| // This file is part of Eigen, a lightweight C++ template library |
| // for linear algebra. |
| // |
| // Copyright (C) 2016 Eugene Brevdo <ebrevdo@gmail.com> |
| // Copyright (C) 2016 Gael Guennebaud <gael.guennebaud@inria.fr> |
| // |
| // This Source Code Form is subject to the terms of the Mozilla |
| // Public License v. 2.0. If a copy of the MPL was not distributed |
| // with this file, You can obtain one at http://mozilla.org/MPL/2.0/. |
| |
| #ifndef EIGEN_SPECIALFUNCTIONS_FUNCTORS_H |
| #define EIGEN_SPECIALFUNCTIONS_FUNCTORS_H |
| |
| namespace Eigen { |
| |
| namespace internal { |
| |
| |
| /** \internal |
| * \brief Template functor to compute the incomplete gamma function igamma(a, x) |
| * |
| * \sa class CwiseBinaryOp, Cwise::igamma |
| */ |
| template<typename Scalar> struct scalar_igamma_op : binary_op_base<Scalar,Scalar> |
| { |
| EIGEN_EMPTY_STRUCT_CTOR(scalar_igamma_op) |
| EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE const Scalar operator() (const Scalar& a, const Scalar& x) const { |
| using numext::igamma; return igamma(a, x); |
| } |
| template<typename Packet> |
| EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a, const Packet& x) const { |
| return internal::pigamma(a, x); |
| } |
| }; |
| template<typename Scalar> |
| struct functor_traits<scalar_igamma_op<Scalar> > { |
| enum { |
| // Guesstimate |
| Cost = 20 * NumTraits<Scalar>::MulCost + 10 * NumTraits<Scalar>::AddCost, |
| PacketAccess = packet_traits<Scalar>::HasIGamma |
| }; |
| }; |
| |
| /** \internal |
| * \brief Template functor to compute the derivative of the incomplete gamma |
| * function igamma_der_a(a, x) |
| * |
| * \sa class CwiseBinaryOp, Cwise::igamma_der_a |
| */ |
| template <typename Scalar> |
| struct scalar_igamma_der_a_op { |
| EIGEN_EMPTY_STRUCT_CTOR(scalar_igamma_der_a_op) |
| EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE const Scalar operator()(const Scalar& a, const Scalar& x) const { |
| using numext::igamma_der_a; |
| return igamma_der_a(a, x); |
| } |
| template <typename Packet> |
| EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a, const Packet& x) const { |
| return internal::pigamma_der_a(a, x); |
| } |
| }; |
| template <typename Scalar> |
| struct functor_traits<scalar_igamma_der_a_op<Scalar> > { |
| enum { |
| // 2x the cost of igamma |
| Cost = 40 * NumTraits<Scalar>::MulCost + 20 * NumTraits<Scalar>::AddCost, |
| PacketAccess = packet_traits<Scalar>::HasIGammaDerA |
| }; |
| }; |
| |
| /** \internal |
| * \brief Template functor to compute the derivative of the sample |
| * of a Gamma(alpha, 1) random variable with respect to the parameter alpha |
| * gamma_sample_der_alpha(alpha, sample) |
| * |
| * \sa class CwiseBinaryOp, Cwise::gamma_sample_der_alpha |
| */ |
| template <typename Scalar> |
| struct scalar_gamma_sample_der_alpha_op { |
| EIGEN_EMPTY_STRUCT_CTOR(scalar_gamma_sample_der_alpha_op) |
| EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE const Scalar operator()(const Scalar& alpha, const Scalar& sample) const { |
| using numext::gamma_sample_der_alpha; |
| return gamma_sample_der_alpha(alpha, sample); |
| } |
