EVOLUTION-MANAGER

Edit File: autodiff.hpp

//           Copyright Matthew Pulver 2018 - 2019.
// Distributed under the Boost Software License, Version 1.0.
//      (See accompanying file LICENSE_1_0.txt or copy at
//           https://www.boost.org/LICENSE_1_0.txt)

#ifndef BOOST_MATH_DIFFERENTIATION_AUTODIFF_HPP
#define BOOST_MATH_DIFFERENTIATION_AUTODIFF_HPP

#include <boost/cstdfloat.hpp>
#include <boost/math/constants/constants.hpp>
#include <boost/math/special_functions.hpp>
#include <boost/math/tools/config.hpp>
#include <boost/math/tools/promotion.hpp>

#include <algorithm>
#include <array>
#include <cmath>
#include <functional>
#include <limits>
#include <numeric>
#include <ostream>
#include <tuple>
#include <type_traits>

namespace boost {
namespace math {
namespace differentiation {
// Automatic Differentiation v1
inline namespace autodiff_v1 {
namespace detail {

template <typename RealType, typename... RealTypes>
struct promote_args_n {
  using type = typename tools::promote_args_2<RealType, typename promote_args_n<RealTypes...>::type>::type;
};

template <typename RealType>
struct promote_args_n<RealType> {
  using type = typename tools::promote_arg<RealType>::type;
};

}  // namespace detail

template <typename RealType, typename... RealTypes>
using promote = typename detail::promote_args_n<RealType, RealTypes...>::type;

namespace detail {

template <typename RealType, size_t Order>
class fvar;

template <typename T>
struct is_fvar_impl : std::false_type {};

template <typename RealType, size_t Order>
struct is_fvar_impl<fvar<RealType, Order>> : std::true_type {};

template <typename T>
using is_fvar = is_fvar_impl<decay_t<T>>;

template <typename RealType, size_t Order, size_t... Orders>
struct nest_fvar {
  using type = fvar<typename nest_fvar<RealType, Orders...>::type, Order>;
};

template <typename RealType, size_t Order>
struct nest_fvar<RealType, Order> {
  using type = fvar<RealType, Order>;
};

template <typename>
struct get_depth_impl : std::integral_constant<size_t, 0> {};

template <typename RealType, size_t Order>
struct get_depth_impl<fvar<RealType, Order>>
    : std::integral_constant<size_t, get_depth_impl<RealType>::value + 1> {};

template <typename T>
using get_depth = get_depth_impl<decay_t<T>>;

template <typename>
struct get_order_sum_t : std::integral_constant<size_t, 0> {};

template <typename RealType, size_t Order>
struct get_order_sum_t<fvar<RealType, Order>>
    : std::integral_constant<size_t, get_order_sum_t<RealType>::value + Order> {};

template <typename T>
using get_order_sum = get_order_sum_t<decay_t<T>>;

template <typename RealType>
struct get_root_type {
  using type = RealType;
};

template <typename RealType, size_t Order>
struct get_root_type<fvar<RealType, Order>> {
  using type = typename get_root_type<RealType>::type;
};

template <typename RealType, size_t Depth>
struct type_at {
  using type = RealType;
};

template <typename RealType, size_t Order, size_t Depth>
struct type_at<fvar<RealType, Order>, Depth> {
  using type = typename conditional<Depth == 0,
                                    fvar<RealType, Order>,
                                    typename type_at<RealType, Depth - 1>::type>::type;
};

template <typename RealType, size_t Depth>
using get_type_at = typename type_at<RealType, Depth>::type;

// Satisfies Boost's Conceptual Requirements for Real Number Types.
// https://www.boost.org/libs/math/doc/html/math_toolkit/real_concepts.html
template <typename RealType, size_t Order>
class fvar {
  std::array<RealType, Order + 1> v;

public:
  using root_type = typename get_root_type<RealType>::type;  // RealType in the root fvar<RealType,Order>.

fvar() = default;

// Initialize a variable or constant.
  fvar(root_type const&, bool const is_variable);

// RealType(cr) | RealType | RealType is copy constructible.
  fvar(fvar const&) = default;

// Be aware of implicit casting from one fvar<> type to another by this copy constructor.
  template <typename RealType2, size_t Order2>
  fvar(fvar<RealType2, Order2> const&);

// RealType(ca) | RealType | RealType is copy constructible from the arithmetic types.
  explicit fvar(root_type const&);  // Initialize a constant. (No epsilon terms.)

template <typename RealType2>
  fvar(RealType2 const& ca);  // Supports any RealType2 for which static_cast<root_type>(ca) compiles.

// r = cr | RealType& | Assignment operator.
  fvar& operator=(fvar const&) = default;

// r = ca | RealType& | Assignment operator from the arithmetic types.
  // Handled by constructor that takes a single parameter of generic type.
  // fvar& operator=(root_type const&); // Set a constant.

// r += cr | RealType& | Adds cr to r.
  template <typename RealType2, size_t Order2>
  fvar& operator+=(fvar<RealType2, Order2> const&);

// r += ca | RealType& | Adds ar to r.
  fvar& operator+=(root_type const&);

// r -= cr | RealType& | Subtracts cr from r.
  template <typename RealType2, size_t Order2>
  fvar& operator-=(fvar<RealType2, Order2> const&);

// r -= ca | RealType& | Subtracts ca from r.
  fvar& operator-=(root_type const&);

// r *= cr | RealType& | Multiplies r by cr.
  template <typename RealType2, size_t Order2>
  fvar& operator*=(fvar<RealType2, Order2> const&);

// r *= ca | RealType& | Multiplies r by ca.
  fvar& operator*=(root_type const&);

// r /= cr | RealType& | Divides r by cr.
  template <typename RealType2, size_t Order2>
  fvar& operator/=(fvar<RealType2, Order2> const&);

// r /= ca | RealType& | Divides r by ca.
  fvar& operator/=(root_type const&);

// -r | RealType | Unary Negation.
  fvar operator-() const;

// +r | RealType& | Identity Operation.
  fvar const& operator+() const;

// cr + cr2 | RealType | Binary Addition
  template <typename RealType2, size_t Order2>
  promote<fvar, fvar<RealType2, Order2>> operator+(fvar<RealType2, Order2> const&) const;

// cr + ca | RealType | Binary Addition
  fvar operator+(root_type const&) const;

// ca + cr | RealType | Binary Addition
  template <typename RealType2, size_t Order2>
  friend fvar<RealType2, Order2> operator+(typename fvar<RealType2, Order2>::root_type const&,
                                           fvar<RealType2, Order2> const&);

// cr - cr2 | RealType | Binary Subtraction
  template <typename RealType2, size_t Order2>
  promote<fvar, fvar<RealType2, Order2>> operator-(fvar<RealType2, Order2> const&) const;

// cr - ca | RealType | Binary Subtraction
  fvar operator-(root_type const&) const;

// ca - cr | RealType | Binary Subtraction
  template <typename RealType2, size_t Order2>
  friend fvar<RealType2, Order2> operator-(typename fvar<RealType2, Order2>::root_type const&,
                                           fvar<RealType2, Order2> const&);

// cr * cr2 | RealType | Binary Multiplication
  template <typename RealType2, size_t Order2>
  promote<fvar, fvar<RealType2, Order2>> operator*(fvar<RealType2, Order2> const&)const;

// cr * ca | RealType | Binary Multiplication
  fvar operator*(root_type const&)const;

// ca * cr | RealType | Binary Multiplication
  template <typename RealType2, size_t Order2>
  friend fvar<RealType2, Order2> operator*(typename fvar<RealType2, Order2>::root_type const&,
                                           fvar<RealType2, Order2> const&);

// cr / cr2 | RealType | Binary Subtraction
  template <typename RealType2, size_t Order2>
  promote<fvar, fvar<RealType2, Order2>> operator/(fvar<RealType2, Order2> const&) const;

// cr / ca | RealType | Binary Subtraction
  fvar operator/(root_type const&) const;

// ca / cr | RealType | Binary Subtraction
  template <typename RealType2, size_t Order2>
  friend fvar<RealType2, Order2> operator/(typename fvar<RealType2, Order2>::root_type const&,
                                           fvar<RealType2, Order2> const&);

// For all comparison overloads, only the root term is compared.

// cr == cr2 | bool | Equality Comparison
  template <typename RealType2, size_t Order2>
  bool operator==(fvar<RealType2, Order2> const&) const;

// cr == ca | bool | Equality Comparison
  bool operator==(root_type const&) const;

// ca == cr | bool | Equality Comparison
  template <typename RealType2, size_t Order2>
  friend bool operator==(typename fvar<RealType2, Order2>::root_type const&, fvar<RealType2, Order2> const&);

// cr != cr2 | bool | Inequality Comparison
  template <typename RealType2, size_t Order2>
  bool operator!=(fvar<RealType2, Order2> const&) const;

// cr != ca | bool | Inequality Comparison
  bool operator!=(root_type const&) const;

// ca != cr | bool | Inequality Comparison
  template <typename RealType2, size_t Order2>
  friend bool operator!=(typename fvar<RealType2, Order2>::root_type const&, fvar<RealType2, Order2> const&);

// cr <= cr2 | bool | Less than equal to.
  template <typename RealType2, size_t Order2>
  bool operator<=(fvar<RealType2, Order2> const&) const;

// cr <= ca | bool | Less than equal to.
  bool operator<=(root_type const&) const;

// ca <= cr | bool | Less than equal to.
  template <typename RealType2, size_t Order2>
  friend bool operator<=(typename fvar<RealType2, Order2>::root_type const&, fvar<RealType2, Order2> const&);

// cr >= cr2 | bool | Greater than equal to.
  template <typename RealType2, size_t Order2>
  bool operator>=(fvar<RealType2, Order2> const&) const;

