Brian Silverman | 72890c2 | 2015-09-19 14:37:37 -0400 | [diff] [blame] | 1 | // This file is part of Eigen, a lightweight C++ template library |
| 2 | // for linear algebra. |
| 3 | // |
| 4 | // Copyright (C) 2011 Gael Guennebaud <gael.guennebaud@inria.fr> |
| 5 | // |
| 6 | // This Source Code Form is subject to the terms of the Mozilla |
| 7 | // Public License v. 2.0. If a copy of the MPL was not distributed |
| 8 | // with this file, You can obtain one at http://mozilla.org/MPL/2.0/. |
| 9 | |
| 10 | #ifndef EIGEN_INCOMPLETE_LU_H |
| 11 | #define EIGEN_INCOMPLETE_LU_H |
| 12 | |
| 13 | namespace Eigen { |
| 14 | |
| 15 | template <typename _Scalar> |
Austin Schuh | 189376f | 2018-12-20 22:11:15 +1100 | [diff] [blame] | 16 | class IncompleteLU : public SparseSolverBase<IncompleteLU<_Scalar> > |
Brian Silverman | 72890c2 | 2015-09-19 14:37:37 -0400 | [diff] [blame] | 17 | { |
Austin Schuh | 189376f | 2018-12-20 22:11:15 +1100 | [diff] [blame] | 18 | protected: |
| 19 | typedef SparseSolverBase<IncompleteLU<_Scalar> > Base; |
| 20 | using Base::m_isInitialized; |
| 21 | |
Brian Silverman | 72890c2 | 2015-09-19 14:37:37 -0400 | [diff] [blame] | 22 | typedef _Scalar Scalar; |
| 23 | typedef Matrix<Scalar,Dynamic,1> Vector; |
| 24 | typedef typename Vector::Index Index; |
| 25 | typedef SparseMatrix<Scalar,RowMajor> FactorType; |
| 26 | |
| 27 | public: |
| 28 | typedef Matrix<Scalar,Dynamic,Dynamic> MatrixType; |
| 29 | |
Austin Schuh | 189376f | 2018-12-20 22:11:15 +1100 | [diff] [blame] | 30 | IncompleteLU() {} |
Brian Silverman | 72890c2 | 2015-09-19 14:37:37 -0400 | [diff] [blame] | 31 | |
| 32 | template<typename MatrixType> |
Austin Schuh | 189376f | 2018-12-20 22:11:15 +1100 | [diff] [blame] | 33 | IncompleteLU(const MatrixType& mat) |
Brian Silverman | 72890c2 | 2015-09-19 14:37:37 -0400 | [diff] [blame] | 34 | { |
| 35 | compute(mat); |
| 36 | } |
| 37 | |
| 38 | Index rows() const { return m_lu.rows(); } |
| 39 | Index cols() const { return m_lu.cols(); } |
| 40 | |
| 41 | template<typename MatrixType> |
| 42 | IncompleteLU& compute(const MatrixType& mat) |
| 43 | { |
| 44 | m_lu = mat; |
| 45 | int size = mat.cols(); |
| 46 | Vector diag(size); |
| 47 | for(int i=0; i<size; ++i) |
| 48 | { |
| 49 | typename FactorType::InnerIterator k_it(m_lu,i); |
| 50 | for(; k_it && k_it.index()<i; ++k_it) |
| 51 | { |
| 52 | int k = k_it.index(); |
| 53 | k_it.valueRef() /= diag(k); |
| 54 | |
| 55 | typename FactorType::InnerIterator j_it(k_it); |
| 56 | typename FactorType::InnerIterator kj_it(m_lu, k); |
| 57 | while(kj_it && kj_it.index()<=k) ++kj_it; |
| 58 | for(++j_it; j_it; ) |
| 59 | { |
| 60 | if(kj_it.index()==j_it.index()) |
| 61 | { |
| 62 | j_it.valueRef() -= k_it.value() * kj_it.value(); |
| 63 | ++j_it; |
| 64 | ++kj_it; |
| 65 | } |
| 66 | else if(kj_it.index()<j_it.index()) ++kj_it; |
| 67 | else ++j_it; |
| 68 | } |
| 69 | } |
| 70 | if(k_it && k_it.index()==i) diag(i) = k_it.value(); |
| 71 | else diag(i) = 1; |
| 72 | } |
| 73 | m_isInitialized = true; |
| 74 | return *this; |
| 75 | } |
| 76 | |
| 77 | template<typename Rhs, typename Dest> |
Austin Schuh | 189376f | 2018-12-20 22:11:15 +1100 | [diff] [blame] | 78 | void _solve_impl(const Rhs& b, Dest& x) const |
Brian Silverman | 72890c2 | 2015-09-19 14:37:37 -0400 | [diff] [blame] | 79 | { |
| 80 | x = m_lu.template triangularView<UnitLower>().solve(b); |
| 81 | x = m_lu.template triangularView<Upper>().solve(x); |
| 82 | } |
| 83 | |
Brian Silverman | 72890c2 | 2015-09-19 14:37:37 -0400 | [diff] [blame] | 84 | protected: |
| 85 | FactorType m_lu; |
Brian Silverman | 72890c2 | 2015-09-19 14:37:37 -0400 | [diff] [blame] | 86 | }; |
| 87 | |
Brian Silverman | 72890c2 | 2015-09-19 14:37:37 -0400 | [diff] [blame] | 88 | } // end namespace Eigen |
| 89 | |
| 90 | #endif // EIGEN_INCOMPLETE_LU_H |