| template <typename Packet> |
| EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE const Packet packetOp(const Packet& alpha, const Packet& sample) const { |
| return internal::pgamma_sample_der_alpha(alpha, sample); |
| } |
| }; |
| template <typename Scalar> |
| struct functor_traits<scalar_gamma_sample_der_alpha_op<Scalar> > { |
| enum { |
| // 2x the cost of igamma, minus the lgamma cost (the lgamma cancels out) |
| Cost = 30 * NumTraits<Scalar>::MulCost + 15 * NumTraits<Scalar>::AddCost, |
| PacketAccess = packet_traits<Scalar>::HasGammaSampleDerAlpha |
| }; |
| }; |
| |
| /** \internal |
| * \brief Template functor to compute the complementary incomplete gamma function igammac(a, x) |
| * |
| * \sa class CwiseBinaryOp, Cwise::igammac |
| */ |
| template<typename Scalar> struct scalar_igammac_op : binary_op_base<Scalar,Scalar> |
| { |
| EIGEN_EMPTY_STRUCT_CTOR(scalar_igammac_op) |
| EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE const Scalar operator() (const Scalar& a, const Scalar& x) const { |
| using numext::igammac; return igammac(a, x); |
| } |
| template<typename Packet> |
| EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a, const Packet& x) const |
| { |
| return internal::pigammac(a, x); |
| } |
| }; |
| template<typename Scalar> |
| struct functor_traits<scalar_igammac_op<Scalar> > { |
| enum { |
| // Guesstimate |
| Cost = 20 * NumTraits<Scalar>::MulCost + 10 * NumTraits<Scalar>::AddCost, |
| PacketAccess = packet_traits<Scalar>::HasIGammac |
| }; |
| }; |
| |
| |
| /** \internal |
| * \brief Template functor to compute the incomplete beta integral betainc(a, b, x) |
| * |
| */ |
| template<typename Scalar> struct scalar_betainc_op { |
| EIGEN_EMPTY_STRUCT_CTOR(scalar_betainc_op) |
| EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE const Scalar operator() (const Scalar& x, const Scalar& a, const Scalar& b) const { |
| using numext::betainc; return betainc(x, a, b); |
| } |
| template<typename Packet> |
| EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE const Packet packetOp(const Packet& x, const Packet& a, const Packet& b) const |
| { |
| return internal::pbetainc(x, a, b); |
| } |
| }; |
| template<typename Scalar> |
| struct functor_traits<scalar_betainc_op<Scalar> > { |
| enum { |
| // Guesstimate |
| Cost = 400 * NumTraits<Scalar>::MulCost + 400 * NumTraits<Scalar>::AddCost, |
| PacketAccess = packet_traits<Scalar>::HasBetaInc |
| }; |
| }; |
| |
| |
| /** \internal |
| * \brief Template functor to compute the natural log of the absolute |
| * value of Gamma of a scalar |
| * \sa class CwiseUnaryOp, Cwise::lgamma() |
| */ |
| template<typename Scalar> struct scalar_lgamma_op { |
| EIGEN_EMPTY_STRUCT_CTOR(scalar_lgamma_op) |
| EIGEN_DEVICE_FUNC inline const Scalar operator() (const Scalar& a) const { |
| using numext::lgamma; return lgamma(a); |
| } |
| typedef typename packet_traits<Scalar>::type Packet; |
| EIGEN_DEVICE_FUNC inline Packet packetOp(const Packet& a) const { return internal::plgamma(a); } |
| }; |
| template<typename Scalar> |
| struct functor_traits<scalar_lgamma_op<Scalar> > |
| { |
| enum { |
| // Guesstimate |