// cr >= ca | bool | Greater than equal to.
  bool operator>=(root_type const&) const;

// ca >= cr | bool | Greater than equal to.
  template <typename RealType2, size_t Order2>
  friend bool operator>=(typename fvar<RealType2, Order2>::root_type const&, fvar<RealType2, Order2> const&);

// cr < cr2 | bool | Less than comparison.
  template <typename RealType2, size_t Order2>
  bool operator<(fvar<RealType2, Order2> const&) const;

// cr < ca | bool | Less than comparison.
  bool operator<(root_type const&) const;

// ca < cr | bool | Less than comparison.
  template <typename RealType2, size_t Order2>
  friend bool operator<(typename fvar<RealType2, Order2>::root_type const&, fvar<RealType2, Order2> const&);

// cr > cr2 | bool | Greater than comparison.
  template <typename RealType2, size_t Order2>
  bool operator>(fvar<RealType2, Order2> const&) const;

// cr > ca | bool | Greater than comparison.
  bool operator>(root_type const&) const;

// ca > cr | bool | Greater than comparison.
  template <typename RealType2, size_t Order2>
  friend bool operator>(typename fvar<RealType2, Order2>::root_type const&, fvar<RealType2, Order2> const&);

// Will throw std::out_of_range if Order < order.
  template <typename... Orders>
  get_type_at<RealType, sizeof...(Orders)> at(size_t order, Orders... orders) const;

template <typename... Orders>
  get_type_at<fvar, sizeof...(Orders)> derivative(Orders... orders) const;

const RealType& operator[](size_t) const;

fvar inverse() const;  // Multiplicative inverse.

fvar& negate();  // Negate and return reference to *this.

static constexpr size_t depth = get_depth<fvar>::value;  // Number of nested std::array<RealType,Order>.

static constexpr size_t order_sum = get_order_sum<fvar>::value;

explicit operator root_type() const;  // Must be explicit, otherwise overloaded operators are ambiguous.

template <typename T, typename = typename boost::enable_if<boost::is_arithmetic<decay_t<T>>>::type>
  explicit operator T() const;  // Must be explicit; multiprecision has trouble without the std::enable_if

fvar& set_root(root_type const&);

// Apply coefficients using horner method.
  template <typename Func, typename Fvar, typename... Fvars>
  promote<fvar<RealType, Order>, Fvar, Fvars...> apply_coefficients(size_t const order,
                                                                    Func const& f,
                                                                    Fvar const& cr,
                                                                    Fvars&&... fvars) const;

template <typename Func>
  fvar apply_coefficients(size_t const order, Func const& f) const;

// Use when function returns derivative(i)/factorial(i) and may have some infinite derivatives.
  template <typename Func, typename Fvar, typename... Fvars>
  promote<fvar<RealType, Order>, Fvar, Fvars...> apply_coefficients_nonhorner(size_t const order,
                                                                              Func const& f,
                                                                              Fvar const& cr,
                                                                              Fvars&&... fvars) const;

template <typename Func>
  fvar apply_coefficients_nonhorner(size_t const order, Func const& f) const;

// Apply derivatives using horner method.
  template <typename Func, typename Fvar, typename... Fvars>
  promote<fvar<RealType, Order>, Fvar, Fvars...> apply_derivatives(size_t const order,
                                                                   Func const& f,
                                                                   Fvar const& cr,
                                                                   Fvars&&... fvars) const;

template <typename Func>
  fvar apply_derivatives(size_t const order, Func const& f) const;

// Use when function returns derivative(i) and may have some infinite derivatives.
  template <typename Func, typename Fvar, typename... Fvars>
  promote<fvar<RealType, Order>, Fvar, Fvars...> apply_derivatives_nonhorner(size_t const order,
                                                                             Func const& f,
                                                                             Fvar const& cr,
                                                                             Fvars&&... fvars) const;

template <typename Func>
  fvar apply_derivatives_nonhorner(size_t const order, Func const& f) const;

private:
  RealType epsilon_inner_product(size_t z0,
                                 size_t isum0,
                                 size_t m0,
                                 fvar const& cr,
                                 size_t z1,
                                 size_t isum1,
                                 size_t m1,
                                 size_t j) const;

fvar epsilon_multiply(size_t z0, size_t isum0, fvar const& cr, size_t z1, size_t isum1) const;

fvar epsilon_multiply(size_t z0, size_t isum0, root_type const& ca) const;

fvar inverse_apply() const;

fvar& multiply_assign_by_root_type(bool is_root, root_type const&);

template <typename RealType2, size_t Orders2>
  friend class fvar;

template <typename RealType2, size_t Order2>
  friend std::ostream& operator<<(std::ostream&, fvar<RealType2, Order2> const&);

// C++11 Compatibility
#ifdef BOOST_NO_CXX17_IF_CONSTEXPR
  template <typename RootType>
  void fvar_cpp11(std::true_type, RootType const& ca, bool const is_variable);

template <typename RootType>
  void fvar_cpp11(std::false_type, RootType const& ca, bool const is_variable);

template <typename... Orders>
  get_type_at<RealType, sizeof...(Orders)> at_cpp11(std::true_type, size_t order, Orders... orders) const;

template <typename... Orders>
  get_type_at<RealType, sizeof...(Orders)> at_cpp11(std::false_type, size_t order, Orders... orders) const;

template <typename SizeType>
  fvar epsilon_multiply_cpp11(std::true_type,
                              SizeType z0,
                              size_t isum0,
                              fvar const& cr,
                              size_t z1,
                              size_t isum1) const;

template <typename SizeType>
  fvar epsilon_multiply_cpp11(std::false_type,
                              SizeType z0,
                              size_t isum0,
                              fvar const& cr,
                              size_t z1,
                              size_t isum1) const;

template <typename SizeType>
  fvar epsilon_multiply_cpp11(std::true_type, SizeType z0, size_t isum0, root_type const& ca) const;

template <typename SizeType>
  fvar epsilon_multiply_cpp11(std::false_type, SizeType z0, size_t isum0, root_type const& ca) const;

template <typename RootType>
  fvar& multiply_assign_by_root_type_cpp11(std::true_type, bool is_root, RootType const& ca);

template <typename RootType>
  fvar& multiply_assign_by_root_type_cpp11(std::false_type, bool is_root, RootType const& ca);

template <typename RootType>
  fvar& negate_cpp11(std::true_type, RootType const&);

template <typename RootType>
  fvar& negate_cpp11(std::false_type, RootType const&);

template <typename RootType>
  fvar& set_root_cpp11(std::true_type, RootType const& root);

template <typename RootType>
  fvar& set_root_cpp11(std::false_type, RootType const& root);
#endif
};

// C++11 compatibility
#ifdef BOOST_NO_CXX17_IF_CONSTEXPR
#define BOOST_AUTODIFF_IF_CONSTEXPR
#else
#define BOOST_AUTODIFF_IF_CONSTEXPR constexpr
#endif

// Standard Library Support Requirements

// fabs(cr1) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> fabs(fvar<RealType, Order> const&);

// abs(cr1) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> abs(fvar<RealType, Order> const&);

// ceil(cr1) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> ceil(fvar<RealType, Order> const&);

// floor(cr1) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> floor(fvar<RealType, Order> const&);

// exp(cr1) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> exp(fvar<RealType, Order> const&);

// pow(cr, ca) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> pow(fvar<RealType, Order> const&, typename fvar<RealType, Order>::root_type const&);

// pow(ca, cr) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> pow(typename fvar<RealType, Order>::root_type const&, fvar<RealType, Order> const&);

// pow(cr1, cr2) | RealType
template <typename RealType1, size_t Order1, typename RealType2, size_t Order2>
promote<fvar<RealType1, Order1>, fvar<RealType2, Order2>> pow(fvar<RealType1, Order1> const&,
                                                              fvar<RealType2, Order2> const&);

// sqrt(cr1) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> sqrt(fvar<RealType, Order> const&);

// log(cr1) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> log(fvar<RealType, Order> const&);

// frexp(cr1, &i) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> frexp(fvar<RealType, Order> const&, int*);

// ldexp(cr1, i) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> ldexp(fvar<RealType, Order> const&, int);

// cos(cr1) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> cos(fvar<RealType, Order> const&);

// sin(cr1) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> sin(fvar<RealType, Order> const&);

// asin(cr1) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> asin(fvar<RealType, Order> const&);

// tan(cr1) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> tan(fvar<RealType, Order> const&);

// atan(cr1) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> atan(fvar<RealType, Order> const&);

// atan2(cr, ca) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> atan2(fvar<RealType, Order> const&, typename fvar<RealType, Order>::root_type const&);

// atan2(ca, cr) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> atan2(typename fvar<RealType, Order>::root_type const&, fvar<RealType, Order> const&);

// atan2(cr1, cr2) | RealType
template <typename RealType1, size_t Order1, typename RealType2, size_t Order2>
promote<fvar<RealType1, Order1>, fvar<RealType2, Order2>> atan2(fvar<RealType1, Order1> const&,
                                                                fvar<RealType2, Order2> const&);

// fmod(cr1,cr2) | RealType
template <typename RealType1, size_t Order1, typename RealType2, size_t Order2>
promote<fvar<RealType1, Order1>, fvar<RealType2, Order2>> fmod(fvar<RealType1, Order1> const&,
                                                               fvar<RealType2, Order2> const&);

// round(cr1) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> round(fvar<RealType, Order> const&);

// iround(cr1) | int
template <typename RealType, size_t Order>
int iround(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
long lround(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
long long llround(fvar<RealType, Order> const&);

// trunc(cr1) | RealType
template <typename RealType, size_t Order>
fvar<RealType, Order> trunc(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
long double truncl(fvar<RealType, Order> const&);

