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Angus Kong0ae28bd2013-02-13 14:56:04 -08001// Ceres Solver - A fast non-linear least squares minimizer
2// Copyright 2010, 2011, 2012 Google Inc. All rights reserved.
3// http://code.google.com/p/ceres-solver/
4//
5// Redistribution and use in source and binary forms, with or without
6// modification, are permitted provided that the following conditions are met:
7//
8// * Redistributions of source code must retain the above copyright notice,
9// this list of conditions and the following disclaimer.
10// * Redistributions in binary form must reproduce the above copyright notice,
11// this list of conditions and the following disclaimer in the documentation
12// and/or other materials provided with the distribution.
13// * Neither the name of Google Inc. nor the names of its contributors may be
14// used to endorse or promote products derived from this software without
15// specific prior written permission.
16//
17// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
18// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
19// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
20// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
21// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
22// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
23// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
24// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
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26// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
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28//
29// Author: sameeragarwal@google.com (Sameer Agarwal)
30//
31// A solver for sparse linear least squares problem based on solving
32// the normal equations via a sparse cholesky factorization.
33
34#ifndef CERES_INTERNAL_SPARSE_NORMAL_CHOLESKY_SOLVER_H_
35#define CERES_INTERNAL_SPARSE_NORMAL_CHOLESKY_SOLVER_H_
36
Carlos Hernandez79397c22014-08-07 17:51:38 -070037// This include must come before any #ifndef check on Ceres compile options.
38#include "ceres/internal/port.h"
Sascha Haeberling1d2624a2013-07-23 19:00:21 -070039
Angus Kong0ae28bd2013-02-13 14:56:04 -080040#include "ceres/internal/macros.h"
Sascha Haeberling1d2624a2013-07-23 19:00:21 -070041#include "ceres/linear_solver.h"
Angus Kong0ae28bd2013-02-13 14:56:04 -080042#include "ceres/suitesparse.h"
Carlos Hernandez79397c22014-08-07 17:51:38 -070043#include "ceres/cxsparse.h"
44
45#ifdef CERES_USE_EIGEN_SPARSE
46#include "Eigen/SparseCholesky"
47#endif
Angus Kong0ae28bd2013-02-13 14:56:04 -080048
49namespace ceres {
50namespace internal {
51
52class CompressedRowSparseMatrix;
53
54// Solves the normal equations (A'A + D'D) x = A'b, using the CHOLMOD sparse
55// cholesky solver.
56class SparseNormalCholeskySolver : public CompressedRowSparseMatrixSolver {
57 public:
58 explicit SparseNormalCholeskySolver(const LinearSolver::Options& options);
59 virtual ~SparseNormalCholeskySolver();
60
61 private:
62 virtual LinearSolver::Summary SolveImpl(
63 CompressedRowSparseMatrix* A,
64 const double* b,
65 const LinearSolver::PerSolveOptions& options,
66 double* x);
67
68 LinearSolver::Summary SolveImplUsingSuiteSparse(
69 CompressedRowSparseMatrix* A,
Angus Kong0ae28bd2013-02-13 14:56:04 -080070 const LinearSolver::PerSolveOptions& options,
Carlos Hernandez79397c22014-08-07 17:51:38 -070071 double* rhs_and_solution);
Angus Kong0ae28bd2013-02-13 14:56:04 -080072
73 // Crashes if CSparse is not installed.
74 LinearSolver::Summary SolveImplUsingCXSparse(
75 CompressedRowSparseMatrix* A,
Angus Kong0ae28bd2013-02-13 14:56:04 -080076 const LinearSolver::PerSolveOptions& options,
Carlos Hernandez79397c22014-08-07 17:51:38 -070077 double* rhs_and_solution);
78
79 // Crashes if CERES_USE_LGPGL_CODE is not defined.
80 LinearSolver::Summary SolveImplUsingEigen(
81 CompressedRowSparseMatrix* A,
82 const LinearSolver::PerSolveOptions& options,
83 double* rhs_and_solution);
84
85 void FreeFactorization();
Angus Kong0ae28bd2013-02-13 14:56:04 -080086
Angus Kong0ae28bd2013-02-13 14:56:04 -080087 SuiteSparse ss_;
88 // Cached factorization
89 cholmod_factor* factor_;
Angus Kong0ae28bd2013-02-13 14:56:04 -080090
Angus Kong0ae28bd2013-02-13 14:56:04 -080091 CXSparse cxsparse_;
92 // Cached factorization
93 cs_dis* cxsparse_factor_;
Angus Kong0ae28bd2013-02-13 14:56:04 -080094
Carlos Hernandez79397c22014-08-07 17:51:38 -070095#ifdef CERES_USE_EIGEN_SPARSE
96 typedef Eigen::SimplicialLDLT<Eigen::SparseMatrix<double>,
97 Eigen::Upper> SimplicialLDLT;
98 scoped_ptr<SimplicialLDLT> simplicial_ldlt_;
99#endif
100
101 scoped_ptr<CompressedRowSparseMatrix> outer_product_;
102 vector<int> pattern_;
Angus Kong0ae28bd2013-02-13 14:56:04 -0800103 const LinearSolver::Options options_;
104 CERES_DISALLOW_COPY_AND_ASSIGN(SparseNormalCholeskySolver);
105};
106
107} // namespace internal
108} // namespace ceres
109
Angus Kong0ae28bd2013-02-13 14:56:04 -0800110#endif // CERES_INTERNAL_SPARSE_NORMAL_CHOLESKY_SOLVER_H_