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Keir Mierlee2a6cdc2012-05-07 06:39:56 -07001// Ceres Solver - A fast non-linear least squares minimizer
2// Copyright 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
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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: keir@google.com (Keir Mierle)
30
31#ifndef CERES_INTERNAL_BLOCK_JACOBI_PRECONDITIONER_H_
32#define CERES_INTERNAL_BLOCK_JACOBI_PRECONDITIONER_H_
33
34#include <vector>
Sameer Agarwal290b9752013-02-17 16:50:37 -080035#include "ceres/preconditioner.h"
Keir Mierlee2a6cdc2012-05-07 06:39:56 -070036
37namespace ceres {
38namespace internal {
39
Sameer Agarwalc1e10d92013-04-24 11:58:24 -070040class BlockSparseMatrix;
Sameer Agarwald3ace022012-09-23 18:19:49 -070041struct CompressedRowBlockStructure;
Keir Mierlee2a6cdc2012-05-07 06:39:56 -070042class LinearOperator;
Keir Mierlee2a6cdc2012-05-07 06:39:56 -070043
Sameer Agarwal290b9752013-02-17 16:50:37 -080044// A block Jacobi preconditioner. This is intended for use with
45// conjugate gradients, or other iterative symmetric solvers. To use
46// the preconditioner, create one by passing a BlockSparseMatrix "A"
47// to the constructor. This fixes the sparsity pattern to the pattern
48// of the matrix A^TA.
Keir Mierlee2a6cdc2012-05-07 06:39:56 -070049//
50// Before each use of the preconditioner in a solve with conjugate gradients,
51// update the matrix by running Update(A, D). The values of the matrix A are
52// inspected to construct the preconditioner. The vector D is applied as the
53// D^TD diagonal term.
Sameer Agarwal2f1454f2013-06-13 23:34:46 -070054class BlockJacobiPreconditioner : public BlockSparseMatrixPreconditioner {
Keir Mierlee2a6cdc2012-05-07 06:39:56 -070055 public:
56 // A must remain valid while the BlockJacobiPreconditioner is.
Sameer Agarwalc1e10d92013-04-24 11:58:24 -070057 explicit BlockJacobiPreconditioner(const BlockSparseMatrix& A);
Keir Mierlee2a6cdc2012-05-07 06:39:56 -070058 virtual ~BlockJacobiPreconditioner();
59
Sameer Agarwal290b9752013-02-17 16:50:37 -080060 // Preconditioner interface
Keir Mierlee2a6cdc2012-05-07 06:39:56 -070061 virtual void RightMultiply(const double* x, double* y) const;
62 virtual void LeftMultiply(const double* x, double* y) const;
63 virtual int num_rows() const { return num_rows_; }
64 virtual int num_cols() const { return num_rows_; }
65
66 private:
Sameer Agarwal2f1454f2013-06-13 23:34:46 -070067 virtual bool UpdateImpl(const BlockSparseMatrix& A, const double* D);
68
Keir Mierlee2a6cdc2012-05-07 06:39:56 -070069 std::vector<double*> blocks_;
70 std::vector<double> block_storage_;
71 int num_rows_;
72
73 // The block structure of the matrix this preconditioner is for (e.g. J).
74 const CompressedRowBlockStructure& block_structure_;
75};
76
77} // namespace internal
78} // namespace ceres
79
80#endif // CERES_INTERNAL_BLOCK_JACOBI_PRECONDITIONER_H_