| // This file is part of Eigen, a lightweight C++ template library | |
| // for linear algebra. | |
| // | |
| // Copyright (C) 20010-2011 Hauke Heibel <hauke.heibel@gmail.com> | |
| // | |
| // 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_SPLINE_H | |
| #define EIGEN_SPLINE_H | |
| // IWYU pragma: private | |
| #include "./InternalHeaderCheck.h" | |
| #include "SplineFwd.h" | |
| namespace Eigen { | |
| /** | |
| * \ingroup Splines_Module | |
| * \class Spline | |
| * \brief A class representing multi-dimensional spline curves. | |
| * | |
| * The class represents B-splines with non-uniform knot vectors. Each control | |
| * point of the B-spline is associated with a basis function | |
| * \f{align*} | |
| * C(u) & = \sum_{i=0}^{n}N_{i,p}(u)P_i | |
| * \f} | |
| * | |
| * \tparam Scalar_ The underlying data type (typically float or double) | |
| * \tparam Dim_ The curve dimension (e.g. 2 or 3) | |
| * \tparam Degree_ Per default set to Dynamic; could be set to the actual desired | |
| * degree for optimization purposes (would result in stack allocation | |
| * of several temporary variables). | |
| **/ | |
| template <typename Scalar_, int Dim_, int Degree_> | |
| class Spline { | |
| public: | |
| typedef Scalar_ Scalar; /*!< The spline curve's scalar type. */ | |
| enum { Dimension = Dim_ /*!< The spline curve's dimension. */ }; | |
| enum { Degree = Degree_ /*!< The spline curve's degree. */ }; | |
| /** \brief The point type the spline is representing. */ | |
| typedef typename SplineTraits<Spline>::PointType PointType; | |
| /** \brief The data type used to store knot vectors. */ | |
| typedef typename SplineTraits<Spline>::KnotVectorType KnotVectorType; | |
| /** \brief The data type used to store parameter vectors. */ | |
| typedef typename SplineTraits<Spline>::ParameterVectorType ParameterVectorType; | |
| /** \brief The data type used to store non-zero basis functions. */ | |
| typedef typename SplineTraits<Spline>::BasisVectorType BasisVectorType; | |
| /** \brief The data type used to store the values of the basis function derivatives. */ | |
| typedef typename SplineTraits<Spline>::BasisDerivativeType BasisDerivativeType; | |
| /** \brief The data type representing the spline's control points. */ | |
| typedef typename SplineTraits<Spline>::ControlPointVectorType ControlPointVectorType; | |
| /** | |
| * \brief Creates a (constant) zero spline. | |
| * For Splines with dynamic degree, the resulting degree will be 0. | |
| **/ | |
| Spline() | |
| : m_knots(1, (Degree == Dynamic ? 2 : 2 * Degree + 2)), | |
| m_ctrls(ControlPointVectorType::Zero(Dimension, (Degree == Dynamic ? 1 : Degree + 1))) { | |
| // in theory this code can go to the initializer list but it will get pretty | |
| // much unreadable ... | |
| enum { MinDegree = (Degree == Dynamic ? 0 : Degree) }; | |
| m_knots.template segment<MinDegree + 1>(0) = Array<Scalar, 1, MinDegree + 1>::Zero(); | |
| m_knots.template segment<MinDegree + 1>(MinDegree + 1) = Array<Scalar, 1, MinDegree + 1>::Ones(); | |
| } | |
| /** | |
| * \brief Creates a spline from a knot vector and control points. | |
| * \param knots The spline's knot vector. | |
| * \param ctrls The spline's control point vector. | |
| **/ | |
| template <typename OtherVectorType, typename OtherArrayType> | |
| Spline(const OtherVectorType& knots, const OtherArrayType& ctrls) : m_knots(knots), m_ctrls(ctrls) {} | |
| /** | |
| * \brief Copy constructor for splines. | |
| * \param spline The input spline. | |
| **/ | |
| template <int OtherDegree> | |
| Spline(const Spline<Scalar, Dimension, OtherDegree>& spline) : m_knots(spline.knots()), m_ctrls(spline.ctrls()) {} | |
| /** | |
| * \brief Returns the knots of the underlying spline. | |
| **/ | |
