
| |
| RealType result = 0; |
| RealType lambda = dist.lambda(); |
| if(0 == detail::verify_lambda(function, lambda, &result, Policy())) |
| return result; |
| if(0 == detail::check_probability(function, p, &result, Policy())) |
| return result; |
| |
| if(p == 0) |
| return 0; |
| if(p == 1) |
| return policies::raise_overflow_error<RealType>(function, 0, Policy()); |
| |
| result = -boost::math::log1p(-p, Policy()) / lambda; |
| return result; |
| } // quantile |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType cdf(const complemented2_type<exponential_distribution<RealType, Policy>, RealType>& c) |
| { |
| BOOST_MATH_STD_USING // for ADL of std functions |
| |
| constexpr auto function = "boost::math::cdf(const exponential_distribution<%1%>&, %1%)"; |
| |
| RealType result = 0; |
| RealType lambda = c.dist.lambda(); |
| if(0 == detail::verify_lambda(function, lambda, &result, Policy())) |
| return result; |
| if(0 == detail::verify_exp_x(function, c.param, &result, Policy())) |
| return result; |
| // Workaround for VC11/12 bug: |
| if (c.param >= tools::max_value<RealType>()) |
| return 0; |
| result = exp(-c.param * lambda); |
| |
| return result; |
| } |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType logcdf(const complemented2_type<exponential_distribution<RealType, Policy>, RealType>& c) |
| { |
| BOOST_MATH_STD_USING // for ADL of std functions |
| |
| constexpr auto function = "boost::math::logcdf(const exponential_distribution<%1%>&, %1%)"; |
| |
| RealType result = 0; |
| RealType lambda = c.dist.lambda(); |
| if(0 == detail::verify_lambda(function, lambda, &result, Policy())) |
| return result; |
| if(0 == detail::verify_exp_x(function, c.param, &result, Policy())) |
| return result; |
| // Workaround for VC11/12 bug: |
| if (c.param >= tools::max_value<RealType>()) |
| return 0; |
| result = -c.param * lambda; |
| |
| return result; |
| } |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType quantile(const complemented2_type<exponential_distribution<RealType, Policy>, RealType>& c) |
| { |
| BOOST_MATH_STD_USING // for ADL of std functions |
| |
| constexpr auto function = "boost::math::quantile(const exponential_distribution<%1%>&, %1%)"; |
| |
| RealType result = 0; |
| RealType lambda = c.dist.lambda(); |
| if(0 == detail::verify_lambda(function, lambda, &result, Policy())) |
| return result; |
| |
| RealType q = c.param; |
| if(0 == detail::check_probability(function, q, &result, Policy())) |
| return result; |
| |
| if(q == 1) |
| return 0; |
| if(q == 0) |
| return policies::raise_overflow_error<RealType>(function, 0, Policy()); |
| |
| result = -log(q) / lambda; |
| return result; |
| } |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType mean(const exponential_distribution<RealType, Policy>& dist) |
| { |
| RealType result = 0; |
| RealType lambda = dist.lambda(); |
| if(0 == detail::verify_lambda("boost::math::mean(const exponential_distribution<%1%>&)", lambda, &result, Policy())) |
| return result; |
| return 1 / lambda; |
| } |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType standard_deviation(const exponential_distribution<RealType, Policy>& dist) |
| { |
| RealType result = 0; |
| RealType lambda = dist.lambda(); |
| if(0 == detail::verify_lambda("boost::math::standard_deviation(const exponential_distribution<%1%>&)", lambda, &result, Policy())) |
| return result; |
| return 1 / lambda; |
| } |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType mode(const exponential_distribution<RealType, Policy>& /*dist*/) |
| { |
| return 0; |
| } |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType median(const exponential_distribution<RealType, Policy>& dist) |
| { |
| using boost::math::constants::ln_two; |
| return ln_two<RealType>() / dist.lambda(); // ln(2) / lambda |
| } |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType skewness(const exponential_distribution<RealType, Policy>& /*dist*/) |
| { |
| return 2; |
| } |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType kurtosis(const exponential_distribution<RealType, Policy>& /*dist*/) |
| { |
| return 9; |
| } |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType kurtosis_excess(const exponential_distribution<RealType, Policy>& /*dist*/) |
| { |
| return 6; |
| } |
| |
| template <class RealType, class Policy> |
| BOOST_MATH_GPU_ENABLED inline RealType entropy(const exponential_distribution<RealType, Policy>& dist) |
| { |
| using std::log; |
| return 1 - log(dist.lambda()); |
| } |
| |
| } // namespace math |
| } // namespace boost |
| |
| #ifdef _MSC_VER |
| # pragma warning(pop) |
| #endif |
| |
| // This include must be at the end, *after* the accessors |
| // for this distribution have been defined, in order to |
| // keep compilers that support two-phase lookup happy. |
| #include <boost/math/distributions/detail/derived_accessors.hpp> |
| |
| #endif // BOOST_STATS_EXPONENTIAL_HPP |