Eigen/Eigen/src/Geometry/Quaternion.h

Go to the documentation of this file.

// This file is part of Eigen, a lightweight C++ template library
// for linear algebra.
//
// Copyright (C) 2008-2010 Gael Guennebaud <gael.guennebaud@inria.fr>
// Copyright (C) 2009 Mathieu Gautier <mathieu.gautier@cea.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_QUATERNION_H
#define EIGEN_QUATERNION_H
// IWYU pragma: private
#include "./InternalHeaderCheck.h"
 
namespace Eigen {
 
/***************************************************************************
 * Definition of QuaternionBase<Derived>
 * The implementation is at the end of the file
 ***************************************************************************/
 
namespace internal {
template <typename Other, int OtherRows = Other::RowsAtCompileTime, int OtherCols = Other::ColsAtCompileTime>
struct quaternionbase_assign_impl;
}
 
template <class Derived>
class QuaternionBase : public RotationBase<Derived, 3> {
 public:
  typedef RotationBase<Derived, 3> Base;
 
  using Base::operator*;
  using Base::derived;
 
  typedef typename internal::traits<Derived>::Scalar Scalar;
  typedef typename NumTraits<Scalar>::Real RealScalar;
  typedef typename internal::traits<Derived>::Coefficients Coefficients;
  typedef typename Coefficients::CoeffReturnType CoeffReturnType;
  typedef std::conditional_t<bool(internal::traits<Derived>::Flags& LvalueBit), Scalar&, CoeffReturnType>
      NonConstCoeffReturnType;
 
  enum { Flags = Eigen::internal::traits<Derived>::Flags };
 
  // typedef typename Matrix<Scalar,4,1> Coefficients;
  typedef Matrix<Scalar, 3, 1> Vector3;
  typedef Matrix<Scalar, 3, 3> Matrix3;
  typedef AngleAxis<Scalar> AngleAxisType;
 
  EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR inline CoeffReturnType x() const { return this->derived().coeffs().coeff(0); }
  EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR inline CoeffReturnType y() const { return this->derived().coeffs().coeff(1); }
  EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR inline CoeffReturnType z() const { return this->derived().coeffs().coeff(2); }
  EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR inline CoeffReturnType w() const { return this->derived().coeffs().coeff(3); }
 
  EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR inline NonConstCoeffReturnType x() { return this->derived().coeffs().x(); }
  EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR inline NonConstCoeffReturnType y() { return this->derived().coeffs().y(); }
  EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR inline NonConstCoeffReturnType z() { return this->derived().coeffs().z(); }
  EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR inline NonConstCoeffReturnType w() { return this->derived().coeffs().w(); }
 
  EIGEN_DEVICE_FUNC inline const VectorBlock<const Coefficients, 3> vec() const { return coeffs().template head<3>(); }
 
  EIGEN_DEVICE_FUNC inline VectorBlock<Coefficients, 3> vec() { return coeffs().template head<3>(); }
 
  EIGEN_DEVICE_FUNC inline const typename internal::traits<Derived>::Coefficients& coeffs() const {
    return derived().coeffs();
  }
 
  EIGEN_DEVICE_FUNC inline typename internal::traits<Derived>::Coefficients& coeffs() { return derived().coeffs(); }
 
  EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE QuaternionBase<Derived>& operator=(const QuaternionBase<Derived>& other);
  template <class OtherDerived>
  EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE Derived& operator=(const QuaternionBase<OtherDerived>& other);
 
  // disabled this copy operator as it is giving very strange compilation errors when compiling
  // test_stdvector with GCC 4.4.2. This looks like a GCC bug though, so feel free to re-enable it if it's
  // useful; however notice that we already have the templated operator= above and e.g. in MatrixBase
  // we didn't have to add, in addition to templated operator=, such a non-templated copy operator.
  //  Derived& operator=(const QuaternionBase& other)
  //  { return operator=<Derived>(other); }
 
  EIGEN_DEVICE_FUNC Derived& operator=(const AngleAxisType& aa);
  template <class OtherDerived>
  EIGEN_DEVICE_FUNC Derived& operator=(const MatrixBase<OtherDerived>& m);
 
  EIGEN_DEVICE_FUNC static inline Quaternion<Scalar> Identity() {
    return Quaternion<Scalar>(Scalar(1), Scalar(0), Scalar(0), Scalar(0));
  }
 
