// Ceres Solver - A fast non-linear least squares minimizer // Copyright 2023 Google Inc. All rights reserved. // http://ceres-solver.org/ // // Redistribution and use in source and binary forms, with or without // modification, are permitted provided that the following conditions are met: // // * Redistributions of source code must retain the above copyright notice, // this list of conditions and the following disclaimer. // * Redistributions in binary form must reproduce the above copyright notice, // this list of conditions and the following disclaimer in the documentation // and/or other materials provided with the distribution. // * Neither the name of Google Inc. nor the names of its contributors may be // used to endorse or promote products derived from this software without // specific prior written permission. // // THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" // AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE // IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE // ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE // LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR // CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF // SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS // INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN // CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) // ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE // POSSIBILITY OF SUCH DAMAGE. // // Author: sameeragarwal@google.com (Sameer Agarwal) // // Detailed descriptions of these preconditions beyond what is // documented here can be found in // // Bundle Adjustment in the Large // S. Agarwal, N. Snavely, S. Seitz & R. Szeliski, ECCV 2010 // http://www.cs.washington.edu/homes/sagarwal/bal.pdf #ifndef CERES_INTERNAL_SCHUR_JACOBI_PRECONDITIONER_H_ #define CERES_INTERNAL_SCHUR_JACOBI_PRECONDITIONER_H_ #include #include #include #include #include "ceres/internal/disable_warnings.h" #include "ceres/internal/export.h" #include "ceres/preconditioner.h" namespace ceres::internal { class BlockRandomAccessDiagonalMatrix; class BlockSparseMatrix; struct CompressedRowBlockStructure; class SchurEliminatorBase; // This class implements the SCHUR_JACOBI preconditioner for Structure // from Motion/Bundle Adjustment problems. Full mathematical details // can be found in // // Bundle Adjustment in the Large // S. Agarwal, N. Snavely, S. Seitz & R. Szeliski, ECCV 2010 // http://www.cs.washington.edu/homes/sagarwal/bal.pdf // // Example usage: // // Preconditioner::Options options; // options.preconditioner_type = SCHUR_JACOBI; // options.elimination_groups.push_back(num_points); // options.elimination_groups.push_back(num_cameras); // SchurJacobiPreconditioner preconditioner( // *A.block_structure(), options); // preconditioner.Update(A, nullptr); // preconditioner.RightMultiplyAndAccumulate(x, y); // // TODO(https://github.com/ceres-solver/ceres-solver/issues/935): // SchurJacobiPreconditioner::RightMultiply will benefit from multithreading class CERES_NO_EXPORT SchurJacobiPreconditioner : public BlockSparseMatrixPreconditioner { public: // Initialize the symbolic structure of the preconditioner. bs is // the block structure of the linear system to be solved. It is used // to determine the sparsity structure of the preconditioner matrix. // // It has the same structural requirement as other Schur complement // based solvers. Please see schur_eliminator.h for more details. SchurJacobiPreconditioner(const CompressedRowBlockStructure& bs, Preconditioner::Options options); SchurJacobiPreconditioner(const SchurJacobiPreconditioner&) = delete; void operator=(const SchurJacobiPreconditioner&) = delete; ~SchurJacobiPreconditioner() override; // Preconditioner interface. void RightMultiplyAndAccumulate(const double* x, double* y) const final; int num_rows() const final; private: void InitEliminator(const CompressedRowBlockStructure& bs); bool UpdateImpl(const BlockSparseMatrix& A, const double* D) final; Preconditioner::Options options_; std::unique_ptr eliminator_; // Preconditioner matrix. std::unique_ptr m_; }; } // namespace ceres::internal #include "ceres/internal/reenable_warnings.h" #endif // CERES_INTERNAL_SCHUR_JACOBI_PRECONDITIONER_H_