| // |
| // Copyright (c) 2000-2002 |
| // Joerg Walter, Mathias Koch |
| // |
| // Distributed under the Boost Software License, Version 1.0. (See |
| // accompanying file LICENSE_1_0.txt or copy at |
| // http://www.boost.org/LICENSE_1_0.txt) |
| // |
| // The authors gratefully acknowledge the support of |
| // GeNeSys mbH & Co. KG in producing this work. |
| // |
| |
| #ifndef _BOOST_UBLAS_BLAS_ |
| #define _BOOST_UBLAS_BLAS_ |
| |
| #include <boost/numeric/ublas/traits.hpp> |
| |
| namespace boost { namespace numeric { namespace ublas { |
| |
| |
| /** Interface and implementation of BLAS level 1 |
| * This includes functions which perform \b vector-vector operations. |
| * More information about BLAS can be found at |
| * <a href="http://en.wikipedia.org/wiki/BLAS">http://en.wikipedia.org/wiki/BLAS</a> |
| */ |
| namespace blas_1 { |
| |
| /** 1-Norm: \f$\sum_i |x_i|\f$ (also called \f$\mathcal{L}_1\f$ or Manhattan norm) |
| * |
| * \param v a vector or vector expression |
| * \return the 1-Norm with type of the vector's type |
| * |
| * \tparam V type of the vector (not needed by default) |
| */ |
| template<class V> |
| typename type_traits<typename V::value_type>::real_type |
| asum (const V &v) { |
| return norm_1 (v); |
| } |
| |
| /** 2-Norm: \f$\sum_i |x_i|^2\f$ (also called \f$\mathcal{L}_2\f$ or Euclidean norm) |
| * |
| * \param v a vector or vector expression |
| * \return the 2-Norm with type of the vector's type |
| * |
| * \tparam V type of the vector (not needed by default) |
| */ |
| template<class V> |
| typename type_traits<typename V::value_type>::real_type |
| nrm2 (const V &v) { |
| return norm_2 (v); |
| } |
| |
| /** Infinite-norm: \f$\max_i |x_i|\f$ (also called \f$\mathcal{L}_\infty\f$ norm) |
| * |
| * \param v a vector or vector expression |
| * \return the Infinite-Norm with type of the vector's type |
| * |
| * \tparam V type of the vector (not needed by default) |
| */ |
| template<class V> |
| typename type_traits<typename V::value_type>::real_type |
| amax (const V &v) { |
| return norm_inf (v); |
| } |
| |
| /** Inner product of vectors \f$v_1\f$ and \f$v_2\f$ |
| * |
| * \param v1 first vector of the inner product |
| * \param v2 second vector of the inner product |
| * \return the inner product of the type of the most generic type of the 2 vectors |
| * |
| * \tparam V1 type of first vector (not needed by default) |
| * \tparam V2 type of second vector (not needed by default) |
| */ |
| template<class V1, class V2> |
| typename promote_traits<typename V1::value_type, typename V2::value_type>::promote_type |
| dot (const V1 &v1, const V2 &v2) { |
| return inner_prod (v1, v2); |
| } |
| |
| /** Copy vector \f$v_2\f$ to \f$v_1\f$ |
| * |
| * \param v1 target vector |
| * \param v2 source vector |
| * \return a reference to the target vector |
| * |
| * \tparam V1 type of first vector (not needed by default) |
| * \tparam V2 type of second vector (not needed by default) |
| */ |
| template<class V1, class V2> |
| V1 & copy (V1 &v1, const V2 &v2) |
| { |
| return v1.assign (v2); |
| } |
| |
| /** Swap vectors \f$v_1\f$ and \f$v_2\f$ |
| * |
| * \param v1 first vector |
| * \param v2 second vector |
| * |
| * \tparam V1 type of first vector (not needed by default) |
| * \tparam V2 type of second vector (not needed by default) |
| */ |
| template<class V1, class V2> |
| void swap (V1 &v1, V2 &v2) |
| { |
| v1.swap (v2); |
| } |
