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BlockHouseholder.h
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1// This file is part of Eigen, a lightweight C++ template library
2// for linear algebra.
3//
4// Copyright (C) 2010 Vincent Lejeune
5// Copyright (C) 2010 Gael Guennebaud <gael.guennebaud@inria.fr>
6//
7// This Source Code Form is subject to the terms of the Mozilla
8// Public License v. 2.0. If a copy of the MPL was not distributed
9// with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
10
11#ifndef EIGEN_BLOCK_HOUSEHOLDER_H
12#define EIGEN_BLOCK_HOUSEHOLDER_H
13
14// This file contains some helper function to deal with block householder reflectors
15
16namespace Eigen {
17
18namespace internal {
19
20/** \internal */
21// template<typename TriangularFactorType,typename VectorsType,typename CoeffsType>
22// void make_block_householder_triangular_factor(TriangularFactorType& triFactor, const VectorsType& vectors, const CoeffsType& hCoeffs)
23// {
24// typedef typename VectorsType::Scalar Scalar;
25// const Index nbVecs = vectors.cols();
26// eigen_assert(triFactor.rows() == nbVecs && triFactor.cols() == nbVecs && vectors.rows()>=nbVecs);
27//
28// for(Index i = 0; i < nbVecs; i++)
29// {
30// Index rs = vectors.rows() - i;
31// // Warning, note that hCoeffs may alias with vectors.
32// // It is then necessary to copy it before modifying vectors(i,i).
33// typename CoeffsType::Scalar h = hCoeffs(i);
34// // This hack permits to pass trough nested Block<> and Transpose<> expressions.
35// Scalar *Vii_ptr = const_cast<Scalar*>(vectors.data() + vectors.outerStride()*i + vectors.innerStride()*i);
36// Scalar Vii = *Vii_ptr;
37// *Vii_ptr = Scalar(1);
38// triFactor.col(i).head(i).noalias() = -h * vectors.block(i, 0, rs, i).adjoint()
39// * vectors.col(i).tail(rs);
40// *Vii_ptr = Vii;
41// // FIXME add .noalias() once the triangular product can work inplace
42// triFactor.col(i).head(i) = triFactor.block(0,0,i,i).template triangularView<Upper>()
43// * triFactor.col(i).head(i);
44// triFactor(i,i) = hCoeffs(i);
45// }
46// }
47
48/** \internal */
49// This variant avoid modifications in vectors
50template<typename TriangularFactorType,typename VectorsType,typename CoeffsType>
51void make_block_householder_triangular_factor(TriangularFactorType& triFactor, const VectorsType& vectors, const CoeffsType& hCoeffs)
52{
53 const Index nbVecs = vectors.cols();
54 eigen_assert(triFactor.rows() == nbVecs && triFactor.cols() == nbVecs && vectors.rows()>=nbVecs);
55
56 for(Index i = nbVecs-1; i >=0 ; --i)
57 {
58 Index rs = vectors.rows() - i - 1;
59 Index rt = nbVecs-i-1;
60
61 if(rt>0)
62 {
63 triFactor.row(i).tail(rt).noalias() = -hCoeffs(i) * vectors.col(i).tail(rs).adjoint()
64 * vectors.bottomRightCorner(rs, rt).template triangularView<UnitLower>();
65
66 // FIXME use the following line with .noalias() once the triangular product can work inplace
67 // triFactor.row(i).tail(rt) = triFactor.row(i).tail(rt) * triFactor.bottomRightCorner(rt,rt).template triangularView<Upper>();
68 for(Index j=nbVecs-1; j>i; --j)
69 {
70 typename TriangularFactorType::Scalar z = triFactor(i,j);
71 triFactor(i,j) = z * triFactor(j,j);
72 if(nbVecs-j-1>0)
73 triFactor.row(i).tail(nbVecs-j-1) += z * triFactor.row(j).tail(nbVecs-j-1);
74 }
75
76 }
77 triFactor(i,i) = hCoeffs(i);
78 }
79}
80
81/** \internal
82 * if forward then perform mat = H0 * H1 * H2 * mat
83 * otherwise perform mat = H2 * H1 * H0 * mat
84 */
85template<typename MatrixType,typename VectorsType,typename CoeffsType>
86void apply_block_householder_on_the_left(MatrixType& mat, const VectorsType& vectors, const CoeffsType& hCoeffs, bool forward)
87{
88 enum { TFactorSize = MatrixType::ColsAtCompileTime };
89 Index nbVecs = vectors.cols();
91
92 if(forward) make_block_householder_triangular_factor(T, vectors, hCoeffs);
93 else make_block_householder_triangular_factor(T, vectors, hCoeffs.conjugate());
95
96 // A -= V T V^* A
97 Matrix<typename MatrixType::Scalar,VectorsType::ColsAtCompileTime,MatrixType::ColsAtCompileTime,
98 (VectorsType::MaxColsAtCompileTime==1 && MatrixType::MaxColsAtCompileTime!=1)?RowMajor:ColMajor,
99 VectorsType::MaxColsAtCompileTime,MatrixType::MaxColsAtCompileTime> tmp = V.adjoint() * mat;
100 // FIXME add .noalias() once the triangular product can work inplace
101 if(forward) tmp = T.template triangularView<Upper>() * tmp;
102 else tmp = T.template triangularView<Upper>().adjoint() * tmp;
103 mat.noalias() -= V * tmp;
104}
105
106} // end namespace internal
107
108} // end namespace Eigen
109
110#endif // EIGEN_BLOCK_HOUSEHOLDER_H
#define eigen_assert(x)
Definition: Macros.h:1047
The matrix class, also used for vectors and row-vectors.
Definition: Matrix.h:180
Expression of a triangular part in a matrix.
Definition: TriangularMatrix.h:189
EIGEN_DEVICE_FUNC const AdjointReturnType adjoint() const
Definition: TriangularMatrix.h:260
@ ColMajor
Storage order is column major (see TopicStorageOrders).
Definition: Constants.h:319
@ RowMajor
Storage order is row major (see TopicStorageOrders).
Definition: Constants.h:321
void make_block_householder_triangular_factor(TriangularFactorType &triFactor, const VectorsType &vectors, const CoeffsType &hCoeffs)
Definition: BlockHouseholder.h:51
void apply_block_householder_on_the_left(MatrixType &mat, const VectorsType &vectors, const CoeffsType &hCoeffs, bool forward)
Definition: BlockHouseholder.h:86
Namespace containing all symbols from the Eigen library.
Definition: Core:141
EIGEN_DEFAULT_DENSE_INDEX_TYPE Index
The Index type as used for the API.
Definition: Meta.h:74
Definition: Eigen_Colamd.h:50