| Cost = 10 * NumTraits<Scalar>::MulCost + 5 * NumTraits<Scalar>::AddCost, |
| PacketAccess = packet_traits<Scalar>::HasLGamma |
| }; |
| }; |
| |
| /** \internal |
| * \brief Template functor to compute psi, the derivative of lgamma of a scalar. |
| * \sa class CwiseUnaryOp, Cwise::digamma() |
| */ |
| template<typename Scalar> struct scalar_digamma_op { |
| EIGEN_EMPTY_STRUCT_CTOR(scalar_digamma_op) |
| EIGEN_DEVICE_FUNC inline const Scalar operator() (const Scalar& a) const { |
| using numext::digamma; return digamma(a); |
| } |
| typedef typename packet_traits<Scalar>::type Packet; |
| EIGEN_DEVICE_FUNC inline Packet packetOp(const Packet& a) const { return internal::pdigamma(a); } |
| }; |
| template<typename Scalar> |
| struct functor_traits<scalar_digamma_op<Scalar> > |
| { |
| enum { |
| // Guesstimate |
| Cost = 10 * NumTraits<Scalar>::MulCost + 5 * NumTraits<Scalar>::AddCost, |
| PacketAccess = packet_traits<Scalar>::HasDiGamma |
| }; |
| }; |
| |
| /** \internal |
| * \brief Template functor to compute the Riemann Zeta function of two arguments. |
| * \sa class CwiseUnaryOp, Cwise::zeta() |
| */ |
| template<typename Scalar> struct scalar_zeta_op { |
| EIGEN_EMPTY_STRUCT_CTOR(scalar_zeta_op) |
| EIGEN_DEVICE_FUNC inline const Scalar operator() (const Scalar& x, const Scalar& q) const { |
| using numext::zeta; return zeta(x, q); |
| } |
| typedef typename packet_traits<Scalar>::type Packet; |
| EIGEN_DEVICE_FUNC inline Packet packetOp(const Packet& x, const Packet& q) const { return internal::pzeta(x, q); } |
| }; |
| template<typename Scalar> |
| struct functor_traits<scalar_zeta_op<Scalar> > |
| { |
| enum { |
| // Guesstimate |
| Cost = 10 * NumTraits<Scalar>::MulCost + 5 * NumTraits<Scalar>::AddCost, |
| PacketAccess = packet_traits<Scalar>::HasZeta |
| }; |
| }; |
| |
| /** \internal |
| * \brief Template functor to compute the polygamma function. |
| * \sa class CwiseUnaryOp, Cwise::polygamma() |
| */ |
| template<typename Scalar> struct scalar_polygamma_op { |
| EIGEN_EMPTY_STRUCT_CTOR(scalar_polygamma_op) |
| EIGEN_DEVICE_FUNC inline const Scalar operator() (const Scalar& n, const Scalar& x) const { |
| using numext::polygamma; return polygamma(n, x); |
| } |
| typedef typename packet_traits<Scalar>::type Packet; |
| EIGEN_DEVICE_FUNC inline Packet packetOp(const Packet& n, const Packet& x) const { return internal::ppolygamma(n, x); } |
| }; |
| template<typename Scalar> |
| struct functor_traits<scalar_polygamma_op<Scalar> > |
| { |
| enum { |
| // Guesstimate |
| Cost = 10 * NumTraits<Scalar>::MulCost + 5 * NumTraits<Scalar>::AddCost, |
| PacketAccess = packet_traits<Scalar>::HasPolygamma |
| }; |
| }; |
| |
| /** \internal |
| * \brief Template functor to compute the Gauss error function of a |
| * scalar |
| * \sa class CwiseUnaryOp, Cwise::erf() |
| */ |
| template<typename Scalar> struct scalar_erf_op { |
| EIGEN_EMPTY_STRUCT_CTOR(scalar_erf_op) |
| EIGEN_DEVICE_FUNC inline const Scalar operator() (const Scalar& a) const { |
| using numext::erf; return erf(a); |
| } |
| typedef typename packet_traits<Scalar>::type Packet; |