| |
| /** scale vector \f$v\f$ with scalar \f$t\f$ |
| * |
| * \param v vector to be scaled |
| * \param t the scalar |
| * \return \c t*v |
| * |
| * \tparam V type of the vector (not needed by default) |
| * \tparam T type of the scalar (not needed by default) |
| */ |
| template<class V, class T> |
| V & scal (V &v, const T &t) |
| { |
| return v *= t; |
| } |
| |
| /** Compute \f$v_1= v_1 + t.v_2\f$ |
| * |
| * \param v1 target and first vector |
| * \param t the scalar |
| * \param v2 second vector |
| * \return a reference to the first and target vector |
| * |
| * \tparam V1 type of the first vector (not needed by default) |
| * \tparam T type of the scalar (not needed by default) |
| * \tparam V2 type of the second vector (not needed by default) |
| */ |
| template<class V1, class T, class V2> |
| V1 & axpy (V1 &v1, const T &t, const V2 &v2) |
| { |
| return v1.plus_assign (t * v2); |
| } |
| |
| /** Performs rotation of points in the plane and assign the result to the first vector |
| * |
| * Each point is defined as a pair \c v1(i) and \c v2(i), being respectively |
| * the \f$x\f$ and \f$y\f$ coordinates. The parameters \c t1 and \t2 are respectively |
| * the cosine and sine of the angle of the rotation. |
| * Results are not returned but directly written into \c v1. |
| * |
| * \param t1 cosine of the rotation |
| * \param v1 vector of \f$x\f$ values |
| * \param t2 sine of the rotation |
| * \param v2 vector of \f$y\f$ values |
| * |
| * \tparam T1 type of the cosine value (not needed by default) |
| * \tparam V1 type of the \f$x\f$ vector (not needed by default) |
| * \tparam T2 type of the sine value (not needed by default) |
| * \tparam V2 type of the \f$y\f$ vector (not needed by default) |
| */ |
| template<class T1, class V1, class T2, class V2> |
| void rot (const T1 &t1, V1 &v1, const T2 &t2, V2 &v2) |
| { |
| typedef typename promote_traits<typename V1::value_type, typename V2::value_type>::promote_type promote_type; |
| vector<promote_type> vt (t1 * v1 + t2 * v2); |
| v2.assign (- t2 * v1 + t1 * v2); |
| v1.assign (vt); |
| } |
| |
| } |
| |
| /** \brief Interface and implementation of BLAS level 2 |
| * This includes functions which perform \b matrix-vector operations. |
| * More information about BLAS can be found at |
| * <a href="http://en.wikipedia.org/wiki/BLAS">http://en.wikipedia.org/wiki/BLAS</a> |
| */ |
| namespace blas_2 { |
| |
| /** \brief multiply vector \c v with triangular matrix \c m |
| * |
| * \param v a vector |
| * \param m a triangular matrix |
| * \return the result of the product |
| * |
| * \tparam V type of the vector (not needed by default) |
| * \tparam M type of the matrix (not needed by default) |
| */ |
| template<class V, class M> |
| V & tmv (V &v, const M &m) |
| { |
| return v = prod (m, v); |
| } |
| |
| /** \brief solve \f$m.x = v\f$ in place, where \c m is a triangular matrix |
| * |
| * \param v a vector |
| * \param m a matrix |
| * \param C (this parameter is not needed) |
| * \return a result vector from the above operation |
| * |
| * \tparam V type of the vector (not needed by default) |
| * \tparam M type of the matrix (not needed by default) |
| * \tparam C n/a |
| */ |
| template<class V, class M, class C> |
| V & tsv (V &v, const M &m, C) |
| { |
| return v = solve (m, v, C ()); |
| } |
| |
| /** \brief compute \f$ v_1 = t_1.v_1 + t_2.(m.v_2)\f$, a general matrix-vector product |
| * |
