DenseSymShiftSolve.h
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1 // Copyright (C) 2016-2025 Yixuan Qiu <yixuan.qiu@cos.name>
2 //
3 // This Source Code Form is subject to the terms of the Mozilla
4 // Public License v. 2.0. If a copy of the MPL was not distributed
5 // with this file, You can obtain one at https://mozilla.org/MPL/2.0/.
6 
7 #ifndef SPECTRA_DENSE_SYM_SHIFT_SOLVE_H
8 #define SPECTRA_DENSE_SYM_SHIFT_SOLVE_H
9 
10 #include <Eigen/Core>
11 #include <stdexcept>
12 
13 #include "../LinAlg/BKLDLT.h"
14 #include "../Util/CompInfo.h"
15 
16 namespace Spectra {
17 
32 template <typename Scalar_, int Uplo = Eigen::Lower, int Flags = Eigen::ColMajor>
34 {
35 public:
39  using Scalar = Scalar_;
40 
41 private:
48 
50  const Index m_n;
52 
53 public:
62  template <typename Derived>
64  m_mat(mat), m_n(mat.rows())
65  {
66  static_assert(
67  static_cast<int>(Derived::PlainObject::IsRowMajor) == static_cast<int>(Matrix::IsRowMajor),
68  "DenseSymShiftSolve: the \"Flags\" template parameter does not match the input matrix (Eigen::ColMajor/Eigen::RowMajor)");
69 
70  if (m_n != mat.cols())
71  throw std::invalid_argument("DenseSymShiftSolve: matrix must be square");
72  }
73 
77  Index rows() const { return m_n; }
81  Index cols() const { return m_n; }
82 
86  void set_shift(const Scalar& sigma)
87  {
88  m_solver.compute(m_mat, Uplo, sigma);
89  if (m_solver.info() != CompInfo::Successful)
90  throw std::invalid_argument("DenseSymShiftSolve: factorization failed with the given shift");
91  }
92 
99  // y_out = inv(A - sigma * I) * x_in
100  void perform_op(const Scalar* x_in, Scalar* y_out) const
101  {
102  MapConstVec x(x_in, m_n);
103  MapVec y(y_out, m_n);
104  y.noalias() = m_solver.solve(x);
105  }
106 };
107 
108 } // namespace Spectra
109 
110 #endif // SPECTRA_DENSE_SYM_SHIFT_SOLVE_H
Spectra::DenseSymShiftSolve::m_solver
BKLDLT< Scalar > m_solver
Definition: DenseSymShiftSolve.h:51
Spectra::DenseSymShiftSolve
Definition: DenseSymShiftSolve.h:33
Spectra::CompInfo::Successful
@ Successful
Computation was successful.
Spectra::DenseSymShiftSolve::m_mat
ConstGenericMatrix m_mat
Definition: DenseSymShiftSolve.h:49
x
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Definition: gnuplot_common_settings.hh:12
mat
MatrixXf mat
Definition: Tutorial_AdvancedInitialization_CommaTemporary.cpp:1
Spectra::DenseSymShiftSolve::m_n
const Index m_n
Definition: DenseSymShiftSolve.h:50
sampling::sigma
static const double sigma
Definition: testGaussianBayesNet.cpp:170
Spectra::DenseSymShiftSolve::rows
Index rows() const
Definition: DenseSymShiftSolve.h:77
Spectra::DenseSymShiftSolve< double >::Index
Eigen::Index Index
Definition: DenseSymShiftSolve.h:42
Spectra::DenseSymShiftSolve::cols
Index cols() const
Definition: DenseSymShiftSolve.h:81
Eigen::Map
A matrix or vector expression mapping an existing array of data.
Definition: Map.h:94
y
Scalar * y
Definition: level1_cplx_impl.h:124
Eigen::Ref< const Matrix >
Spectra::DenseSymShiftSolve::set_shift
void set_shift(const Scalar &sigma)
Definition: DenseSymShiftSolve.h:86
Spectra::DenseSymShiftSolve::perform_op
void perform_op(const Scalar *x_in, Scalar *y_out) const
Definition: DenseSymShiftSolve.h:100
Spectra
Definition: LOBPCGSolver.h:19
Eigen::Matrix
The matrix class, also used for vectors and row-vectors.
Definition: 3rdparty/Eigen/Eigen/src/Core/Matrix.h:178
Eigen::MatrixBase
Base class for all dense matrices, vectors, and expressions.
Definition: MatrixBase.h:48
Spectra::DenseSymShiftSolve< double >::Scalar
double Scalar
Definition: DenseSymShiftSolve.h:39
Spectra::BKLDLT
Definition: BKLDLT.h:65
Eigen::Index
EIGEN_DEFAULT_DENSE_INDEX_TYPE Index
The Index type as used for the API.
Definition: Meta.h:74
Spectra::DenseSymShiftSolve::DenseSymShiftSolve
DenseSymShiftSolve(const Eigen::MatrixBase< Derived > &mat)
Definition: DenseSymShiftSolve.h:63


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autogenerated on Thu Apr 10 2025 03:01:21