Spectra 1.1.0
Header-only C++ Library for Large Scale Eigenvalue Problems
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SparseSymShiftSolve.h
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_SPARSE_SYM_SHIFT_SOLVE_H
8#define SPECTRA_SPARSE_SYM_SHIFT_SOLVE_H
9
10#include <Eigen/Core>
11#include <Eigen/SparseCore>
12#include <Eigen/SparseLU>
13#include <stdexcept>
14
15namespace Spectra {
16
32template <typename Scalar_, int Uplo = Eigen::Lower, int Flags = Eigen::ColMajor, typename StorageIndex = int>
34{
35public:
39 using Scalar = Scalar_;
40
41private:
42 using Index = Eigen::Index;
43 using Vector = Eigen::Matrix<Scalar, Eigen::Dynamic, 1>;
44 using MapConstVec = Eigen::Map<const Vector>;
45 using MapVec = Eigen::Map<Vector>;
46 using SparseMatrix = Eigen::SparseMatrix<Scalar, Flags, StorageIndex>;
47 using ConstGenericSparseMatrix = const Eigen::Ref<const SparseMatrix>;
48
49 ConstGenericSparseMatrix m_mat;
50 const Index m_n;
51 Eigen::SparseLU<SparseMatrix> m_solver;
52
53public:
61 template <typename Derived>
62 SparseSymShiftSolve(const Eigen::SparseMatrixBase<Derived>& mat) :
63 m_mat(mat), m_n(mat.rows())
64 {
65 static_assert(
66 static_cast<int>(Derived::PlainObject::IsRowMajor) == static_cast<int>(SparseMatrix::IsRowMajor),
67 "SparseSymShiftSolve: the \"Flags\" template parameter does not match the input matrix (Eigen::ColMajor/Eigen::RowMajor)");
68
69 if (mat.rows() != mat.cols())
70 throw std::invalid_argument("SparseSymShiftSolve: matrix must be square");
71 }
72
76 Index rows() const { return m_n; }
80 Index cols() const { return m_n; }
81
85 void set_shift(const Scalar& sigma)
86 {
87 SparseMatrix mat = m_mat.template selfadjointView<Uplo>();
88 SparseMatrix identity(m_n, m_n);
89 identity.setIdentity();
90 mat = mat - sigma * identity;
91 m_solver.isSymmetric(true);
92 m_solver.compute(mat);
93 if (m_solver.info() != Eigen::Success)
94 throw std::invalid_argument("SparseSymShiftSolve: factorization failed with the given shift");
95 }
96
103 // y_out = inv(A - sigma * I) * x_in
104 void perform_op(const Scalar* x_in, Scalar* y_out) const
105 {
106 MapConstVec x(x_in, m_n);
107 MapVec y(y_out, m_n);
108 y.noalias() = m_solver.solve(x);
109 }
110};
111
112} // namespace Spectra
113
114#endif // SPECTRA_SPARSE_SYM_SHIFT_SOLVE_H
SparseSymShiftSolve(const Eigen::SparseMatrixBase< Derived > &mat)
void perform_op(const Scalar *x_in, Scalar *y_out) const
void set_shift(const Scalar &sigma)