// | |
// 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 |