// itrunc(cr1) | int
template <typename RealType, size_t Order>
int itrunc(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
long long lltrunc(fvar<RealType, Order> const&);

// Additional functions
template <typename RealType, size_t Order>
fvar<RealType, Order> acos(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
fvar<RealType, Order> acosh(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
fvar<RealType, Order> asinh(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
fvar<RealType, Order> atanh(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
fvar<RealType, Order> cosh(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
fvar<RealType, Order> digamma(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
fvar<RealType, Order> erf(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
fvar<RealType, Order> erfc(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
fvar<RealType, Order> lambert_w0(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
fvar<RealType, Order> lgamma(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
fvar<RealType, Order> sinc(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
fvar<RealType, Order> sinh(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
fvar<RealType, Order> tanh(fvar<RealType, Order> const&);

template <typename RealType, size_t Order>
fvar<RealType, Order> tgamma(fvar<RealType, Order> const&);

template <size_t>
struct zero : std::integral_constant<size_t, 0> {};

}  // namespace detail

template <typename RealType, size_t Order, size_t... Orders>
using autodiff_fvar = typename detail::nest_fvar<RealType, Order, Orders...>::type;

template <typename RealType, size_t Order, size_t... Orders>
autodiff_fvar<RealType, Order, Orders...> make_fvar(RealType const& ca) {
  return autodiff_fvar<RealType, Order, Orders...>(ca, true);
}

#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
namespace detail {

template <typename RealType, size_t Order, size_t... Is>
auto make_fvar_for_tuple(std::index_sequence<Is...>, RealType const& ca) {
  return make_fvar<RealType, zero<Is>::value..., Order>(ca);
}

template <typename RealType, size_t... Orders, size_t... Is, typename... RealTypes>
auto make_ftuple_impl(std::index_sequence<Is...>, RealTypes const&... ca) {
  return std::make_tuple(make_fvar_for_tuple<RealType, Orders>(std::make_index_sequence<Is>{}, ca)...);
}

}  // namespace detail

template <typename RealType, size_t... Orders, typename... RealTypes>
auto make_ftuple(RealTypes const&... ca) {
  static_assert(sizeof...(Orders) == sizeof...(RealTypes),
                "Number of Orders must match number of function parameters.");
  return detail::make_ftuple_impl<RealType, Orders...>(std::index_sequence_for<RealTypes...>{}, ca...);
}
#endif

namespace detail {

#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
template <typename RealType, size_t Order>
fvar<RealType, Order>::fvar(root_type const& ca, bool const is_variable) {
  if constexpr (is_fvar<RealType>::value) {
    v.front() = RealType(ca, is_variable);
    if constexpr (0 < Order)
      std::fill(v.begin() + 1, v.end(), static_cast<RealType>(0));
  } else {
    v.front() = ca;
    if constexpr (0 < Order)
      v[1] = static_cast<root_type>(static_cast<int>(is_variable));
    if constexpr (1 < Order)
      std::fill(v.begin() + 2, v.end(), static_cast<RealType>(0));
  }
}
#endif

template <typename RealType, size_t Order>
template <typename RealType2, size_t Order2>
fvar<RealType, Order>::fvar(fvar<RealType2, Order2> const& cr) {
  for (size_t i = 0; i <= (std::min)(Order, Order2); ++i)
    v[i] = static_cast<RealType>(cr.v[i]);
  if BOOST_AUTODIFF_IF_CONSTEXPR (Order2 < Order)
    std::fill(v.begin() + (Order2 + 1), v.end(), static_cast<RealType>(0));
}

template <typename RealType, size_t Order>
fvar<RealType, Order>::fvar(root_type const& ca) : v{{static_cast<RealType>(ca)}} {}

// Can cause compiler error if RealType2 cannot be cast to root_type.
template <typename RealType, size_t Order>
template <typename RealType2>
fvar<RealType, Order>::fvar(RealType2 const& ca) : v{{static_cast<RealType>(ca)}} {}

/*
template<typename RealType, size_t Order>
fvar<RealType,Order>& fvar<RealType,Order>::operator=(root_type const& ca)
{
    v.front() = static_cast<RealType>(ca);
    if constexpr (0 < Order)
        std::fill(v.begin()+1, v.end(), static_cast<RealType>(0));
    return *this;
}
*/

template <typename RealType, size_t Order>
template <typename RealType2, size_t Order2>
fvar<RealType, Order>& fvar<RealType, Order>::operator+=(fvar<RealType2, Order2> const& cr) {
  for (size_t i = 0; i <= (std::min)(Order, Order2); ++i)
    v[i] += cr.v[i];
  return *this;
}

template <typename RealType, size_t Order>
fvar<RealType, Order>& fvar<RealType, Order>::operator+=(root_type const& ca) {
  v.front() += ca;
  return *this;
}

template <typename RealType, size_t Order>
template <typename RealType2, size_t Order2>
fvar<RealType, Order>& fvar<RealType, Order>::operator-=(fvar<RealType2, Order2> const& cr) {
  for (size_t i = 0; i <= Order; ++i)
    v[i] -= cr.v[i];
  return *this;
}

template <typename RealType, size_t Order>
fvar<RealType, Order>& fvar<RealType, Order>::operator-=(root_type const& ca) {
  v.front() -= ca;
  return *this;
}

template <typename RealType, size_t Order>
template <typename RealType2, size_t Order2>
fvar<RealType, Order>& fvar<RealType, Order>::operator*=(fvar<RealType2, Order2> const& cr) {
  using diff_t = typename std::array<RealType, Order + 1>::difference_type;
  promote<RealType, RealType2> const zero(0);
  if BOOST_AUTODIFF_IF_CONSTEXPR (Order <= Order2)
    for (size_t i = 0, j = Order; i <= Order; ++i, --j)
      v[j] = std::inner_product(v.cbegin(), v.cend() - diff_t(i), cr.v.crbegin() + diff_t(i), zero);
  else {
    for (size_t i = 0, j = Order; i <= Order - Order2; ++i, --j)
      v[j] = std::inner_product(cr.v.cbegin(), cr.v.cend(), v.crbegin() + diff_t(i), zero);
    for (size_t i = Order - Order2 + 1, j = Order2 - 1; i <= Order; ++i, --j)
      v[j] = std::inner_product(cr.v.cbegin(), cr.v.cbegin() + diff_t(j + 1), v.crbegin() + diff_t(i), zero);
  }
  return *this;
}

template <typename RealType, size_t Order>
fvar<RealType, Order>& fvar<RealType, Order>::operator*=(root_type const& ca) {
  return multiply_assign_by_root_type(true, ca);
}

template <typename RealType, size_t Order>
template <typename RealType2, size_t Order2>
fvar<RealType, Order>& fvar<RealType, Order>::operator/=(fvar<RealType2, Order2> const& cr) {
  using diff_t = typename std::array<RealType, Order + 1>::difference_type;
  RealType const zero(0);
  v.front() /= cr.v.front();
  if BOOST_AUTODIFF_IF_CONSTEXPR (Order < Order2)
    for (size_t i = 1, j = Order2 - 1, k = Order; i <= Order; ++i, --j, --k)
      (v[i] -= std::inner_product(
           cr.v.cbegin() + 1, cr.v.cend() - diff_t(j), v.crbegin() + diff_t(k), zero)) /= cr.v.front();
  else if BOOST_AUTODIFF_IF_CONSTEXPR (0 < Order2)
    for (size_t i = 1, j = Order2 - 1, k = Order; i <= Order; ++i, j && --j, --k)
      (v[i] -= std::inner_product(
           cr.v.cbegin() + 1, cr.v.cend() - diff_t(j), v.crbegin() + diff_t(k), zero)) /= cr.v.front();
  else
    for (size_t i = 1; i <= Order; ++i)
      v[i] /= cr.v.front();
  return *this;
}

template <typename RealType, size_t Order>
fvar<RealType, Order>& fvar<RealType, Order>::operator/=(root_type const& ca) {
  std::for_each(v.begin(), v.end(), [&ca](RealType& x) { x /= ca; });
  return *this;
}

template <typename RealType, size_t Order>
fvar<RealType, Order> fvar<RealType, Order>::operator-() const {
  fvar<RealType, Order> retval(*this);
  retval.negate();
  return retval;
}

template <typename RealType, size_t Order>
fvar<RealType, Order> const& fvar<RealType, Order>::operator+() const {
  return *this;
}

template <typename RealType, size_t Order>
template <typename RealType2, size_t Order2>
promote<fvar<RealType, Order>, fvar<RealType2, Order2>> fvar<RealType, Order>::operator+(
    fvar<RealType2, Order2> const& cr) const {
  promote<fvar<RealType, Order>, fvar<RealType2, Order2>> retval;
  for (size_t i = 0; i <= (std::min)(Order, Order2); ++i)
    retval.v[i] = v[i] + cr.v[i];
  if BOOST_AUTODIFF_IF_CONSTEXPR (Order < Order2)
    for (size_t i = Order + 1; i <= Order2; ++i)
      retval.v[i] = cr.v[i];
  else if BOOST_AUTODIFF_IF_CONSTEXPR (Order2 < Order)
    for (size_t i = Order2 + 1; i <= Order; ++i)
      retval.v[i] = v[i];
  return retval;
}

template <typename RealType, size_t Order>
fvar<RealType, Order> fvar<RealType, Order>::operator+(root_type const& ca) const {
  fvar<RealType, Order> retval(*this);
  retval.v.front() += ca;
  return retval;
}

template <typename RealType, size_t Order>
fvar<RealType, Order> operator+(typename fvar<RealType, Order>::root_type const& ca,
                                fvar<RealType, Order> const& cr) {
  return cr + ca;
}