| const KnotVectorType& knots() const { return m_knots; } | |
| /** | |
| * \brief Returns the ctrls of the underlying spline. | |
| **/ | |
| const ControlPointVectorType& ctrls() const { return m_ctrls; } | |
| /** | |
| * \brief Returns the spline value at a given site \f$u\f$. | |
| * | |
| * The function returns | |
| * \f{align*} | |
| * C(u) & = \sum_{i=0}^{n}N_{i,p}P_i | |
| * \f} | |
| * | |
| * \param u Parameter \f$u \in [0;1]\f$ at which the spline is evaluated. | |
| * \return The spline value at the given location \f$u\f$. | |
| **/ | |
| PointType operator()(Scalar u) const; | |
| /** | |
| * \brief Evaluation of spline derivatives of up-to given order. | |
| * | |
| * The function returns | |
| * \f{align*} | |
| * \frac{d^i}{du^i}C(u) & = \sum_{i=0}^{n} \frac{d^i}{du^i} N_{i,p}(u)P_i | |
| * \f} | |
| * for i ranging between 0 and order. | |
| * | |
| * \param u Parameter \f$u \in [0;1]\f$ at which the spline derivative is evaluated. | |
| * \param order The order up to which the derivatives are computed. | |
| **/ | |
| typename SplineTraits<Spline>::DerivativeType derivatives(Scalar u, DenseIndex order) const; | |
| /** | |
| * \copydoc Spline::derivatives | |
| * Using the template version of this function is more efficieent since | |
| * temporary objects are allocated on the stack whenever this is possible. | |
| **/ | |
| template <int DerivativeOrder> | |
| typename SplineTraits<Spline, DerivativeOrder>::DerivativeType derivatives(Scalar u, | |
| DenseIndex order = DerivativeOrder) const; | |
| /** | |
| * \brief Computes the non-zero basis functions at the given site. | |
| * | |
| * Splines have local support and a point from their image is defined | |
| * by exactly \f$p+1\f$ control points \f$P_i\f$ where \f$p\f$ is the | |
| * spline degree. | |
| * | |
| * This function computes the \f$p+1\f$ non-zero basis function values | |
| * for a given parameter value \f$u\f$. It returns | |
| * \f{align*}{ | |
| * N_{i,p}(u), \hdots, N_{i+p+1,p}(u) | |
| * \f} | |
| * | |
| * \param u Parameter \f$u \in [0;1]\f$ at which the non-zero basis functions | |
| * are computed. | |
| **/ | |
| typename SplineTraits<Spline>::BasisVectorType basisFunctions(Scalar u) const; | |
| /** | |
| * \brief Computes the non-zero spline basis function derivatives up to given order. | |
| * | |
| * The function computes | |
| * \f{align*}{ | |
| * \frac{d^i}{du^i} N_{i,p}(u), \hdots, \frac{d^i}{du^i} N_{i+p+1,p}(u) | |
| * \f} | |
| * with i ranging from 0 up to the specified order. | |
| * | |
| * \param u Parameter \f$u \in [0;1]\f$ at which the non-zero basis function | |
| * derivatives are computed. | |
| * \param order The order up to which the basis function derivatives are computes. | |
| **/ | |
| typename SplineTraits<Spline>::BasisDerivativeType basisFunctionDerivatives(Scalar u, DenseIndex order) const; | |
| /** | |
| * \copydoc Spline::basisFunctionDerivatives | |
| * Using the template version of this function is more efficieent since | |
| * temporary objects are allocated on the stack whenever this is possible. | |
| **/ | |
| template <int DerivativeOrder> | |
| typename SplineTraits<Spline, DerivativeOrder>::BasisDerivativeType basisFunctionDerivatives( | |
| Scalar u, DenseIndex order = DerivativeOrder) const; | |
| /** | |
| * \brief Returns the spline degree. | |
| **/ | |
| DenseIndex degree() const; | |
| /** | |
| * \brief Returns the span within the knot vector in which u is falling. | |
| * \param u The site for which the span is determined. | |
| **/ | |
| DenseIndex span(Scalar u) const; | |
| /** | |
| * \brief Computes the span within the provided knot vector in which u is falling. | |
| **/ | |
| static DenseIndex Span(typename SplineTraits<Spline>::Scalar u, DenseIndex degree, | |