| * \param v1 a vector |
| * \param t1 a scalar |
| * \param t2 another scalar |
| * \param m a matrix |
| * \param v2 another vector |
| * \return the vector \c v1 with the result from the above operation |
| * |
| * \tparam V1 type of first vector (not needed by default) |
| * \tparam T1 type of first scalar (not needed by default) |
| * \tparam T2 type of second scalar (not needed by default) |
| * \tparam M type of matrix (not needed by default) |
| * \tparam V2 type of second vector (not needed by default) |
| */ |
| template<class V1, class T1, class T2, class M, class V2> |
| V1 & gmv (V1 &v1, const T1 &t1, const T2 &t2, const M &m, const V2 &v2) |
| { |
| return v1 = t1 * v1 + t2 * prod (m, v2); |
| } |
| |
| /** \brief Rank 1 update: \f$ m = m + t.(v_1.v_2^T)\f$ |
| * |
| * \param m a matrix |
| * \param t a scalar |
| * \param v1 a vector |
| * \param v2 another vector |
| * \return a matrix with the result from the above operation |
| * |
| * \tparam M type of matrix (not needed by default) |
| * \tparam T type of scalar (not needed by default) |
| * \tparam V1 type of first vector (not needed by default) |
| * \tparam V2type of second vector (not needed by default) |
| */ |
| template<class M, class T, class V1, class V2> |
| M & gr (M &m, const T &t, const V1 &v1, const V2 &v2) |
| { |
| #ifndef BOOST_UBLAS_SIMPLE_ET_DEBUG |
| return m += t * outer_prod (v1, v2); |
| #else |
| return m = m + t * outer_prod (v1, v2); |
| #endif |
| } |
| |
| /** \brief symmetric rank 1 update: \f$m = m + t.(v.v^T)\f$ |
| * |
| * \param m a matrix |
| * \param t a scalar |
| * \param v a vector |
| * \return a matrix with the result from the above operation |
| * |
| * \tparam M type of matrix (not needed by default) |
| * \tparam T type of scalar (not needed by default) |
| * \tparam V type of vector (not needed by default) |
| */ |
| template<class M, class T, class V> |
| M & sr (M &m, const T &t, const V &v) |
| { |
| #ifndef BOOST_UBLAS_SIMPLE_ET_DEBUG |
| return m += t * outer_prod (v, v); |
| #else |
| return m = m + t * outer_prod (v, v); |
| #endif |
| } |
| |
| /** \brief hermitian rank 1 update: \f$m = m + t.(v.v^H)\f$ |
| * |
| * \param m a matrix |
| * \param t a scalar |
| * \param v a vector |
| * \return a matrix with the result from the above operation |
| * |
| * \tparam M type of matrix (not needed by default) |
| * \tparam T type of scalar (not needed by default) |
| * \tparam V type of vector (not needed by default) |
| */ |
| template<class M, class T, class V> |
| M & hr (M &m, const T &t, const V &v) |
| { |
| #ifndef BOOST_UBLAS_SIMPLE_ET_DEBUG |
| return m += t * outer_prod (v, conj (v)); |
| #else |
| return m = m + t * outer_prod (v, conj (v)); |
| #endif |
| } |
| |
| /** \brief symmetric rank 2 update: \f$ m=m+ t.(v_1.v_2^T + v_2.v_1^T)\f$ |
| * |
| * \param m a matrix |
| * \param t a scalar |
| * \param v1 a vector |
| * \param v2 another vector |
| * \return a matrix with the result from the above operation |
| * |
| * \tparam M type of matrix (not needed by default) |
| * \tparam T type of scalar (not needed by default) |
| * \tparam V1 type of first vector (not needed by default) |
| * \tparam V2type of second vector (not needed by default) |
| */ |
| template<class M, class T, class V1, class V2> |
| M & sr2 (M &m, const T &t, const V1 &v1, const V2 &v2) |
| { |
| #ifndef BOOST_UBLAS_SIMPLE_ET_DEBUG |
| return m += t * (outer_prod (v1, v2) + outer_prod (v2, v1)); |