template <typename RealType, size_t Order>
template <typename RealType2, size_t Order2>
promote<fvar<RealType, Order>, fvar<RealType2, Order2>> fvar<RealType, Order>::operator-(
    fvar<RealType2, Order2> const& cr) const {
  promote<fvar<RealType, Order>, fvar<RealType2, Order2>> retval;
  for (size_t i = 0; i <= (std::min)(Order, Order2); ++i)
    retval.v[i] = v[i] - cr.v[i];
  if BOOST_AUTODIFF_IF_CONSTEXPR (Order < Order2)
    for (auto i = Order + 1; i <= Order2; ++i)
      retval.v[i] = -cr.v[i];
  else if BOOST_AUTODIFF_IF_CONSTEXPR (Order2 < Order)
    for (auto i = Order2 + 1; i <= Order; ++i)
      retval.v[i] = v[i];
  return retval;
}

template <typename RealType, size_t Order>
fvar<RealType, Order> fvar<RealType, Order>::operator-(root_type const& ca) const {
  fvar<RealType, Order> retval(*this);
  retval.v.front() -= ca;
  return retval;
}

template <typename RealType, size_t Order>
fvar<RealType, Order> operator-(typename fvar<RealType, Order>::root_type const& ca,
                                fvar<RealType, Order> const& cr) {
  fvar<RealType, Order> mcr = -cr;  // Has same address as retval in operator-() due to NRVO.
  mcr += ca;
  return mcr;  // <-- This allows for NRVO. The following does not. --> return mcr += ca;
}

template <typename RealType, size_t Order>
fvar<RealType, Order> fvar<RealType, Order>::operator*(root_type const& ca) const {
  fvar<RealType, Order> retval(*this);
  retval *= ca;
  return retval;
}

template <typename RealType, size_t Order>
fvar<RealType, Order> operator*(typename fvar<RealType, Order>::root_type const& ca,
                                fvar<RealType, Order> const& cr) {
  return cr * ca;
}

template <typename RealType, size_t Order>
template <typename RealType2, size_t Order2>
promote<fvar<RealType, Order>, fvar<RealType2, Order2>> fvar<RealType, Order>::operator/(
    fvar<RealType2, Order2> const& cr) const {
  using diff_t = typename std::array<RealType, Order + 1>::difference_type;
  promote<RealType, RealType2> const zero(0);
  promote<fvar<RealType, Order>, fvar<RealType2, Order2>> retval;
  retval.v.front() = v.front() / cr.v.front();
  if BOOST_AUTODIFF_IF_CONSTEXPR (Order < Order2) {
    for (size_t i = 1, j = Order2 - 1; i <= Order; ++i, --j)
      retval.v[i] =
          (v[i] - std::inner_product(
                      cr.v.cbegin() + 1, cr.v.cend() - diff_t(j), retval.v.crbegin() + diff_t(j + 1), zero)) /
          cr.v.front();
    for (size_t i = Order + 1, j = Order2 - Order - 1; i <= Order2; ++i, --j)
      retval.v[i] =
          -std::inner_product(
              cr.v.cbegin() + 1, cr.v.cend() - diff_t(j), retval.v.crbegin() + diff_t(j + 1), zero) /
          cr.v.front();
  } else if BOOST_AUTODIFF_IF_CONSTEXPR (0 < Order2)
    for (size_t i = 1, j = Order2 - 1, k = Order; i <= Order; ++i, j && --j, --k)
      retval.v[i] =
          (v[i] - std::inner_product(
                      cr.v.cbegin() + 1, cr.v.cend() - diff_t(j), retval.v.crbegin() + diff_t(k), zero)) /
          cr.v.front();
  else
    for (size_t i = 1; i <= Order; ++i)
      retval.v[i] = v[i] / cr.v.front();
  return retval;
}

template <typename RealType, size_t Order>
fvar<RealType, Order> fvar<RealType, Order>::operator/(root_type const& ca) const {
  fvar<RealType, Order> retval(*this);
  retval /= ca;
  return retval;
}

template <typename RealType, size_t Order>
fvar<RealType, Order> operator/(typename fvar<RealType, Order>::root_type const& ca,
                                fvar<RealType, Order> const& cr) {
  using diff_t = typename std::array<RealType, Order + 1>::difference_type;
  fvar<RealType, Order> retval;
  retval.v.front() = ca / cr.v.front();
  if BOOST_AUTODIFF_IF_CONSTEXPR (0 < Order) {
    RealType const zero(0);
    for (size_t i = 1, j = Order - 1; i <= Order; ++i, --j)
      retval.v[i] =
          -std::inner_product(
              cr.v.cbegin() + 1, cr.v.cend() - diff_t(j), retval.v.crbegin() + diff_t(j + 1), zero) /
          cr.v.front();
  }
  return retval;
}

template <typename RealType, size_t Order>
template <typename RealType2, size_t Order2>
bool fvar<RealType, Order>::operator==(fvar<RealType2, Order2> const& cr) const {
  return v.front() == cr.v.front();
}

template <typename RealType, size_t Order>
bool fvar<RealType, Order>::operator==(root_type const& ca) const {
  return v.front() == ca;
}

template <typename RealType, size_t Order>
bool operator==(typename fvar<RealType, Order>::root_type const& ca, fvar<RealType, Order> const& cr) {
  return ca == cr.v.front();
}

template <typename RealType, size_t Order>
template <typename RealType2, size_t Order2>
bool fvar<RealType, Order>::operator!=(fvar<RealType2, Order2> const& cr) const {
  return v.front() != cr.v.front();
}

template <typename RealType, size_t Order>
bool fvar<RealType, Order>::operator!=(root_type const& ca) const {
  return v.front() != ca;
}

template <typename RealType, size_t Order>
bool operator!=(typename fvar<RealType, Order>::root_type const& ca, fvar<RealType, Order> const& cr) {
  return ca != cr.v.front();
}

template <typename RealType, size_t Order>
template <typename RealType2, size_t Order2>
bool fvar<RealType, Order>::operator<=(fvar<RealType2, Order2> const& cr) const {
  return v.front() <= cr.v.front();
}

template <typename RealType, size_t Order>
bool fvar<RealType, Order>::operator<=(root_type const& ca) const {
  return v.front() <= ca;
}

template <typename RealType, size_t Order>
bool operator<=(typename fvar<RealType, Order>::root_type const& ca, fvar<RealType, Order> const& cr) {
  return ca <= cr.v.front();
}

template <typename RealType, size_t Order>
template <typename RealType2, size_t Order2>
bool fvar<RealType, Order>::operator>=(fvar<RealType2, Order2> const& cr) const {
  return v.front() >= cr.v.front();
}

template <typename RealType, size_t Order>
bool fvar<RealType, Order>::operator>=(root_type const& ca) const {
  return v.front() >= ca;
}

template <typename RealType, size_t Order>
bool operator>=(typename fvar<RealType, Order>::root_type const& ca, fvar<RealType, Order> const& cr) {
  return ca >= cr.v.front();
}

template <typename RealType, size_t Order>
template <typename RealType2, size_t Order2>
bool fvar<RealType, Order>::operator<(fvar<RealType2, Order2> const& cr) const {
  return v.front() < cr.v.front();
}

template <typename RealType, size_t Order>
bool fvar<RealType, Order>::operator<(root_type const& ca) const {
  return v.front() < ca;
}

template <typename RealType, size_t Order>
bool operator<(typename fvar<RealType, Order>::root_type const& ca, fvar<RealType, Order> const& cr) {
  return ca < cr.v.front();
}

template <typename RealType, size_t Order>
template <typename RealType2, size_t Order2>
bool fvar<RealType, Order>::operator>(fvar<RealType2, Order2> const& cr) const {
  return v.front() > cr.v.front();
}

template <typename RealType, size_t Order>
bool fvar<RealType, Order>::operator>(root_type const& ca) const {
  return v.front() > ca;
}

template <typename RealType, size_t Order>
bool operator>(typename fvar<RealType, Order>::root_type const& ca, fvar<RealType, Order> const& cr) {
  return ca > cr.v.front();
}

/*** Other methods and functions ***/

#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
// f : order -> derivative(order)/factorial(order)
// Use this when you have the polynomial coefficients, rather than just the derivatives. E.g. See atan2().
template <typename RealType, size_t Order>
template <typename Func, typename Fvar, typename... Fvars>
promote<fvar<RealType, Order>, Fvar, Fvars...> fvar<RealType, Order>::apply_coefficients(
    size_t const order,
    Func const& f,
    Fvar const& cr,
    Fvars&&... fvars) const {
  fvar<RealType, Order> const epsilon = fvar<RealType, Order>(*this).set_root(0);
  size_t i = (std::min)(order, order_sum);
  promote<fvar<RealType, Order>, Fvar, Fvars...> accumulator = cr.apply_coefficients(
      order - i, [&f, i](auto... indices) { return f(i, indices...); }, std::forward<Fvars>(fvars)...);
  while (i--)
    (accumulator *= epsilon) += cr.apply_coefficients(
        order - i, [&f, i](auto... indices) { return f(i, indices...); }, std::forward<Fvars>(fvars)...);
  return accumulator;
}
#endif

// f : order -> derivative(order)/factorial(order)
// Use this when you have the polynomial coefficients, rather than just the derivatives. E.g. See atan().
template <typename RealType, size_t Order>
template <typename Func>
fvar<RealType, Order> fvar<RealType, Order>::apply_coefficients(size_t const order, Func const& f) const {
  fvar<RealType, Order> const epsilon = fvar<RealType, Order>(*this).set_root(0);
#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
  size_t i = (std::min)(order, order_sum);
#else  // ODR-use of static constexpr
  size_t i = order < order_sum ? order : order_sum;
#endif
  fvar<RealType, Order> accumulator = f(i);
  while (i--)
    (accumulator *= epsilon) += f(i);
  return accumulator;
}