| const typename SplineTraits<Spline>::KnotVectorType& knots); | |
| /** | |
| * \brief Returns the spline's non-zero basis functions. | |
| * | |
| * The function computes and returns | |
| * \f{align*}{ | |
| * N_{i,p}(u), \hdots, N_{i+p+1,p}(u) | |
| * \f} | |
| * | |
| * \param u The site at which the basis functions are computed. | |
| * \param degree The degree of the underlying spline. | |
| * \param knots The underlying spline's knot vector. | |
| **/ | |
| static BasisVectorType BasisFunctions(Scalar u, DenseIndex degree, const KnotVectorType& knots); | |
| /** | |
| * \copydoc Spline::basisFunctionDerivatives | |
| * \param degree The degree of the underlying spline | |
| * \param knots The underlying spline's knot vector. | |
| **/ | |
| static BasisDerivativeType BasisFunctionDerivatives(const Scalar u, const DenseIndex order, const DenseIndex degree, | |
| const KnotVectorType& knots); | |
| private: | |
| KnotVectorType m_knots; /*!< Knot vector. */ | |
| ControlPointVectorType m_ctrls; /*!< Control points. */ | |
| template <typename DerivativeType> | |
| static void BasisFunctionDerivativesImpl(const typename Spline<Scalar_, Dim_, Degree_>::Scalar u, | |
| const DenseIndex order, const DenseIndex p, | |
| const typename Spline<Scalar_, Dim_, Degree_>::KnotVectorType& U, | |
| DerivativeType& N_); | |
| }; | |
| template <typename Scalar_, int Dim_, int Degree_> | |
| DenseIndex Spline<Scalar_, Dim_, Degree_>::Span( | |
| typename SplineTraits<Spline<Scalar_, Dim_, Degree_> >::Scalar u, DenseIndex degree, | |
| const typename SplineTraits<Spline<Scalar_, Dim_, Degree_> >::KnotVectorType& knots) { | |
| // Piegl & Tiller, "The NURBS Book", A2.1 (p. 68) | |
| if (u <= knots(0)) return degree; | |
| const Scalar* pos = std::upper_bound(knots.data() + degree - 1, knots.data() + knots.size() - degree - 1, u); | |
| return static_cast<DenseIndex>(std::distance(knots.data(), pos) - 1); | |
| } | |
| template <typename Scalar_, int Dim_, int Degree_> | |
| typename Spline<Scalar_, Dim_, Degree_>::BasisVectorType Spline<Scalar_, Dim_, Degree_>::BasisFunctions( | |
| typename Spline<Scalar_, Dim_, Degree_>::Scalar u, DenseIndex degree, | |
| const typename Spline<Scalar_, Dim_, Degree_>::KnotVectorType& knots) { | |
| const DenseIndex p = degree; | |
| const DenseIndex i = Spline::Span(u, degree, knots); | |
| const KnotVectorType& U = knots; | |
| BasisVectorType left(p + 1); | |
| left(0) = Scalar(0); | |
| BasisVectorType right(p + 1); | |
| right(0) = Scalar(0); | |
| VectorBlock<BasisVectorType, Degree>(left, 1, p) = | |
| u - VectorBlock<const KnotVectorType, Degree>(U, i + 1 - p, p).reverse(); | |
| VectorBlock<BasisVectorType, Degree>(right, 1, p) = VectorBlock<const KnotVectorType, Degree>(U, i + 1, p) - u; | |
| BasisVectorType N(1, p + 1); | |
| N(0) = Scalar(1); | |
| for (DenseIndex j = 1; j <= p; ++j) { | |
| Scalar saved = Scalar(0); | |
| for (DenseIndex r = 0; r < j; r++) { | |
| const Scalar tmp = N(r) / (right(r + 1) + left(j - r)); | |
| N[r] = saved + right(r + 1) * tmp; | |
| saved = left(j - r) * tmp; | |
| } | |
| N(j) = saved; | |
| } | |
| return N; | |
| } | |
| template <typename Scalar_, int Dim_, int Degree_> | |
| DenseIndex Spline<Scalar_, Dim_, Degree_>::degree() const { | |
| if (Degree_ == Dynamic) | |
| return m_knots.size() - m_ctrls.cols() - 1; | |
| else | |
| return Degree_; | |
| } | |
| template <typename Scalar_, int Dim_, int Degree_> | |
| DenseIndex Spline<Scalar_, Dim_, Degree_>::span(Scalar u) const { | |
| return Spline::Span(u, degree(), knots()); | |
| } | |
| template <typename Scalar_, int Dim_, int Degree_> | |
| typename Spline<Scalar_, Dim_, Degree_>::PointType Spline<Scalar_, Dim_, Degree_>::operator()(Scalar u) const { | |