  EIGEN_DEVICE_FUNC inline QuaternionBase& setIdentity() {
    coeffs() << Scalar(0), Scalar(0), Scalar(0), Scalar(1);
    return *this;
  }
 
  EIGEN_DEVICE_FUNC inline Scalar squaredNorm() const { return coeffs().squaredNorm(); }
 
  EIGEN_DEVICE_FUNC inline Scalar norm() const { return coeffs().norm(); }
 
  EIGEN_DEVICE_FUNC inline void normalize() { coeffs().normalize(); }
  EIGEN_DEVICE_FUNC inline Quaternion<Scalar> normalized() const { return Quaternion<Scalar>(coeffs().normalized()); }
 
  template <class OtherDerived>
  EIGEN_DEVICE_FUNC inline Scalar dot(const QuaternionBase<OtherDerived>& other) const {
    return coeffs().dot(other.coeffs());
  }
 
  template <class OtherDerived>
  EIGEN_DEVICE_FUNC Scalar angularDistance(const QuaternionBase<OtherDerived>& other) const;
 
  EIGEN_DEVICE_FUNC inline Matrix3 toRotationMatrix() const;
 
  template <typename Derived1, typename Derived2>
  EIGEN_DEVICE_FUNC Derived& setFromTwoVectors(const MatrixBase<Derived1>& a, const MatrixBase<Derived2>& b);
 
  template <class OtherDerived>
  EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE Quaternion<Scalar> operator*(const QuaternionBase<OtherDerived>& q) const;
  template <class OtherDerived>
  EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE Derived& operator*=(const QuaternionBase<OtherDerived>& q);
 
  EIGEN_DEVICE_FUNC Quaternion<Scalar> inverse() const;
 
  EIGEN_DEVICE_FUNC Quaternion<Scalar> conjugate() const;
 
  template <class OtherDerived>
  EIGEN_DEVICE_FUNC Quaternion<Scalar> slerp(const Scalar& t, const QuaternionBase<OtherDerived>& other) const;
 
  template <class OtherDerived>
  EIGEN_DEVICE_FUNC inline bool operator==(const QuaternionBase<OtherDerived>& other) const {
    return coeffs() == other.coeffs();
  }
 
  template <class OtherDerived>
  EIGEN_DEVICE_FUNC inline bool operator!=(const QuaternionBase<OtherDerived>& other) const {
    return coeffs() != other.coeffs();
  }
 
  template <class OtherDerived>
  EIGEN_DEVICE_FUNC bool isApprox(const QuaternionBase<OtherDerived>& other,
                                  const RealScalar& prec = NumTraits<Scalar>::dummy_precision()) const {
    return coeffs().isApprox(other.coeffs(), prec);
  }
 
  EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE Vector3 _transformVector(const Vector3& v) const;
 
#ifdef EIGEN_PARSED_BY_DOXYGEN
  template <typename NewScalarType>
  EIGEN_DEVICE_FUNC inline typename internal::cast_return_type<Derived, Quaternion<NewScalarType> >::type cast() const;
 
#else
 
  template <typename NewScalarType>
  EIGEN_DEVICE_FUNC inline std::enable_if_t<internal::is_same<Scalar, NewScalarType>::value, const Derived&> cast()
      const {
    return derived();
  }
 
  template <typename NewScalarType>
  EIGEN_DEVICE_FUNC inline std::enable_if_t<!internal::is_same<Scalar, NewScalarType>::value,
                                            Quaternion<NewScalarType> >
  cast() const {
    return Quaternion<NewScalarType>(coeffs().template cast<NewScalarType>());
  }
#endif
 
#ifndef EIGEN_NO_IO
  friend std::ostream& operator<<(std::ostream& s, const QuaternionBase<Derived>& q) {
    s << q.x() << "i + " << q.y() << "j + " << q.z() << "k"
      << " + " << q.w();
    return s;
  }
#endif
 
#ifdef EIGEN_QUATERNIONBASE_PLUGIN
#include EIGEN_QUATERNIONBASE_PLUGIN
#endif
 protected:
  EIGEN_DEFAULT_COPY_CONSTRUCTOR(QuaternionBase)
  EIGEN_DEFAULT_EMPTY_CONSTRUCTOR_AND_DESTRUCTOR(QuaternionBase)
};
 
