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			7.0 KiB
		
	
	
	
		
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			221 lines
		
	
	
		
			7.0 KiB
		
	
	
	
		
			Plaintext
		
	
	
	
	
	
/* boost random/negative_binomial_distribution.hpp header file
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 *
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 * Copyright Steven Watanabe 2010
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 * Distributed under the Boost Software License, Version 1.0. (See
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 * accompanying file LICENSE_1_0.txt or copy at
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 * http://www.boost.org/LICENSE_1_0.txt)
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 *
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 * See http://www.boost.org for most recent version including documentation.
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 *
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 * $Id$
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 */
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#ifndef BOOST_RANDOM_NEGATIVE_BINOMIAL_DISTRIBUTION_HPP_INCLUDED
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#define BOOST_RANDOM_NEGATIVE_BINOMIAL_DISTRIBUTION_HPP_INCLUDED
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#include <iosfwd>
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#include <boost/limits.hpp>
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#include <boost/random/detail/config.hpp>
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#include <boost/random/gamma_distribution.hpp>
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#include <boost/random/poisson_distribution.hpp>
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namespace boost {
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namespace random {
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/**
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 * The negative binomial distribution is an integer valued
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 * distribution with two parameters, @c k and @c p.  The
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 * distribution produces non-negative values.
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 *
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 * The distribution function is
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 * \f$\displaystyle P(i) = {k+i-1\choose i}p^k(1-p)^i\f$.
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 *
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 * This implementation uses a gamma-poisson mixture.
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 */
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template<class IntType = int, class RealType = double>
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class negative_binomial_distribution {
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public:
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    typedef IntType result_type;
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    typedef RealType input_type;
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    class param_type {
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    public:
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        typedef negative_binomial_distribution distribution_type;
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        /**
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         * Construct a param_type object.  @c k and @c p
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         * are the parameters of the distribution.
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         *
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         * Requires: k >=0 && 0 <= p <= 1
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         */
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        explicit param_type(IntType k_arg = 1, RealType p_arg = RealType (0.5))
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          : _k(k_arg), _p(p_arg)
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        {}
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        /** Returns the @c k parameter of the distribution. */
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        IntType k() const { return _k; }
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        /** Returns the @c p parameter of the distribution. */
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        RealType p() const { return _p; }
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#ifndef BOOST_RANDOM_NO_STREAM_OPERATORS
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        /** Writes the parameters of the distribution to a @c std::ostream. */
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        template<class CharT, class Traits>
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        friend std::basic_ostream<CharT,Traits>&
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        operator<<(std::basic_ostream<CharT,Traits>& os,
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                   const param_type& parm)
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        {
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            os << parm._p << " " << parm._k;
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            return os;
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        }
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        /** Reads the parameters of the distribution from a @c std::istream. */
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        template<class CharT, class Traits>
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        friend std::basic_istream<CharT,Traits>&
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        operator>>(std::basic_istream<CharT,Traits>& is, param_type& parm)
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        {
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            is >> parm._p >> std::ws >> parm._k;
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            return is;
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        }
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#endif
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        /** Returns true if the parameters have the same values. */
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        friend bool operator==(const param_type& lhs, const param_type& rhs)
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        {
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            return lhs._k == rhs._k && lhs._p == rhs._p;
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        }
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        /** Returns true if the parameters have different values. */
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        friend bool operator!=(const param_type& lhs, const param_type& rhs)
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        {
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            return !(lhs == rhs);
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        }
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    private:
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        IntType _k;
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        RealType _p;
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    };
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    /**
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     * Construct a @c negative_binomial_distribution object. @c k and @c p
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     * are the parameters of the distribution.
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     *
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     * Requires: k >=0 && 0 <= p <= 1
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     */
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    explicit negative_binomial_distribution(IntType k_arg = 1,
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                                            RealType p_arg = RealType(0.5))
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      : _k(k_arg), _p(p_arg)
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    {}
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    /**
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     * Construct an @c negative_binomial_distribution object from the
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     * parameters.
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     */
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    explicit negative_binomial_distribution(const param_type& parm)
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      : _k(parm.k()), _p(parm.p())
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    {}
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    /**
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     * Returns a random variate distributed according to the
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     * negative binomial distribution.
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     */
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    template<class URNG>
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    IntType operator()(URNG& urng) const
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    {
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        gamma_distribution<RealType> gamma(_k, (1-_p)/_p);
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        poisson_distribution<IntType, RealType> poisson(gamma(urng));
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        return poisson(urng);
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    }
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    /**
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     * Returns a random variate distributed according to the negative
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     * binomial distribution with parameters specified by @c param.
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     */
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    template<class URNG>
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    IntType operator()(URNG& urng, const param_type& parm) const
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    {
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        return negative_binomial_distribution(parm)(urng);
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    }
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    /** Returns the @c k parameter of the distribution. */
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    IntType k() const { return _k; }
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    /** Returns the @c p parameter of the distribution. */
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    RealType p() const { return _p; }
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    /** Returns the smallest value that the distribution can produce. */
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    IntType min BOOST_PREVENT_MACRO_SUBSTITUTION() const { return 0; }
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    /** Returns the largest value that the distribution can produce. */
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    IntType max BOOST_PREVENT_MACRO_SUBSTITUTION() const
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    { return (std::numeric_limits<IntType>::max)(); }
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    /** Returns the parameters of the distribution. */
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    param_type param() const { return param_type(_k, _p); }
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    /** Sets parameters of the distribution. */
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    void param(const param_type& parm)
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    {
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        _k = parm.k();
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        _p = parm.p();
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    }
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    /**
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     * Effects: Subsequent uses of the distribution do not depend
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     * on values produced by any engine prior to invoking reset.
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     */
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    void reset() { }
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#ifndef BOOST_RANDOM_NO_STREAM_OPERATORS
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    /** Writes the parameters of the distribution to a @c std::ostream. */
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    template<class CharT, class Traits>
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    friend std::basic_ostream<CharT,Traits>&
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    operator<<(std::basic_ostream<CharT,Traits>& os,
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               const negative_binomial_distribution& bd)
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    {
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        os << bd.param();
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        return os;
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    }
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    /** Reads the parameters of the distribution from a @c std::istream. */
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    template<class CharT, class Traits>
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    friend std::basic_istream<CharT,Traits>&
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    operator>>(std::basic_istream<CharT,Traits>& is,
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               negative_binomial_distribution& bd)
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    {
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        bd.read(is);
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        return is;
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    }
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#endif
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    /** Returns true if the two distributions will produce the same
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        sequence of values, given equal generators. */
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    friend bool operator==(const negative_binomial_distribution& lhs,
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                           const negative_binomial_distribution& rhs)
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    {
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        return lhs._k == rhs._k && lhs._p == rhs._p;
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    }
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    /** Returns true if the two distributions could produce different
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        sequences of values, given equal generators. */
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    friend bool operator!=(const negative_binomial_distribution& lhs,
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                           const negative_binomial_distribution& rhs)
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    {
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        return !(lhs == rhs);
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    }
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private:
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    /// @cond \show_private
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    template<class CharT, class Traits>
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    void read(std::basic_istream<CharT, Traits>& is) {
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        param_type parm;
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        if(is >> parm) {
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            param(parm);
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        }
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    }
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    // parameters
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    IntType _k;
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    RealType _p;
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    /// @endcond
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};
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}
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}
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#endif
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