#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
// f : order -> derivative(order)
template <typename RealType, size_t Order>
template <typename Func, typename Fvar, typename... Fvars>
promote<fvar<RealType, Order>, Fvar, Fvars...> fvar<RealType, Order>::apply_coefficients_nonhorner(
    size_t const order,
    Func const& f,
    Fvar const& cr,
    Fvars&&... fvars) const {
  fvar<RealType, Order> const epsilon = fvar<RealType, Order>(*this).set_root(0);
  fvar<RealType, Order> epsilon_i = fvar<RealType, Order>(1);  // epsilon to the power of i
  promote<fvar<RealType, Order>, Fvar, Fvars...> accumulator = cr.apply_coefficients_nonhorner(
      order,
      [&f](auto... indices) { return f(0, static_cast<std::size_t>(indices)...); },
      std::forward<Fvars>(fvars)...);
  size_t const i_max = (std::min)(order, order_sum);
  for (size_t i = 1; i <= i_max; ++i) {
    epsilon_i = epsilon_i.epsilon_multiply(i - 1, 0, epsilon, 1, 0);
    accumulator += epsilon_i.epsilon_multiply(
        i,
        0,
        cr.apply_coefficients_nonhorner(
            order - i,
            [&f, i](auto... indices) { return f(i, static_cast<std::size_t>(indices)...); },
            std::forward<Fvars>(fvars)...),
        0,
        0);
  }
  return accumulator;
}
#endif

// f : order -> coefficient(order)
template <typename RealType, size_t Order>
template <typename Func>
fvar<RealType, Order> fvar<RealType, Order>::apply_coefficients_nonhorner(size_t const order,
                                                                          Func const& f) const {
  fvar<RealType, Order> const epsilon = fvar<RealType, Order>(*this).set_root(0);
  fvar<RealType, Order> epsilon_i = fvar<RealType, Order>(1);  // epsilon to the power of i
  fvar<RealType, Order> accumulator = fvar<RealType, Order>(f(0u));
#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
  size_t const i_max = (std::min)(order, order_sum);
#else  // ODR-use of static constexpr
  size_t const i_max = order < order_sum ? order : order_sum;
#endif
  for (size_t i = 1; i <= i_max; ++i) {
    epsilon_i = epsilon_i.epsilon_multiply(i - 1, 0, epsilon, 1, 0);
    accumulator += epsilon_i.epsilon_multiply(i, 0, f(i));
  }
  return accumulator;
}

#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
// f : order -> derivative(order)
template <typename RealType, size_t Order>
template <typename Func, typename Fvar, typename... Fvars>
promote<fvar<RealType, Order>, Fvar, Fvars...> fvar<RealType, Order>::apply_derivatives(
    size_t const order,
    Func const& f,
    Fvar const& cr,
    Fvars&&... fvars) const {
  fvar<RealType, Order> const epsilon = fvar<RealType, Order>(*this).set_root(0);
  size_t i = (std::min)(order, order_sum);
  promote<fvar<RealType, Order>, Fvar, Fvars...> accumulator =
      cr.apply_derivatives(
          order - i, [&f, i](auto... indices) { return f(i, indices...); }, std::forward<Fvars>(fvars)...) /
      factorial<root_type>(static_cast<unsigned>(i));
  while (i--)
    (accumulator *= epsilon) +=
        cr.apply_derivatives(
            order - i, [&f, i](auto... indices) { return f(i, indices...); }, std::forward<Fvars>(fvars)...) /
        factorial<root_type>(static_cast<unsigned>(i));
  return accumulator;
}
#endif

// f : order -> derivative(order)
template <typename RealType, size_t Order>
template <typename Func>
fvar<RealType, Order> fvar<RealType, Order>::apply_derivatives(size_t const order, Func const& f) const {
  fvar<RealType, Order> const epsilon = fvar<RealType, Order>(*this).set_root(0);
#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
  size_t i = (std::min)(order, order_sum);
#else  // ODR-use of static constexpr
  size_t i = order < order_sum ? order : order_sum;
#endif
  fvar<RealType, Order> accumulator = f(i) / factorial<root_type>(static_cast<unsigned>(i));
  while (i--)
    (accumulator *= epsilon) += f(i) / factorial<root_type>(static_cast<unsigned>(i));
  return accumulator;
}

#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
// f : order -> derivative(order)
template <typename RealType, size_t Order>
template <typename Func, typename Fvar, typename... Fvars>
promote<fvar<RealType, Order>, Fvar, Fvars...> fvar<RealType, Order>::apply_derivatives_nonhorner(
    size_t const order,
    Func const& f,
    Fvar const& cr,
    Fvars&&... fvars) const {
  fvar<RealType, Order> const epsilon = fvar<RealType, Order>(*this).set_root(0);
  fvar<RealType, Order> epsilon_i = fvar<RealType, Order>(1);  // epsilon to the power of i
  promote<fvar<RealType, Order>, Fvar, Fvars...> accumulator = cr.apply_derivatives_nonhorner(
      order,
      [&f](auto... indices) { return f(0, static_cast<std::size_t>(indices)...); },
      std::forward<Fvars>(fvars)...);
  size_t const i_max = (std::min)(order, order_sum);
  for (size_t i = 1; i <= i_max; ++i) {
    epsilon_i = epsilon_i.epsilon_multiply(i - 1, 0, epsilon, 1, 0);
    accumulator += epsilon_i.epsilon_multiply(
        i,
        0,
        cr.apply_derivatives_nonhorner(
            order - i,
            [&f, i](auto... indices) { return f(i, static_cast<std::size_t>(indices)...); },
            std::forward<Fvars>(fvars)...) /
            factorial<root_type>(static_cast<unsigned>(i)),
        0,
        0);
  }
  return accumulator;
}
#endif

// f : order -> derivative(order)
template <typename RealType, size_t Order>
template <typename Func>
fvar<RealType, Order> fvar<RealType, Order>::apply_derivatives_nonhorner(size_t const order,
                                                                         Func const& f) const {
  fvar<RealType, Order> const epsilon = fvar<RealType, Order>(*this).set_root(0);
  fvar<RealType, Order> epsilon_i = fvar<RealType, Order>(1);  // epsilon to the power of i
  fvar<RealType, Order> accumulator = fvar<RealType, Order>(f(0u));
#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
  size_t const i_max = (std::min)(order, order_sum);
#else  // ODR-use of static constexpr
  size_t const i_max = order < order_sum ? order : order_sum;
#endif
  for (size_t i = 1; i <= i_max; ++i) {
    epsilon_i = epsilon_i.epsilon_multiply(i - 1, 0, epsilon, 1, 0);
    accumulator += epsilon_i.epsilon_multiply(i, 0, f(i) / factorial<root_type>(static_cast<unsigned>(i)));
  }
  return accumulator;
}

#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
// Can throw "std::out_of_range: array::at: __n (which is 7) >= _Nm (which is 7)"
template <typename RealType, size_t Order>
template <typename... Orders>
get_type_at<RealType, sizeof...(Orders)> fvar<RealType, Order>::at(size_t order, Orders... orders) const {
  if constexpr (0 < sizeof...(Orders))
    return v.at(order).at(static_cast<std::size_t>(orders)...);
  else
    return v.at(order);
}
#endif

#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
// Can throw "std::out_of_range: array::at: __n (which is 7) >= _Nm (which is 7)"
template <typename RealType, size_t Order>
template <typename... Orders>
get_type_at<fvar<RealType, Order>, sizeof...(Orders)> fvar<RealType, Order>::derivative(
    Orders... orders) const {
  static_assert(sizeof...(Orders) <= depth,
                "Number of parameters to derivative(...) cannot exceed fvar::depth.");
  return at(static_cast<std::size_t>(orders)...) *
         (... * factorial<root_type>(static_cast<unsigned>(orders)));
}
#endif

template <typename RealType, size_t Order>
const RealType& fvar<RealType, Order>::operator[](size_t i) const {
  return v[i];
}

template <typename RealType, size_t Order>
RealType fvar<RealType, Order>::epsilon_inner_product(size_t z0,
                                                      size_t const isum0,
                                                      size_t const m0,
                                                      fvar<RealType, Order> const& cr,
                                                      size_t z1,
                                                      size_t const isum1,
                                                      size_t const m1,
                                                      size_t const j) const {
  static_assert(is_fvar<RealType>::value, "epsilon_inner_product() must have 1 < depth.");
  RealType accumulator = RealType();
  auto const i0_max = m1 < j ? j - m1 : 0;
  for (auto i0 = m0, i1 = j - m0; i0 <= i0_max; ++i0, --i1)
    accumulator += v[i0].epsilon_multiply(z0, isum0 + i0, cr.v[i1], z1, isum1 + i1);
  return accumulator;
}

#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
template <typename RealType, size_t Order>
fvar<RealType, Order> fvar<RealType, Order>::epsilon_multiply(size_t z0,
                                                              size_t isum0,
                                                              fvar<RealType, Order> const& cr,
                                                              size_t z1,
                                                              size_t isum1) const {
  using diff_t = typename std::array<RealType, Order + 1>::difference_type;
  RealType const zero(0);
  size_t const m0 = order_sum + isum0 < Order + z0 ? Order + z0 - (order_sum + isum0) : 0;
  size_t const m1 = order_sum + isum1 < Order + z1 ? Order + z1 - (order_sum + isum1) : 0;
  size_t const i_max = m0 + m1 < Order ? Order - (m0 + m1) : 0;
  fvar<RealType, Order> retval = fvar<RealType, Order>();
  if constexpr (is_fvar<RealType>::value)
    for (size_t i = 0, j = Order; i <= i_max; ++i, --j)
      retval.v[j] = epsilon_inner_product(z0, isum0, m0, cr, z1, isum1, m1, j);
  else
    for (size_t i = 0, j = Order; i <= i_max; ++i, --j)
      retval.v[j] = std::inner_product(
          v.cbegin() + diff_t(m0), v.cend() - diff_t(i + m1), cr.v.crbegin() + diff_t(i + m0), zero);
  return retval;
}
#endif