/***************************************************************************
 * Definition/implementation of Quaternion<Scalar>
 ***************************************************************************/
 
namespace internal {
template <typename Scalar_, int Options_>
struct traits<Quaternion<Scalar_, Options_> > {
  typedef Quaternion<Scalar_, Options_> PlainObject;
  typedef Scalar_ Scalar;
  typedef Matrix<Scalar_, 4, 1, Options_> Coefficients;
  enum { Alignment = internal::traits<Coefficients>::Alignment, Flags = LvalueBit };
};
}  // namespace internal
 
template <typename Scalar_, int Options_>
class Quaternion : public QuaternionBase<Quaternion<Scalar_, Options_> > {
 public:
  typedef QuaternionBase<Quaternion<Scalar_, Options_> > Base;
  enum { NeedsAlignment = internal::traits<Quaternion>::Alignment > 0 };
 
  typedef Scalar_ Scalar;
 
  EIGEN_INHERIT_ASSIGNMENT_OPERATORS(Quaternion)
  using Base::operator*=;
 
  typedef typename internal::traits<Quaternion>::Coefficients Coefficients;
  typedef typename Base::AngleAxisType AngleAxisType;
 
  EIGEN_DEVICE_FUNC inline Quaternion() {}
 
  EIGEN_DEVICE_FUNC inline Quaternion(const Scalar& w, const Scalar& x, const Scalar& y, const Scalar& z)
      : m_coeffs(x, y, z, w) {}
 
  template <typename Derived>
  EIGEN_DEVICE_FUNC inline Quaternion(const Scalar& w, const Eigen::MatrixBase<Derived>& vec)
      : m_coeffs(vec.x(), vec.y(), vec.z(), w) {
    EIGEN_STATIC_ASSERT_VECTOR_SPECIFIC_SIZE(Derived, 3);
  }
 
  EIGEN_DEVICE_FUNC explicit inline Quaternion(const Scalar* data) : m_coeffs(data) {}
 
  template <class Derived>
  EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE Quaternion(const QuaternionBase<Derived>& other) {
    this->Base::operator=(other);
  }
 
  EIGEN_DEVICE_FUNC explicit inline Quaternion(const AngleAxisType& aa) { *this = aa; }
 
  template <typename Derived>
  EIGEN_DEVICE_FUNC explicit inline Quaternion(const MatrixBase<Derived>& other) {
    *this = other;
  }
 
  template <typename OtherScalar, int OtherOptions>
  EIGEN_DEVICE_FUNC explicit inline Quaternion(const Quaternion<OtherScalar, OtherOptions>& other) {
    m_coeffs = other.coeffs().template cast<Scalar>();
  }
 
  // We define a copy constructor, which means we don't get an implicit move constructor or assignment operator.
  EIGEN_DEVICE_FUNC inline Quaternion(Quaternion&& other)
      EIGEN_NOEXCEPT_IF(std::is_nothrow_move_constructible<Scalar>::value)
      : m_coeffs(std::move(other.coeffs())) {}
 
  EIGEN_DEVICE_FUNC Quaternion& operator=(Quaternion&& other)
      EIGEN_NOEXCEPT_IF(std::is_nothrow_move_assignable<Scalar>::value) {
    m_coeffs = std::move(other.coeffs());
    return *this;
  }
 
  EIGEN_DEVICE_FUNC static Quaternion UnitRandom();
 
  template <typename Derived1, typename Derived2>
  EIGEN_DEVICE_FUNC static Quaternion FromTwoVectors(const MatrixBase<Derived1>& a, const MatrixBase<Derived2>& b);
 
  EIGEN_DEVICE_FUNC inline Coefficients& coeffs() { return m_coeffs; }
  EIGEN_DEVICE_FUNC inline const Coefficients& coeffs() const { return m_coeffs; }
 
  EIGEN_MAKE_ALIGNED_OPERATOR_NEW_IF(bool(NeedsAlignment))
 
#ifdef EIGEN_QUATERNION_PLUGIN
#include EIGEN_QUATERNION_PLUGIN
#endif
 
 protected:
  Coefficients m_coeffs;
 
#ifndef EIGEN_PARSED_BY_DOXYGEN
  EIGEN_STATIC_ASSERT((Options_ & DontAlign) == Options_, INVALID_MATRIX_TEMPLATE_PARAMETERS)
#endif
};
 
typedef Quaternion<float> Quaternionf;
typedef Quaternion<double> Quaterniond;
 