| #else |
| return m = m + t * (outer_prod (v1, v2) + outer_prod (v2, v1)); |
| #endif |
| } |
| |
| /** \brief hermitian rank 2 update: \f$m=m+t.(v_1.v_2^H) + v_2.(t.v_1)^H)\f$ |
| * |
| * \param m a matrix |
| * \param t a scalar |
| * \param v1 a vector |
| * \param v2 another vector |
| * \return a matrix with the result from the above operation |
| * |
| * \tparam M type of matrix (not needed by default) |
| * \tparam T type of scalar (not needed by default) |
| * \tparam V1 type of first vector (not needed by default) |
| * \tparam V2type of second vector (not needed by default) |
| */ |
| template<class M, class T, class V1, class V2> |
| M & hr2 (M &m, const T &t, const V1 &v1, const V2 &v2) |
| { |
| #ifndef BOOST_UBLAS_SIMPLE_ET_DEBUG |
| return m += t * outer_prod (v1, conj (v2)) + type_traits<T>::conj (t) * outer_prod (v2, conj (v1)); |
| #else |
| return m = m + t * outer_prod (v1, conj (v2)) + type_traits<T>::conj (t) * outer_prod (v2, conj (v1)); |
| #endif |
| } |
| |
| } |
| |
| /** \brief Interface and implementation of BLAS level 3 |
| * This includes functions which perform \b matrix-matrix operations. |
| * More information about BLAS can be found at |
| * <a href="http://en.wikipedia.org/wiki/BLAS">http://en.wikipedia.org/wiki/BLAS</a> |
| */ |
| namespace blas_3 { |
| |
| /** \brief triangular matrix multiplication \f$m_1=t.m_2.m_3\f$ where \f$m_2\f$ and \f$m_3\f$ are triangular |
| * |
| * \param m1 a matrix for storing result |
| * \param t a scalar |
| * \param m2 a triangular matrix |
| * \param m3 a triangular matrix |
| * \return the matrix \c m1 |
| * |
| * \tparam M1 type of the result matrix (not needed by default) |
| * \tparam T type of the scalar (not needed by default) |
| * \tparam M2 type of the first triangular matrix (not needed by default) |
| * \tparam M3 type of the second triangular matrix (not needed by default) |
| * |
| */ |
| template<class M1, class T, class M2, class M3> |
| M1 & tmm (M1 &m1, const T &t, const M2 &m2, const M3 &m3) |
| { |
| return m1 = t * prod (m2, m3); |
| } |
| |
| /** \brief triangular solve \f$ m_2.x = t.m_1\f$ in place, \f$m_2\f$ is a triangular matrix |
| * |
| * \param m1 a matrix |
| * \param t a scalar |
| * \param m2 a triangular matrix |
| * \param C (not used) |
| * \return the \f$m_1\f$ matrix |
| * |
| * \tparam M1 type of the first matrix (not needed by default) |
| * \tparam T type of the scalar (not needed by default) |
| * \tparam M2 type of the triangular matrix (not needed by default) |
| * \tparam C (n/a) |
| */ |
| template<class M1, class T, class M2, class C> |
| M1 & tsm (M1 &m1, const T &t, const M2 &m2, C) |
| { |
| return m1 = solve (m2, t * m1, C ()); |
| } |
| |
| /** \brief general matrix multiplication \f$m_1=t_1.m_1 + t_2.m_2.m_3\f$ |
| * |
| * \param m1 first matrix |
| * \param t1 first scalar |
| * \param t2 second scalar |
| * \param m2 second matrix |
| * \param m3 third matrix |
| * \return the matrix \c m1 |
| * |
| * \tparam M1 type of the first matrix (not needed by default) |
| * \tparam T1 type of the first scalar (not needed by default) |
| * \tparam T2 type of the second scalar (not needed by default) |
| * \tparam M2 type of the second matrix (not needed by default) |
| * \tparam M3 type of the third matrix (not needed by default) |
| */ |
| template<class M1, class T1, class T2, class M2, class M3> |