| EIGEN_DEVICE_FUNC inline Packet packetOp(const Packet& a) const { return internal::perf(a); } |
| }; |
| template<typename Scalar> |
| struct functor_traits<scalar_erf_op<Scalar> > |
| { |
| enum { |
| // Guesstimate |
| Cost = 10 * NumTraits<Scalar>::MulCost + 5 * NumTraits<Scalar>::AddCost, |
| PacketAccess = packet_traits<Scalar>::HasErf |
| }; |
| }; |
| |
| /** \internal |
| * \brief Template functor to compute the Complementary Error Function |
| * of a scalar |
| * \sa class CwiseUnaryOp, Cwise::erfc() |
| */ |
| template<typename Scalar> struct scalar_erfc_op { |
| EIGEN_EMPTY_STRUCT_CTOR(scalar_erfc_op) |
| EIGEN_DEVICE_FUNC inline const Scalar operator() (const Scalar& a) const { |
| using numext::erfc; return erfc(a); |
| } |
| typedef typename packet_traits<Scalar>::type Packet; |
| EIGEN_DEVICE_FUNC inline Packet packetOp(const Packet& a) const { return internal::perfc(a); } |
| }; |
| template<typename Scalar> |
| struct functor_traits<scalar_erfc_op<Scalar> > |
| { |
| enum { |
| // Guesstimate |
| Cost = 10 * NumTraits<Scalar>::MulCost + 5 * NumTraits<Scalar>::AddCost, |
| PacketAccess = packet_traits<Scalar>::HasErfc |
| }; |
| }; |
| |
| /** \internal |
| * \brief Template functor to compute the exponentially scaled modified Bessel |
| * function of order zero |
| * \sa class CwiseUnaryOp, Cwise::i0e() |
| */ |
| template <typename Scalar> |
| struct scalar_i0e_op { |
| EIGEN_EMPTY_STRUCT_CTOR(scalar_i0e_op) |
| EIGEN_DEVICE_FUNC inline const Scalar operator()(const Scalar& x) const { |
| using numext::i0e; |
| return i0e(x); |
| } |
| typedef typename packet_traits<Scalar>::type Packet; |
| EIGEN_DEVICE_FUNC inline Packet packetOp(const Packet& x) const { |
| return internal::pi0e(x); |
| } |
| }; |
| template <typename Scalar> |
| struct functor_traits<scalar_i0e_op<Scalar> > { |
| enum { |
| // On average, a Chebyshev polynomial of order N=20 is computed. |
| // The cost is N multiplications and 2N additions. |
| Cost = 20 * NumTraits<Scalar>::MulCost + 40 * NumTraits<Scalar>::AddCost, |
| PacketAccess = packet_traits<Scalar>::HasI0e |
| }; |
| }; |
| |
| /** \internal |
| * \brief Template functor to compute the exponentially scaled modified Bessel |
| * function of order zero |
| * \sa class CwiseUnaryOp, Cwise::i1e() |
| */ |
| template <typename Scalar> |
| struct scalar_i1e_op { |
| EIGEN_EMPTY_STRUCT_CTOR(scalar_i1e_op) |
| EIGEN_DEVICE_FUNC inline const Scalar operator()(const Scalar& x) const { |
| using numext::i1e; |
| return i1e(x); |
| } |
| typedef typename packet_traits<Scalar>::type Packet; |
| EIGEN_DEVICE_FUNC inline Packet packetOp(const Packet& x) const { |
| return internal::pi1e(x); |
| } |
| }; |
| template <typename Scalar> |
| struct functor_traits<scalar_i1e_op<Scalar> > { |
| enum { |
| // On average, a Chebyshev polynomial of order N=20 is computed. |
| // The cost is N multiplications and 2N additions. |
| Cost = 20 * NumTraits<Scalar>::MulCost + 40 * NumTraits<Scalar>::AddCost, |
| PacketAccess = packet_traits<Scalar>::HasI1e |
| }; |
| }; |
| |
| } // end namespace internal |
| |
| } // end namespace Eigen |
| |
| #endif // EIGEN_SPECIALFUNCTIONS_FUNCTORS_H |