/***************************************************************************
 * Specialization of Map<Quaternion<Scalar>>
 ***************************************************************************/
 
namespace internal {
template <typename Scalar_, int Options_>
struct traits<Map<Quaternion<Scalar_>, Options_> >
    : traits<Quaternion<Scalar_, (int(Options_) & Aligned) == Aligned ? AutoAlign : DontAlign> > {
  typedef Map<Matrix<Scalar_, 4, 1>, Options_> Coefficients;
};
}  // namespace internal
 
namespace internal {
template <typename Scalar_, int Options_>
struct traits<Map<const Quaternion<Scalar_>, Options_> >
    : traits<Quaternion<Scalar_, (int(Options_) & Aligned) == Aligned ? AutoAlign : DontAlign> > {
  typedef Map<const Matrix<Scalar_, 4, 1>, Options_> Coefficients;
  typedef traits<Quaternion<Scalar_, (int(Options_) & Aligned) == Aligned ? AutoAlign : DontAlign> > TraitsBase;
  enum { Flags = TraitsBase::Flags & ~LvalueBit };
};
}  // namespace internal
 
template <typename Scalar_, int Options_>
class Map<const Quaternion<Scalar_>, Options_> : public QuaternionBase<Map<const Quaternion<Scalar_>, Options_> > {
 public:
  typedef QuaternionBase<Map<const Quaternion<Scalar_>, Options_> > Base;
 
  typedef Scalar_ Scalar;
  typedef typename internal::traits<Map>::Coefficients Coefficients;
  EIGEN_INHERIT_ASSIGNMENT_OPERATORS(Map)
  using Base::operator*=;
 
  EIGEN_DEVICE_FUNC explicit EIGEN_STRONG_INLINE Map(const Scalar* coeffs) : m_coeffs(coeffs) {}
 
  EIGEN_DEVICE_FUNC inline const Coefficients& coeffs() const { return m_coeffs; }
 
 protected:
  const Coefficients m_coeffs;
};
 
template <typename Scalar_, int Options_>
class Map<Quaternion<Scalar_>, Options_> : public QuaternionBase<Map<Quaternion<Scalar_>, Options_> > {
 public:
  typedef QuaternionBase<Map<Quaternion<Scalar_>, Options_> > Base;
 
  typedef Scalar_ Scalar;
  typedef typename internal::traits<Map>::Coefficients Coefficients;
  EIGEN_INHERIT_ASSIGNMENT_OPERATORS(Map)
  using Base::operator*=;
 
  EIGEN_DEVICE_FUNC explicit EIGEN_STRONG_INLINE Map(Scalar* coeffs) : m_coeffs(coeffs) {}
 
  EIGEN_DEVICE_FUNC inline Coefficients& coeffs() { return m_coeffs; }
  EIGEN_DEVICE_FUNC inline const Coefficients& coeffs() const { return m_coeffs; }
 
 protected:
  Coefficients m_coeffs;
};
 
typedef Map<Quaternion<float>, 0> QuaternionMapf;
typedef Map<Quaternion<double>, 0> QuaternionMapd;
typedef Map<Quaternion<float>, Aligned> QuaternionMapAlignedf;
typedef Map<Quaternion<double>, Aligned> QuaternionMapAlignedd;
 
/***************************************************************************
 * Implementation of QuaternionBase methods
 ***************************************************************************/
 
// Generic Quaternion * Quaternion product
// This product can be specialized for a given architecture via the Arch template argument.
namespace internal {
template <int Arch, class Derived1, class Derived2, typename Scalar>
struct quat_product {
  EIGEN_DEVICE_FUNC static EIGEN_STRONG_INLINE Quaternion<Scalar> run(const QuaternionBase<Derived1>& a,
                                                                      const QuaternionBase<Derived2>& b) {
    return Quaternion<Scalar>(a.w() * b.w() - a.x() * b.x() - a.y() * b.y() - a.z() * b.z(),
                              a.w() * b.x() + a.x() * b.w() + a.y() * b.z() - a.z() * b.y(),
                              a.w() * b.y() + a.y() * b.w() + a.z() * b.x() - a.x() * b.z(),
                              a.w() * b.z() + a.z() * b.w() + a.x() * b.y() - a.y() * b.x());
  }
};
}  // namespace internal
 