#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
// When called from outside this method, z0 should be non-zero. Otherwise if z0=0 then it will give an
// incorrect result of 0 when the root value is 0 and ca=inf, when instead the correct product is nan.
// If z0=0 then use the regular multiply operator*() instead.
template <typename RealType, size_t Order>
fvar<RealType, Order> fvar<RealType, Order>::epsilon_multiply(size_t z0,
                                                              size_t isum0,
                                                              root_type const& ca) const {
  fvar<RealType, Order> retval(*this);
  size_t const m0 = order_sum + isum0 < Order + z0 ? Order + z0 - (order_sum + isum0) : 0;
  if constexpr (is_fvar<RealType>::value)
    for (size_t i = m0; i <= Order; ++i)
      retval.v[i] = retval.v[i].epsilon_multiply(z0, isum0 + i, ca);
  else
    for (size_t i = m0; i <= Order; ++i)
      if (retval.v[i] != static_cast<RealType>(0))
        retval.v[i] *= ca;
  return retval;
}
#endif

template <typename RealType, size_t Order>
fvar<RealType, Order> fvar<RealType, Order>::inverse() const {
  return static_cast<root_type>(*this) == 0 ? inverse_apply() : 1 / *this;
}

#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
template <typename RealType, size_t Order>
fvar<RealType, Order>& fvar<RealType, Order>::negate() {
  if constexpr (is_fvar<RealType>::value)
    std::for_each(v.begin(), v.end(), [](RealType& r) { r.negate(); });
  else
    std::for_each(v.begin(), v.end(), [](RealType& a) { a = -a; });
  return *this;
}
#endif

// This gives log(0.0) = depth(1)(-inf,inf,-inf,inf,-inf,inf)
// 1 / *this: log(0.0) = depth(1)(-inf,inf,-inf,-nan,-nan,-nan)
template <typename RealType, size_t Order>
fvar<RealType, Order> fvar<RealType, Order>::inverse_apply() const {
  root_type derivatives[order_sum + 1];  // LCOV_EXCL_LINE This causes a false negative on lcov coverage test.
  root_type const x0 = static_cast<root_type>(*this);
  *derivatives = 1 / x0;
  for (size_t i = 1; i <= order_sum; ++i)
    derivatives[i] = -derivatives[i - 1] * i / x0;
  return apply_derivatives_nonhorner(order_sum, [&derivatives](size_t j) { return derivatives[j]; });
}

#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
template <typename RealType, size_t Order>
fvar<RealType, Order>& fvar<RealType, Order>::multiply_assign_by_root_type(bool is_root,
                                                                           root_type const& ca) {
  auto itr = v.begin();
  if constexpr (is_fvar<RealType>::value) {
    itr->multiply_assign_by_root_type(is_root, ca);
    for (++itr; itr != v.end(); ++itr)
      itr->multiply_assign_by_root_type(false, ca);
  } else {
    if (is_root || *itr != 0)
      *itr *= ca;  // Skip multiplication of 0 by ca=inf to avoid nan, except when is_root.
    for (++itr; itr != v.end(); ++itr)
      if (*itr != 0)
        *itr *= ca;
  }
  return *this;
}
#endif

template <typename RealType, size_t Order>
fvar<RealType, Order>::operator root_type() const {
  return static_cast<root_type>(v.front());
}

template <typename RealType, size_t Order>
template <typename T, typename>
fvar<RealType, Order>::operator T() const {
  return static_cast<T>(static_cast<root_type>(v.front()));
}

#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
template <typename RealType, size_t Order>
fvar<RealType, Order>& fvar<RealType, Order>::set_root(root_type const& root) {
  if constexpr (is_fvar<RealType>::value)
    v.front().set_root(root);
  else
    v.front() = root;
  return *this;
}
#endif

// Standard Library Support Requirements

template <typename RealType, size_t Order>
fvar<RealType, Order> fabs(fvar<RealType, Order> const& cr) {
  typename fvar<RealType, Order>::root_type const zero(0);
  return cr < zero ? -cr
                   : cr == zero ? fvar<RealType, Order>()  // Canonical fabs'(0) = 0.
                                : cr;                      // Propagate NaN.
}

template <typename RealType, size_t Order>
fvar<RealType, Order> abs(fvar<RealType, Order> const& cr) {
  return fabs(cr);
}

template <typename RealType, size_t Order>
fvar<RealType, Order> ceil(fvar<RealType, Order> const& cr) {
  using std::ceil;
  return fvar<RealType, Order>(ceil(static_cast<typename fvar<RealType, Order>::root_type>(cr)));
}

template <typename RealType, size_t Order>
fvar<RealType, Order> floor(fvar<RealType, Order> const& cr) {
  using std::floor;
  return fvar<RealType, Order>(floor(static_cast<typename fvar<RealType, Order>::root_type>(cr)));
}

template <typename RealType, size_t Order>
fvar<RealType, Order> exp(fvar<RealType, Order> const& cr) {
  using std::exp;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  using root_type = typename fvar<RealType, Order>::root_type;
  root_type const d0 = exp(static_cast<root_type>(cr));
  return cr.apply_derivatives(order, [&d0](size_t) { return d0; });
}

template <typename RealType, size_t Order>
fvar<RealType, Order> pow(fvar<RealType, Order> const& x,
                          typename fvar<RealType, Order>::root_type const& y) {
  using std::pow;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const x0 = static_cast<root_type>(x);
  root_type derivatives[order + 1]{pow(x0, y)};
  for (size_t i = 0; i < order && y - i != 0; ++i)
    derivatives[i + 1] = (y - i) * derivatives[i] / x0;
  return x.apply_derivatives(order, [&derivatives](size_t i) { return derivatives[i]; });
}

template <typename RealType, size_t Order>
fvar<RealType, Order> pow(typename fvar<RealType, Order>::root_type const& x,
                          fvar<RealType, Order> const& y) {
  BOOST_MATH_STD_USING
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const y0 = static_cast<root_type>(y);
  root_type derivatives[order + 1];
  *derivatives = pow(x, y0);
  root_type const logx = log(x);
  for (size_t i = 0; i < order; ++i)
    derivatives[i + 1] = derivatives[i] * logx;
  return y.apply_derivatives(order, [&derivatives](size_t i) { return derivatives[i]; });
}

template <typename RealType1, size_t Order1, typename RealType2, size_t Order2>
promote<fvar<RealType1, Order1>, fvar<RealType2, Order2>> pow(fvar<RealType1, Order1> const& x,
                                                              fvar<RealType2, Order2> const& y) {
  BOOST_MATH_STD_USING
  using return_type = promote<fvar<RealType1, Order1>, fvar<RealType2, Order2>>;
  using root_type = typename return_type::root_type;
  constexpr size_t order = return_type::order_sum;
  root_type const x0 = static_cast<root_type>(x);
  root_type const y0 = static_cast<root_type>(y);
  root_type dxydx[order + 1]{pow(x0, y0)};
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return return_type(*dxydx);
  else {
    for (size_t i = 0; i < order && y0 - i != 0; ++i)
      dxydx[i + 1] = (y0 - i) * dxydx[i] / x0;
    std::array<fvar<root_type, order>, order + 1> lognx;
    lognx.front() = fvar<root_type, order>(1);
#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
    lognx[1] = log(make_fvar<root_type, order>(x0));
#else  // for compilers that compile this branch when order=0.
    lognx[(std::min)(size_t(1), order)] = log(make_fvar<root_type, order>(x0));
#endif
    for (size_t i = 1; i < order; ++i)
      lognx[i + 1] = lognx[i] * lognx[1];
    auto const f = [&dxydx, &lognx](size_t i, size_t j) {
      size_t binomial = 1;
      root_type sum = dxydx[i] * static_cast<root_type>(lognx[j]);
      for (size_t k = 1; k <= i; ++k) {
        (binomial *= (i - k + 1)) /= k;  // binomial_coefficient(i,k)
        sum += binomial * dxydx[i - k] * lognx[j].derivative(k);
      }
      return sum;
    };
    if (fabs(x0) < std::numeric_limits<root_type>::epsilon())
      return x.apply_derivatives_nonhorner(order, f, y);
    return x.apply_derivatives(order, f, y);
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> sqrt(fvar<RealType, Order> const& cr) {
  using std::sqrt;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type derivatives[order + 1];
  root_type const x = static_cast<root_type>(cr);
  *derivatives = sqrt(x);
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(*derivatives);
  else {
    root_type numerator = 0.5;
    root_type powers = 1;
#ifndef BOOST_NO_CXX17_IF_CONSTEXPR
    derivatives[1] = numerator / *derivatives;
#else  // for compilers that compile this branch when order=0.
    derivatives[(std::min)(size_t(1), order)] = numerator / *derivatives;
#endif
    using diff_t = typename std::array<RealType, Order + 1>::difference_type;
    for (size_t i = 2; i <= order; ++i) {
      numerator *= static_cast<root_type>(-0.5) * ((static_cast<diff_t>(i) << 1) - 3);
      powers *= x;
      derivatives[i] = numerator / (powers * *derivatives);
    }
    auto const f = [&derivatives](size_t i) { return derivatives[i]; };
    if (cr < std::numeric_limits<root_type>::epsilon())
      return cr.apply_derivatives_nonhorner(order, f);
    return cr.apply_derivatives(order, f);
  }
}