| enum { Order = SplineTraits<Spline>::OrderAtCompileTime }; | |
| const DenseIndex span = this->span(u); | |
| const DenseIndex p = degree(); | |
| const BasisVectorType basis_funcs = basisFunctions(u); | |
| const Replicate<BasisVectorType, Dimension, 1> ctrl_weights(basis_funcs); | |
| const Block<const ControlPointVectorType, Dimension, Order> ctrl_pts(ctrls(), 0, span - p, Dimension, p + 1); | |
| return (ctrl_weights * ctrl_pts).rowwise().sum(); | |
| } | |
| /* --------------------------------------------------------------------------------------------- */ | |
| template <typename SplineType, typename DerivativeType> | |
| void derivativesImpl(const SplineType& spline, typename SplineType::Scalar u, DenseIndex order, DerivativeType& der) { | |
| enum { Dimension = SplineTraits<SplineType>::Dimension }; | |
| enum { Order = SplineTraits<SplineType>::OrderAtCompileTime }; | |
| enum { DerivativeOrder = DerivativeType::ColsAtCompileTime }; | |
| typedef typename SplineTraits<SplineType>::ControlPointVectorType ControlPointVectorType; | |
| typedef typename SplineTraits<SplineType, DerivativeOrder>::BasisDerivativeType BasisDerivativeType; | |
| typedef typename BasisDerivativeType::ConstRowXpr BasisDerivativeRowXpr; | |
| const DenseIndex p = spline.degree(); | |
| const DenseIndex span = spline.span(u); | |
| const DenseIndex n = (std::min)(p, order); | |
| der.resize(Dimension, n + 1); | |
| // Retrieve the basis function derivatives up to the desired order... | |
| const BasisDerivativeType basis_func_ders = spline.template basisFunctionDerivatives<DerivativeOrder>(u, n + 1); | |
| // ... and perform the linear combinations of the control points. | |
| for (DenseIndex der_order = 0; der_order < n + 1; ++der_order) { | |
| const Replicate<BasisDerivativeRowXpr, Dimension, 1> ctrl_weights(basis_func_ders.row(der_order)); | |
| const Block<const ControlPointVectorType, Dimension, Order> ctrl_pts(spline.ctrls(), 0, span - p, Dimension, p + 1); | |
| der.col(der_order) = (ctrl_weights * ctrl_pts).rowwise().sum(); | |
| } | |
| } | |
| template <typename Scalar_, int Dim_, int Degree_> | |
| typename SplineTraits<Spline<Scalar_, Dim_, Degree_> >::DerivativeType Spline<Scalar_, Dim_, Degree_>::derivatives( | |
| Scalar u, DenseIndex order) const { | |
| typename SplineTraits<Spline>::DerivativeType res; | |
| derivativesImpl(*this, u, order, res); | |
| return res; | |
| } | |
| template <typename Scalar_, int Dim_, int Degree_> | |
| template <int DerivativeOrder> | |
| typename SplineTraits<Spline<Scalar_, Dim_, Degree_>, DerivativeOrder>::DerivativeType | |
| Spline<Scalar_, Dim_, Degree_>::derivatives(Scalar u, DenseIndex order) const { | |
| typename SplineTraits<Spline, DerivativeOrder>::DerivativeType res; | |
| derivativesImpl(*this, u, order, res); | |
| return res; | |
| } | |
| template <typename Scalar_, int Dim_, int Degree_> | |
| typename SplineTraits<Spline<Scalar_, Dim_, Degree_> >::BasisVectorType Spline<Scalar_, Dim_, Degree_>::basisFunctions( | |
| Scalar u) const { | |
| return Spline::BasisFunctions(u, degree(), knots()); | |
| } | |
| /* --------------------------------------------------------------------------------------------- */ | |
| template <typename Scalar_, int Dim_, int Degree_> | |
| template <typename DerivativeType> | |
| void Spline<Scalar_, Dim_, Degree_>::BasisFunctionDerivativesImpl( | |
| const typename Spline<Scalar_, Dim_, Degree_>::Scalar u, const DenseIndex order, const DenseIndex p, | |
| const typename Spline<Scalar_, Dim_, Degree_>::KnotVectorType& U, DerivativeType& N_) { | |
| typedef Spline<Scalar_, Dim_, Degree_> SplineType; | |
| enum { Order = SplineTraits<SplineType>::OrderAtCompileTime }; | |