template <class Derived>
template <class OtherDerived>
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE Quaternion<typename internal::traits<Derived>::Scalar>
QuaternionBase<Derived>::operator*(const QuaternionBase<OtherDerived>& other) const {
  EIGEN_STATIC_ASSERT(
      (internal::is_same<typename Derived::Scalar, typename OtherDerived::Scalar>::value),
      YOU_MIXED_DIFFERENT_NUMERIC_TYPES__YOU_NEED_TO_USE_THE_CAST_METHOD_OF_MATRIXBASE_TO_CAST_NUMERIC_TYPES_EXPLICITLY)
  return internal::quat_product<Architecture::Target, Derived, OtherDerived,
                                typename internal::traits<Derived>::Scalar>::run(*this, other);
}
 
template <class Derived>
template <class OtherDerived>
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE Derived& QuaternionBase<Derived>::operator*=(
    const QuaternionBase<OtherDerived>& other) {
  derived() = derived() * other.derived();
  return derived();
}
 
template <class Derived>
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE typename QuaternionBase<Derived>::Vector3
QuaternionBase<Derived>::_transformVector(const Vector3& v) const {
  // Note that this algorithm comes from the optimization by hand
  // of the conversion to a Matrix followed by a Matrix/Vector product.
  // It appears to be much faster than the common algorithm found
  // in the literature (30 versus 39 flops). It also requires two
  // Vector3 as temporaries.
  Vector3 uv = this->vec().cross(v);
  uv += uv;
  return v + this->w() * uv + this->vec().cross(uv);
}
 
template <class Derived>
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE QuaternionBase<Derived>& QuaternionBase<Derived>::operator=(
    const QuaternionBase<Derived>& other) {
  coeffs() = other.coeffs();
  return derived();
}
 
template <class Derived>
template <class OtherDerived>
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE Derived& QuaternionBase<Derived>::operator=(
    const QuaternionBase<OtherDerived>& other) {
  coeffs() = other.coeffs();
  return derived();
}
 
template <class Derived>
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE Derived& QuaternionBase<Derived>::operator=(const AngleAxisType& aa) {
  EIGEN_USING_STD(cos)
  EIGEN_USING_STD(sin)
  Scalar ha = Scalar(0.5) * aa.angle();  // Scalar(0.5) to suppress precision loss warnings
  this->w() = cos(ha);
  this->vec() = sin(ha) * aa.axis();
  return derived();
}
 
template <class Derived>
template <class MatrixDerived>
EIGEN_DEVICE_FUNC inline Derived& QuaternionBase<Derived>::operator=(const MatrixBase<MatrixDerived>& xpr) {
  EIGEN_STATIC_ASSERT(
      (internal::is_same<typename Derived::Scalar, typename MatrixDerived::Scalar>::value),
      YOU_MIXED_DIFFERENT_NUMERIC_TYPES__YOU_NEED_TO_USE_THE_CAST_METHOD_OF_MATRIXBASE_TO_CAST_NUMERIC_TYPES_EXPLICITLY)
  internal::quaternionbase_assign_impl<MatrixDerived>::run(*this, xpr.derived());
  return derived();
}
 
template <class Derived>
EIGEN_DEVICE_FUNC inline typename QuaternionBase<Derived>::Matrix3 QuaternionBase<Derived>::toRotationMatrix(
    void) const {
  // NOTE if inlined, then gcc 4.2 and 4.4 get rid of the temporary (not gcc 4.3 !!)
  // if not inlined then the cost of the return by value is huge ~ +35%,
  // however, not inlining this function is an order of magnitude slower, so
  // it has to be inlined, and so the return by value is not an issue
  Matrix3 res;
 
  const Scalar tx = Scalar(2) * this->x();
  const Scalar ty = Scalar(2) * this->y();
  const Scalar tz = Scalar(2) * this->z();
  const Scalar twx = tx * this->w();
  const Scalar twy = ty * this->w();
  const Scalar twz = tz * this->w();
  const Scalar txx = tx * this->x();
  const Scalar txy = ty * this->x();
  const Scalar txz = tz * this->x();
  const Scalar tyy = ty * this->y();
  const Scalar tyz = tz * this->y();
  const Scalar tzz = tz * this->z();
 
