![]() System : Linux absol.cf 5.4.0-198-generic #218-Ubuntu SMP Fri Sep 27 20:18:53 UTC 2024 x86_64 User : www-data ( 33) PHP Version : 7.4.33 Disable Function : pcntl_alarm,pcntl_fork,pcntl_waitpid,pcntl_wait,pcntl_wifexited,pcntl_wifstopped,pcntl_wifsignaled,pcntl_wifcontinued,pcntl_wexitstatus,pcntl_wtermsig,pcntl_wstopsig,pcntl_signal,pcntl_signal_get_handler,pcntl_signal_dispatch,pcntl_get_last_error,pcntl_strerror,pcntl_sigprocmask,pcntl_sigwaitinfo,pcntl_sigtimedwait,pcntl_exec,pcntl_getpriority,pcntl_setpriority,pcntl_async_signals,pcntl_unshare, Directory : /proc/self/root/usr/include/boost/histogram/accumulators/ |
Upload File : |
// Copyright 2018 Hans Dembinski // // Distributed under 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_HISTOGRAM_ACCUMULATORS_WEIGHTED_MEAN_HPP #define BOOST_HISTOGRAM_ACCUMULATORS_WEIGHTED_MEAN_HPP #include <boost/histogram/fwd.hpp> #include <type_traits> namespace boost { namespace histogram { namespace accumulators { /** Calculates mean and variance of weighted sample. Uses West's incremental algorithm to improve numerical stability of mean and variance computation. */ template <typename RealType> class weighted_mean { public: weighted_mean() = default; weighted_mean(const RealType& wsum, const RealType& wsum2, const RealType& mean, const RealType& variance) : sum_of_weights_(wsum) , sum_of_weights_squared_(wsum2) , weighted_mean_(mean) , sum_of_weighted_deltas_squared_( variance * (sum_of_weights_ - sum_of_weights_squared_ / sum_of_weights_)) {} void operator()(const RealType& x) { operator()(1, x); } void operator()(const RealType& w, const RealType& x) { sum_of_weights_ += w; sum_of_weights_squared_ += w * w; const auto delta = x - weighted_mean_; weighted_mean_ += w * delta / sum_of_weights_; sum_of_weighted_deltas_squared_ += w * delta * (x - weighted_mean_); } template <typename T> weighted_mean& operator+=(const weighted_mean<T>& rhs) { const auto tmp = weighted_mean_ * sum_of_weights_ + static_cast<RealType>(rhs.weighted_mean_ * rhs.sum_of_weights_); sum_of_weights_ += static_cast<RealType>(rhs.sum_of_weights_); sum_of_weights_squared_ += static_cast<RealType>(rhs.sum_of_weights_squared_); weighted_mean_ = tmp / sum_of_weights_; sum_of_weighted_deltas_squared_ += static_cast<RealType>(rhs.sum_of_weighted_deltas_squared_); return *this; } weighted_mean& operator*=(const RealType& s) { weighted_mean_ *= s; sum_of_weighted_deltas_squared_ *= s * s; return *this; } template <typename T> bool operator==(const weighted_mean<T>& rhs) const noexcept { return sum_of_weights_ == rhs.sum_of_weights_ && sum_of_weights_squared_ == rhs.sum_of_weights_squared_ && weighted_mean_ == rhs.weighted_mean_ && sum_of_weighted_deltas_squared_ == rhs.sum_of_weighted_deltas_squared_; } template <typename T> bool operator!=(const T& rhs) const noexcept { return !operator==(rhs); } const RealType& sum_of_weights() const noexcept { return sum_of_weights_; } const RealType& value() const noexcept { return weighted_mean_; } RealType variance() const { return sum_of_weighted_deltas_squared_ / (sum_of_weights_ - sum_of_weights_squared_ / sum_of_weights_); } template <class Archive> void serialize(Archive&, unsigned /* version */); private: RealType sum_of_weights_ = RealType(), sum_of_weights_squared_ = RealType(), weighted_mean_ = RealType(), sum_of_weighted_deltas_squared_ = RealType(); }; } // namespace accumulators } // namespace histogram } // namespace boost #ifndef BOOST_HISTOGRAM_DOXYGEN_INVOKED namespace std { template <class T, class U> /// Specialization for boost::histogram::accumulators::weighted_mean. struct common_type<boost::histogram::accumulators::weighted_mean<T>, boost::histogram::accumulators::weighted_mean<U>> { using type = boost::histogram::accumulators::weighted_mean<common_type_t<T, U>>; }; } // namespace std #endif #endif