| const DenseIndex span = SplineType::Span(u, p, U); | |
| const DenseIndex n = (std::min)(p, order); | |
| N_.resize(n + 1, p + 1); | |
| BasisVectorType left = BasisVectorType::Zero(p + 1); | |
| BasisVectorType right = BasisVectorType::Zero(p + 1); | |
| Matrix<Scalar, Order, Order> ndu(p + 1, p + 1); | |
| Scalar saved, temp; // FIXME These were double instead of Scalar. Was there a reason for that? | |
| ndu(0, 0) = 1.0; | |
| DenseIndex j; | |
| for (j = 1; j <= p; ++j) { | |
| left[j] = u - U[span + 1 - j]; | |
| right[j] = U[span + j] - u; | |
| saved = 0.0; | |
| for (DenseIndex r = 0; r < j; ++r) { | |
| /* Lower triangle */ | |
| ndu(j, r) = right[r + 1] + left[j - r]; | |
| temp = ndu(r, j - 1) / ndu(j, r); | |
| /* Upper triangle */ | |
| ndu(r, j) = static_cast<Scalar>(saved + right[r + 1] * temp); | |
| saved = left[j - r] * temp; | |
| } | |
| ndu(j, j) = static_cast<Scalar>(saved); | |
| } | |
| for (j = p; j >= 0; --j) N_(0, j) = ndu(j, p); | |
| // Compute the derivatives | |
| DerivativeType a(n + 1, p + 1); | |
| DenseIndex r = 0; | |
| for (; r <= p; ++r) { | |
| DenseIndex s1, s2; | |
| s1 = 0; | |
| s2 = 1; // alternate rows in array a | |
| a(0, 0) = 1.0; | |
| // Compute the k-th derivative | |
| for (DenseIndex k = 1; k <= static_cast<DenseIndex>(n); ++k) { | |
| Scalar d = 0.0; | |
| DenseIndex rk, pk, j1, j2; | |
| rk = r - k; | |
| pk = p - k; | |
| if (r >= k) { | |
| a(s2, 0) = a(s1, 0) / ndu(pk + 1, rk); | |
| d = a(s2, 0) * ndu(rk, pk); | |
| } | |
| if (rk >= -1) | |
| j1 = 1; | |
| else | |
| j1 = -rk; | |
| if (r - 1 <= pk) | |
| j2 = k - 1; | |
| else | |
| j2 = p - r; | |
| for (j = j1; j <= j2; ++j) { | |
| a(s2, j) = (a(s1, j) - a(s1, j - 1)) / ndu(pk + 1, rk + j); | |
| d += a(s2, j) * ndu(rk + j, pk); | |
| } | |
| if (r <= pk) { | |
| a(s2, k) = -a(s1, k - 1) / ndu(pk + 1, r); | |
| d += a(s2, k) * ndu(r, pk); | |
| } | |
| N_(k, r) = static_cast<Scalar>(d); | |
| j = s1; | |
| s1 = s2; | |
| s2 = j; // Switch rows | |
| } | |
| } | |
| /* Multiply through by the correct factors */ | |
| /* (Eq. [2.9]) */ | |
| r = p; | |
| for (DenseIndex k = 1; k <= static_cast<DenseIndex>(n); ++k) { | |
| for (j = p; j >= 0; --j) N_(k, j) *= r; | |
| r *= p - k; | |
| } | |
| } | |
| template <typename Scalar_, int Dim_, int Degree_> | |
| typename SplineTraits<Spline<Scalar_, Dim_, Degree_> >::BasisDerivativeType | |
| Spline<Scalar_, Dim_, Degree_>::basisFunctionDerivatives(Scalar u, DenseIndex order) const { | |
| typename SplineTraits<Spline<Scalar_, Dim_, Degree_> >::BasisDerivativeType der; | |
| BasisFunctionDerivativesImpl(u, order, degree(), knots(), der); | |
| return der; | |
| } | |
| template <typename Scalar_, int Dim_, int Degree_> | |
| template <int DerivativeOrder> | |
| typename SplineTraits<Spline<Scalar_, Dim_, Degree_>, DerivativeOrder>::BasisDerivativeType | |
| Spline<Scalar_, Dim_, Degree_>::basisFunctionDerivatives(Scalar u, DenseIndex order) const { | |
| typename SplineTraits<Spline<Scalar_, Dim_, Degree_>, DerivativeOrder>::BasisDerivativeType der; | |
| BasisFunctionDerivativesImpl(u, order, degree(), knots(), der); | |
| return der; | |
| } | |
| template <typename Scalar_, int Dim_, int Degree_> | |
| typename SplineTraits<Spline<Scalar_, Dim_, Degree_> >::BasisDerivativeType | |
| Spline<Scalar_, Dim_, Degree_>::BasisFunctionDerivatives( | |
| const typename Spline<Scalar_, Dim_, Degree_>::Scalar u, const DenseIndex order, const DenseIndex degree, | |
| const typename Spline<Scalar_, Dim_, Degree_>::KnotVectorType& knots) { | |
| typename SplineTraits<Spline>::BasisDerivativeType der; | |
| BasisFunctionDerivativesImpl(u, order, degree, knots, der); | |
| return der; | |
| } | |
| } // namespace Eigen | |
| #endif // EIGEN_SPLINE_H |