| M1 & gmm (M1 &m1, const T1 &t1, const T2 &t2, const M2 &m2, const M3 &m3) |
| { |
| return m1 = t1 * m1 + t2 * prod (m2, m3); |
| } |
| |
| /** \brief symmetric rank \a k update: \f$m_1=t.m_1+t_2.(m_2.m_2^T)\f$ |
| * |
| * \param m1 first matrix |
| * \param t1 first scalar |
| * \param t2 second scalar |
| * \param m2 second matrix |
| * \return matrix \c m1 |
| * |
| * \tparam M1 type of the first matrix (not needed by default) |
| * \tparam T1 type of the first scalar (not needed by default) |
| * \tparam T2 type of the second scalar (not needed by default) |
| * \tparam M2 type of the second matrix (not needed by default) |
| * \todo use opb_prod() |
| */ |
| template<class M1, class T1, class T2, class M2> |
| M1 & srk (M1 &m1, const T1 &t1, const T2 &t2, const M2 &m2) |
| { |
| return m1 = t1 * m1 + t2 * prod (m2, trans (m2)); |
| } |
| |
| /** \brief hermitian rank \a k update: \f$m_1=t.m_1+t_2.(m_2.m2^H)\f$ |
| * |
| * \param m1 first matrix |
| * \param t1 first scalar |
| * \param t2 second scalar |
| * \param m2 second matrix |
| * \return matrix \c m1 |
| * |
| * \tparam M1 type of the first matrix (not needed by default) |
| * \tparam T1 type of the first scalar (not needed by default) |
| * \tparam T2 type of the second scalar (not needed by default) |
| * \tparam M2 type of the second matrix (not needed by default) |
| * \todo use opb_prod() |
| */ |
| template<class M1, class T1, class T2, class M2> |
| M1 & hrk (M1 &m1, const T1 &t1, const T2 &t2, const M2 &m2) |
| { |
| return m1 = t1 * m1 + t2 * prod (m2, herm (m2)); |
| } |
| |
| /** \brief generalized symmetric rank \a k update: \f$m_1=t_1.m_1+t_2.(m_2.m3^T)+t_2.(m_3.m2^T)\f$ |
| * |
| * \param m1 first matrix |
| * \param t1 first scalar |
| * \param t2 second scalar |
| * \param m2 second matrix |
| * \param m3 third matrix |
| * \return matrix \c m1 |
| * |
| * \tparam M1 type of the first matrix (not needed by default) |
| * \tparam T1 type of the first scalar (not needed by default) |
| * \tparam T2 type of the second scalar (not needed by default) |
| * \tparam M2 type of the second matrix (not needed by default) |
| * \tparam M3 type of the third matrix (not needed by default) |
| * \todo use opb_prod() |
| */ |
| template<class M1, class T1, class T2, class M2, class M3> |
| M1 & sr2k (M1 &m1, const T1 &t1, const T2 &t2, const M2 &m2, const M3 &m3) |
| { |
| return m1 = t1 * m1 + t2 * (prod (m2, trans (m3)) + prod (m3, trans (m2))); |
| } |
| |
| /** \brief generalized hermitian rank \a k update: * \f$m_1=t_1.m_1+t_2.(m_2.m_3^H)+(m_3.(t_2.m_2)^H)\f$ |
| * |
| * \param m1 first matrix |
| * \param t1 first scalar |
| * \param t2 second scalar |
| * \param m2 second matrix |
| * \param m3 third matrix |
| * \return matrix \c m1 |
| * |
| * \tparam M1 type of the first matrix (not needed by default) |
| * \tparam T1 type of the first scalar (not needed by default) |
| * \tparam T2 type of the second scalar (not needed by default) |
| * \tparam M2 type of the second matrix (not needed by default) |
| * \tparam M3 type of the third matrix (not needed by default) |
| * \todo use opb_prod() |
| */ |
| template<class M1, class T1, class T2, class M2, class M3> |
| M1 & hr2k (M1 &m1, const T1 &t1, const T2 &t2, const M2 &m2, const M3 &m3) |
| { |
| return m1 = |
| t1 * m1 |
| + t2 * prod (m2, herm (m3)) |
| + type_traits<T2>::conj (t2) * prod (m3, herm (m2)); |
| } |
| |
| } |
| |
| }}} |
| |
| #endif |