// Natural logarithm. If cr==0 then derivative(i) may have nans due to nans from inverse().
template <typename RealType, size_t Order>
fvar<RealType, Order> log(fvar<RealType, Order> const& cr) {
  using std::log;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = log(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    auto const d1 = make_fvar<root_type, order - 1>(static_cast<root_type>(cr)).inverse();  // log'(x) = 1 / x
    return cr.apply_coefficients_nonhorner(order, [&d0, &d1](size_t i) { return i ? d1[i - 1] / i : d0; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> frexp(fvar<RealType, Order> const& cr, int* exp) {
  using std::exp2;
  using std::frexp;
  using root_type = typename fvar<RealType, Order>::root_type;
  frexp(static_cast<root_type>(cr), exp);
  return cr * static_cast<root_type>(exp2(-*exp));
}

template <typename RealType, size_t Order>
fvar<RealType, Order> ldexp(fvar<RealType, Order> const& cr, int exp) {
  // argument to std::exp2 must be casted to root_type, otherwise std::exp2 returns double (always)
  using std::exp2;
  return cr * exp2(static_cast<typename fvar<RealType, Order>::root_type>(exp));
}

template <typename RealType, size_t Order>
fvar<RealType, Order> cos(fvar<RealType, Order> const& cr) {
  BOOST_MATH_STD_USING
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = cos(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    root_type const d1 = -sin(static_cast<root_type>(cr));
    root_type const derivatives[4]{d0, d1, -d0, -d1};
    return cr.apply_derivatives(order, [&derivatives](size_t i) { return derivatives[i & 3]; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> sin(fvar<RealType, Order> const& cr) {
  BOOST_MATH_STD_USING
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = sin(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    root_type const d1 = cos(static_cast<root_type>(cr));
    root_type const derivatives[4]{d0, d1, -d0, -d1};
    return cr.apply_derivatives(order, [&derivatives](size_t i) { return derivatives[i & 3]; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> asin(fvar<RealType, Order> const& cr) {
  using std::asin;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = asin(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    auto x = make_fvar<root_type, order - 1>(static_cast<root_type>(cr));
    auto const d1 = sqrt((x *= x).negate() += 1).inverse();  // asin'(x) = 1 / sqrt(1-x*x).
    return cr.apply_coefficients_nonhorner(order, [&d0, &d1](size_t i) { return i ? d1[i - 1] / i : d0; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> tan(fvar<RealType, Order> const& cr) {
  using std::tan;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = tan(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    auto c = cos(make_fvar<root_type, order - 1>(static_cast<root_type>(cr)));
    auto const d1 = (c *= c).inverse();  // tan'(x) = 1 / cos(x)^2
    return cr.apply_coefficients_nonhorner(order, [&d0, &d1](size_t i) { return i ? d1[i - 1] / i : d0; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> atan(fvar<RealType, Order> const& cr) {
  using std::atan;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = atan(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    auto x = make_fvar<root_type, order - 1>(static_cast<root_type>(cr));
    auto const d1 = ((x *= x) += 1).inverse();  // atan'(x) = 1 / (x*x+1).
    return cr.apply_coefficients(order, [&d0, &d1](size_t i) { return i ? d1[i - 1] / i : d0; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> atan2(fvar<RealType, Order> const& cr,
                            typename fvar<RealType, Order>::root_type const& ca) {
  using std::atan2;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = atan2(static_cast<root_type>(cr), ca);
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    auto y = make_fvar<root_type, order - 1>(static_cast<root_type>(cr));
    auto const d1 = ca / ((y *= y) += (ca * ca));  // (d/dy)atan2(y,x) = x / (y*y+x*x)
    return cr.apply_coefficients(order, [&d0, &d1](size_t i) { return i ? d1[i - 1] / i : d0; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> atan2(typename fvar<RealType, Order>::root_type const& ca,
                            fvar<RealType, Order> const& cr) {
  using std::atan2;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = atan2(ca, static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    auto x = make_fvar<root_type, order - 1>(static_cast<root_type>(cr));
    auto const d1 = -ca / ((x *= x) += (ca * ca));  // (d/dx)atan2(y,x) = -y / (x*x+y*y)
    return cr.apply_coefficients(order, [&d0, &d1](size_t i) { return i ? d1[i - 1] / i : d0; });
  }
}

template <typename RealType1, size_t Order1, typename RealType2, size_t Order2>
promote<fvar<RealType1, Order1>, fvar<RealType2, Order2>> atan2(fvar<RealType1, Order1> const& cr1,
                                                                fvar<RealType2, Order2> const& cr2) {
  using std::atan2;
  using return_type = promote<fvar<RealType1, Order1>, fvar<RealType2, Order2>>;
  using root_type = typename return_type::root_type;
  constexpr size_t order = return_type::order_sum;
  root_type const y = static_cast<root_type>(cr1);
  root_type const x = static_cast<root_type>(cr2);
  root_type const d00 = atan2(y, x);
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return return_type(d00);
  else {
    constexpr size_t order1 = fvar<RealType1, Order1>::order_sum;
    constexpr size_t order2 = fvar<RealType2, Order2>::order_sum;
    auto x01 = make_fvar<typename fvar<RealType2, Order2>::root_type, order2 - 1>(x);
    auto const d01 = -y / ((x01 *= x01) += (y * y));
    auto y10 = make_fvar<typename fvar<RealType1, Order1>::root_type, order1 - 1>(y);
    auto x10 = make_fvar<typename fvar<RealType2, Order2>::root_type, 0, order2>(x);
    auto const d10 = x10 / ((x10 * x10) + (y10 *= y10));
    auto const f = [&d00, &d01, &d10](size_t i, size_t j) {
      return i ? d10[i - 1][j] / i : j ? d01[j - 1] / j : d00;
    };
    return cr1.apply_coefficients(order, f, cr2);
  }
}

template <typename RealType1, size_t Order1, typename RealType2, size_t Order2>
promote<fvar<RealType1, Order1>, fvar<RealType2, Order2>> fmod(fvar<RealType1, Order1> const& cr1,
                                                               fvar<RealType2, Order2> const& cr2) {
  using boost::math::trunc;
  auto const numer = static_cast<typename fvar<RealType1, Order1>::root_type>(cr1);
  auto const denom = static_cast<typename fvar<RealType2, Order2>::root_type>(cr2);
  return cr1 - cr2 * trunc(numer / denom);
}

template <typename RealType, size_t Order>
fvar<RealType, Order> round(fvar<RealType, Order> const& cr) {
  using boost::math::round;
  return fvar<RealType, Order>(round(static_cast<typename fvar<RealType, Order>::root_type>(cr)));
}

template <typename RealType, size_t Order>
int iround(fvar<RealType, Order> const& cr) {
  using boost::math::iround;
  return iround(static_cast<typename fvar<RealType, Order>::root_type>(cr));
}

template <typename RealType, size_t Order>
long lround(fvar<RealType, Order> const& cr) {
  using boost::math::lround;
  return lround(static_cast<typename fvar<RealType, Order>::root_type>(cr));
}

template <typename RealType, size_t Order>
long long llround(fvar<RealType, Order> const& cr) {
  using boost::math::llround;
  return llround(static_cast<typename fvar<RealType, Order>::root_type>(cr));
}

template <typename RealType, size_t Order>
fvar<RealType, Order> trunc(fvar<RealType, Order> const& cr) {
  using boost::math::trunc;
  return fvar<RealType, Order>(trunc(static_cast<typename fvar<RealType, Order>::root_type>(cr)));
}

template <typename RealType, size_t Order>
long double truncl(fvar<RealType, Order> const& cr) {
  using std::truncl;
  return truncl(static_cast<typename fvar<RealType, Order>::root_type>(cr));
}

template <typename RealType, size_t Order>
int itrunc(fvar<RealType, Order> const& cr) {
  using boost::math::itrunc;
  return itrunc(static_cast<typename fvar<RealType, Order>::root_type>(cr));
}

template <typename RealType, size_t Order>
long long lltrunc(fvar<RealType, Order> const& cr) {
  using boost::math::lltrunc;
  return lltrunc(static_cast<typename fvar<RealType, Order>::root_type>(cr));
}

template <typename RealType, size_t Order>
std::ostream& operator<<(std::ostream& out, fvar<RealType, Order> const& cr) {
  out << "depth(" << cr.depth << ")(" << cr.v.front();
  for (size_t i = 1; i <= Order; ++i)
    out << ',' << cr.v[i];
  return out << ')';
}