  res.coeffRef(0, 0) = Scalar(1) - (tyy + tzz);
  res.coeffRef(0, 1) = txy - twz;
  res.coeffRef(0, 2) = txz + twy;
  res.coeffRef(1, 0) = txy + twz;
  res.coeffRef(1, 1) = Scalar(1) - (txx + tzz);
  res.coeffRef(1, 2) = tyz - twx;
  res.coeffRef(2, 0) = txz - twy;
  res.coeffRef(2, 1) = tyz + twx;
  res.coeffRef(2, 2) = Scalar(1) - (txx + tyy);
 
  return res;
}
 
template <class Derived>
template <typename Derived1, typename Derived2>
EIGEN_DEVICE_FUNC inline Derived& QuaternionBase<Derived>::setFromTwoVectors(const MatrixBase<Derived1>& a,
                                                                             const MatrixBase<Derived2>& b) {
  EIGEN_USING_STD(sqrt)
  Vector3 v0 = a.normalized();
  Vector3 v1 = b.normalized();
  Scalar c = v1.dot(v0);
 
  // if dot == -1, vectors are nearly opposites
  // => accurately compute the rotation axis by computing the
  //    intersection of the two planes. This is done by solving:
  //       x^T v0 = 0
  //       x^T v1 = 0
  //    under the constraint:
  //       ||x|| = 1
  //    which yields a singular value problem
  if (c < Scalar(-1) + NumTraits<Scalar>::dummy_precision()) {
    c = numext::maxi(c, Scalar(-1));
    Matrix<Scalar, 2, 3> m;
    m << v0.transpose(), v1.transpose();
    JacobiSVD<Matrix<Scalar, 2, 3>, ComputeFullV> svd(m);
    Vector3 axis = svd.matrixV().col(2);
 
    Scalar w2 = (Scalar(1) + c) * Scalar(0.5);
    this->w() = sqrt(w2);
    this->vec() = axis * sqrt(Scalar(1) - w2);
    return derived();
  }
  Vector3 axis = v0.cross(v1);
  Scalar s = sqrt((Scalar(1) + c) * Scalar(2));
  Scalar invs = Scalar(1) / s;
  this->vec() = axis * invs;
  this->w() = s * Scalar(0.5);
 
  return derived();
}
 
template <typename Scalar, int Options>
EIGEN_DEVICE_FUNC Quaternion<Scalar, Options> Quaternion<Scalar, Options>::UnitRandom() {
  EIGEN_USING_STD(sqrt)
  EIGEN_USING_STD(sin)
  EIGEN_USING_STD(cos)
  const Scalar u1 = internal::random<Scalar>(0, 1), u2 = internal::random<Scalar>(0, 2 * EIGEN_PI),
               u3 = internal::random<Scalar>(0, 2 * EIGEN_PI);
  const Scalar a = sqrt(Scalar(1) - u1), b = sqrt(u1);
  return Quaternion(a * sin(u2), a * cos(u2), b * sin(u3), b * cos(u3));
}
 
template <typename Scalar, int Options>
template <typename Derived1, typename Derived2>
EIGEN_DEVICE_FUNC Quaternion<Scalar, Options> Quaternion<Scalar, Options>::FromTwoVectors(
    const MatrixBase<Derived1>& a, const MatrixBase<Derived2>& b) {
  Quaternion quat;
  quat.setFromTwoVectors(a, b);
  return quat;
}
 
template <class Derived>
EIGEN_DEVICE_FUNC inline Quaternion<typename internal::traits<Derived>::Scalar> QuaternionBase<Derived>::inverse()
    const {
  // FIXME should this function be called multiplicativeInverse and conjugate() be called inverse() or opposite()  ??
  Scalar n2 = this->squaredNorm();
  if (n2 > Scalar(0))
    return Quaternion<Scalar>(conjugate().coeffs() / n2);
  else {
    // return an invalid result to flag the error
    return Quaternion<Scalar>(Coefficients::Zero());
  }
}
 