// Additional functions

template <typename RealType, size_t Order>
fvar<RealType, Order> acos(fvar<RealType, Order> const& cr) {
  using std::acos;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = acos(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    auto x = make_fvar<root_type, order - 1>(static_cast<root_type>(cr));
    auto const d1 = sqrt((x *= x).negate() += 1).inverse().negate();  // acos'(x) = -1 / sqrt(1-x*x).
    return cr.apply_coefficients(order, [&d0, &d1](size_t i) { return i ? d1[i - 1] / i : d0; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> acosh(fvar<RealType, Order> const& cr) {
  using boost::math::acosh;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = acosh(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    auto x = make_fvar<root_type, order - 1>(static_cast<root_type>(cr));
    auto const d1 = sqrt((x *= x) -= 1).inverse();  // acosh'(x) = 1 / sqrt(x*x-1).
    return cr.apply_coefficients(order, [&d0, &d1](size_t i) { return i ? d1[i - 1] / i : d0; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> asinh(fvar<RealType, Order> const& cr) {
  using boost::math::asinh;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = asinh(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    auto x = make_fvar<root_type, order - 1>(static_cast<root_type>(cr));
    auto const d1 = sqrt((x *= x) += 1).inverse();  // asinh'(x) = 1 / sqrt(x*x+1).
    return cr.apply_coefficients(order, [&d0, &d1](size_t i) { return i ? d1[i - 1] / i : d0; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> atanh(fvar<RealType, Order> const& cr) {
  using boost::math::atanh;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = atanh(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    auto x = make_fvar<root_type, order - 1>(static_cast<root_type>(cr));
    auto const d1 = ((x *= x).negate() += 1).inverse();  // atanh'(x) = 1 / (1-x*x)
    return cr.apply_coefficients(order, [&d0, &d1](size_t i) { return i ? d1[i - 1] / i : d0; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> cosh(fvar<RealType, Order> const& cr) {
  BOOST_MATH_STD_USING
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = cosh(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    root_type const derivatives[2]{d0, sinh(static_cast<root_type>(cr))};
    return cr.apply_derivatives(order, [&derivatives](size_t i) { return derivatives[i & 1]; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> digamma(fvar<RealType, Order> const& cr) {
  using boost::math::digamma;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const x = static_cast<root_type>(cr);
  root_type const d0 = digamma(x);
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    static_assert(order <= static_cast<size_t>((std::numeric_limits<int>::max)()),
                  "order exceeds maximum derivative for boost::math::polygamma().");
    return cr.apply_derivatives(
        order, [&x, &d0](size_t i) { return i ? boost::math::polygamma(static_cast<int>(i), x) : d0; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> erf(fvar<RealType, Order> const& cr) {
  using boost::math::erf;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = erf(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    auto x = make_fvar<root_type, order - 1>(static_cast<root_type>(cr));  // d1 = 2/sqrt(pi)*exp(-x*x)
    auto const d1 = 2 * constants::one_div_root_pi<root_type>() * exp((x *= x).negate());
    return cr.apply_coefficients(order, [&d0, &d1](size_t i) { return i ? d1[i - 1] / i : d0; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> erfc(fvar<RealType, Order> const& cr) {
  using boost::math::erfc;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = erfc(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    auto x = make_fvar<root_type, order - 1>(static_cast<root_type>(cr));  // erfc'(x) = -erf'(x)
    auto const d1 = -2 * constants::one_div_root_pi<root_type>() * exp((x *= x).negate());
    return cr.apply_coefficients(order, [&d0, &d1](size_t i) { return i ? d1[i - 1] / i : d0; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> lambert_w0(fvar<RealType, Order> const& cr) {
  using std::exp;
  using boost::math::lambert_w0;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type derivatives[order + 1];
  *derivatives = lambert_w0(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(*derivatives);
  else {
    root_type const expw = exp(*derivatives);
    derivatives[1] = 1 / (static_cast<root_type>(cr) + expw);
    if BOOST_AUTODIFF_IF_CONSTEXPR (order == 1)
      return cr.apply_derivatives_nonhorner(order, [&derivatives](size_t i) { return derivatives[i]; });
    else {
      using diff_t = typename std::array<RealType, Order + 1>::difference_type;
      root_type d1powers = derivatives[1] * derivatives[1];
      root_type const x = derivatives[1] * expw;
      derivatives[2] = d1powers * (-1 - x);
      std::array<root_type, order> coef{{-1, -1}};  // as in derivatives[2].
      for (size_t n = 3; n <= order; ++n) {
        coef[n - 1] = coef[n - 2] * -static_cast<root_type>(2 * n - 3);
        for (size_t j = n - 2; j != 0; --j)
          (coef[j] *= -static_cast<root_type>(n - 1)) -= (n + j - 2) * coef[j - 1];
        coef[0] *= -static_cast<root_type>(n - 1);
        d1powers *= derivatives[1];
        derivatives[n] =
            d1powers * std::accumulate(coef.crend() - diff_t(n - 1),
                                       coef.crend(),
                                       coef[n - 1],
                                       [&x](root_type const& a, root_type const& b) { return a * x + b; });
      }
      return cr.apply_derivatives_nonhorner(order, [&derivatives](size_t i) { return derivatives[i]; });
    }
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> lgamma(fvar<RealType, Order> const& cr) {
  using std::lgamma;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const x = static_cast<root_type>(cr);
  root_type const d0 = lgamma(x);
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(d0);
  else {
    static_assert(order <= static_cast<size_t>((std::numeric_limits<int>::max)()) + 1,
                  "order exceeds maximum derivative for boost::math::polygamma().");
    return cr.apply_derivatives(
        order, [&x, &d0](size_t i) { return i ? boost::math::polygamma(static_cast<int>(i - 1), x) : d0; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> sinc(fvar<RealType, Order> const& cr) {
  if (cr != 0)
    return sin(cr) / cr;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type taylor[order + 1]{1};  // sinc(0) = 1
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(*taylor);
  else {
    for (size_t n = 2; n <= order; n += 2)
      taylor[n] = (1 - static_cast<int>(n & 2)) / factorial<root_type>(static_cast<unsigned>(n + 1));
    return cr.apply_coefficients_nonhorner(order, [&taylor](size_t i) { return taylor[i]; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> sinh(fvar<RealType, Order> const& cr) {
  BOOST_MATH_STD_USING
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  root_type const d0 = sinh(static_cast<root_type>(cr));
  if BOOST_AUTODIFF_IF_CONSTEXPR (fvar<RealType, Order>::order_sum == 0)
    return fvar<RealType, Order>(d0);
  else {
    root_type const derivatives[2]{d0, cosh(static_cast<root_type>(cr))};
    return cr.apply_derivatives(order, [&derivatives](size_t i) { return derivatives[i & 1]; });
  }
}

template <typename RealType, size_t Order>
fvar<RealType, Order> tanh(fvar<RealType, Order> const& cr) {
  fvar<RealType, Order> retval = exp(cr * 2);
  fvar<RealType, Order> const denom = retval + 1;
  (retval -= 1) /= denom;
  return retval;
}

template <typename RealType, size_t Order>
fvar<RealType, Order> tgamma(fvar<RealType, Order> const& cr) {
  using std::tgamma;
  using root_type = typename fvar<RealType, Order>::root_type;
  constexpr size_t order = fvar<RealType, Order>::order_sum;
  if BOOST_AUTODIFF_IF_CONSTEXPR (order == 0)
    return fvar<RealType, Order>(tgamma(static_cast<root_type>(cr)));
  else {
    if (cr < 0)
      return constants::pi<root_type>() / (sin(constants::pi<root_type>() * cr) * tgamma(1 - cr));
    return exp(lgamma(cr)).set_root(tgamma(static_cast<root_type>(cr)));
  }
}

}  // namespace detail
}  // namespace autodiff_v1
}  // namespace differentiation
}  // namespace math
}  // namespace boost

namespace std {

// boost::math::tools::digits<RealType>() is handled by this std::numeric_limits<> specialization,
// and similarly for max_value, min_value, log_max_value, log_min_value, and epsilon.
template <typename RealType, size_t Order>
class numeric_limits<boost::math::differentiation::detail::fvar<RealType, Order>>
    : public numeric_limits<typename boost::math::differentiation::detail::fvar<RealType, Order>::root_type> {
};

}  // namespace std

namespace boost {
namespace math {
namespace tools {
namespace detail {

template <typename RealType, std::size_t Order>
using autodiff_fvar_type = differentiation::detail::fvar<RealType, Order>;

template <typename RealType, std::size_t Order>
using autodiff_root_type = typename autodiff_fvar_type<RealType, Order>::root_type;
}  // namespace detail

// See boost/math/tools/promotion.hpp
template <typename RealType0, size_t Order0, typename RealType1, size_t Order1>
struct promote_args_2<detail::autodiff_fvar_type<RealType0, Order0>,
                      detail::autodiff_fvar_type<RealType1, Order1>> {
  using type = detail::autodiff_fvar_type<typename promote_args_2<RealType0, RealType1>::type,
#ifndef BOOST_NO_CXX14_CONSTEXPR
                                          (std::max)(Order0, Order1)>;
#else
        Order0<Order1 ? Order1 : Order0>;
#endif
};

template <typename RealType, size_t Order>
struct promote_args<detail::autodiff_fvar_type<RealType, Order>> {
  using type = detail::autodiff_fvar_type<typename promote_args<RealType>::type, Order>;
};

template <typename RealType0, size_t Order0, typename RealType1>
struct promote_args_2<detail::autodiff_fvar_type<RealType0, Order0>, RealType1> {
  using type = detail::autodiff_fvar_type<typename promote_args_2<RealType0, RealType1>::type, Order0>;
};

template <typename RealType0, typename RealType1, size_t Order1>
struct promote_args_2<RealType0, detail::autodiff_fvar_type<RealType1, Order1>> {
  using type = detail::autodiff_fvar_type<typename promote_args_2<RealType0, RealType1>::type, Order1>;
};

template <typename destination_t, typename RealType, std::size_t Order>
inline BOOST_MATH_CONSTEXPR destination_t real_cast(detail::autodiff_fvar_type<RealType, Order> const& from_v)
    BOOST_NOEXCEPT_IF(BOOST_MATH_IS_FLOAT(destination_t) && BOOST_MATH_IS_FLOAT(RealType)) {
  return real_cast<destination_t>(static_cast<detail::autodiff_root_type<RealType, Order>>(from_v));
}

}  // namespace tools

namespace policies {

template <class Policy, std::size_t Order>
using fvar_t = differentiation::detail::fvar<Policy, Order>;
template <class Policy, std::size_t Order>
struct evaluation<fvar_t<float, Order>, Policy> {
  using type = fvar_t<typename conditional<Policy::promote_float_type::value, double, float>::type, Order>;
};

template <class Policy, std::size_t Order>
struct evaluation<fvar_t<double, Order>, Policy> {
  using type =
      fvar_t<typename conditional<Policy::promote_double_type::value, long double, double>::type, Order>;
};

}  // namespace policies
}  // namespace math
}  // namespace boost

#ifdef BOOST_NO_CXX17_IF_CONSTEXPR
#include "autodiff_cpp11.hpp"
#endif

#endif  // BOOST_MATH_DIFFERENTIATION_AUTODIFF_HPP