// Generic conjugate of a Quaternion
namespace internal {
template <int Arch, class Derived, typename Scalar>
struct quat_conj {
  EIGEN_DEVICE_FUNC static EIGEN_STRONG_INLINE Quaternion<Scalar> run(const QuaternionBase<Derived>& q) {
    return Quaternion<Scalar>(q.w(), -q.x(), -q.y(), -q.z());
  }
};
}  // namespace internal
 
template <class Derived>
EIGEN_DEVICE_FUNC inline Quaternion<typename internal::traits<Derived>::Scalar> QuaternionBase<Derived>::conjugate()
    const {
  return internal::quat_conj<Architecture::Target, Derived, typename internal::traits<Derived>::Scalar>::run(*this);
}
 
template <class Derived>
template <class OtherDerived>
EIGEN_DEVICE_FUNC inline typename internal::traits<Derived>::Scalar QuaternionBase<Derived>::angularDistance(
    const QuaternionBase<OtherDerived>& other) const {
  EIGEN_USING_STD(atan2)
  Quaternion<Scalar> d = (*this) * other.conjugate();
  return Scalar(2) * atan2(d.vec().norm(), numext::abs(d.w()));
}
 
template <class Derived>
template <class OtherDerived>
EIGEN_DEVICE_FUNC Quaternion<typename internal::traits<Derived>::Scalar> QuaternionBase<Derived>::slerp(
    const Scalar& t, const QuaternionBase<OtherDerived>& other) const {
  EIGEN_USING_STD(acos)
  EIGEN_USING_STD(sin)
  const Scalar one = Scalar(1) - NumTraits<Scalar>::epsilon();
  Scalar d = this->dot(other);
  Scalar absD = numext::abs(d);
 
  Scalar scale0;
  Scalar scale1;
 
  if (absD >= one) {
    scale0 = Scalar(1) - t;
    scale1 = t;
  } else {
    // theta is the angle between the 2 quaternions
    Scalar theta = acos(absD);
    Scalar sinTheta = sin(theta);
 
    scale0 = sin((Scalar(1) - t) * theta) / sinTheta;
    scale1 = sin((t * theta)) / sinTheta;
  }
  if (d < Scalar(0)) scale1 = -scale1;
 
  return Quaternion<Scalar>(scale0 * coeffs() + scale1 * other.coeffs());
}
 
namespace internal {
 
// set from a rotation matrix
template <typename Other>
struct quaternionbase_assign_impl<Other, 3, 3> {
  typedef typename Other::Scalar Scalar;
  template <class Derived>
  EIGEN_DEVICE_FUNC static inline void run(QuaternionBase<Derived>& q, const Other& a_mat) {
    const typename internal::nested_eval<Other, 2>::type mat(a_mat);
    EIGEN_USING_STD(sqrt)
    // This algorithm comes from  "Quaternion Calculus and Fast Animation",
    // Ken Shoemake, 1987 SIGGRAPH course notes
    Scalar t = mat.trace();
    if (t > Scalar(0)) {
      t = sqrt(t + Scalar(1.0));
      q.w() = Scalar(0.5) * t;
      t = Scalar(0.5) / t;
      q.x() = (mat.coeff(2, 1) - mat.coeff(1, 2)) * t;
      q.y() = (mat.coeff(0, 2) - mat.coeff(2, 0)) * t;
      q.z() = (mat.coeff(1, 0) - mat.coeff(0, 1)) * t;
    } else {
      Index i = 0;
      if (mat.coeff(1, 1) > mat.coeff(0, 0)) i = 1;
      if (mat.coeff(2, 2) > mat.coeff(i, i)) i = 2;
      Index j = (i + 1) % 3;
      Index k = (j + 1) % 3;
 
      t = sqrt(mat.coeff(i, i) - mat.coeff(j, j) - mat.coeff(k, k) + Scalar(1.0));
      q.coeffs().coeffRef(i) = Scalar(0.5) * t;
      t = Scalar(0.5) / t;
      q.w() = (mat.coeff(k, j) - mat.coeff(j, k)) * t;
      q.coeffs().coeffRef(j) = (mat.coeff(j, i) + mat.coeff(i, j)) * t;
      q.coeffs().coeffRef(k) = (mat.coeff(k, i) + mat.coeff(i, k)) * t;
    }
  }
};
 
// set from a vector of coefficients assumed to be a quaternion
template <typename Other>
struct quaternionbase_assign_impl<Other, 4, 1> {
  typedef typename Other::Scalar Scalar;
  template <class Derived>
  EIGEN_DEVICE_FUNC static inline void run(QuaternionBase<Derived>& q, const Other& vec) {
    q.coeffs() = vec;
  }
};
 
}  // end namespace internal
 
}  // end namespace Eigen
 
#endif  // EIGEN_QUATERNION_H