// 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) #include "ceres/schur_jacobi_preconditioner.h" #include #include #include #include "ceres/block_random_access_diagonal_matrix.h" #include "ceres/block_sparse_matrix.h" #include "ceres/linear_solver.h" #include "ceres/schur_eliminator.h" #include "glog/logging.h" namespace ceres::internal { SchurJacobiPreconditioner::SchurJacobiPreconditioner( const CompressedRowBlockStructure& bs, Preconditioner::Options options) : options_(std::move(options)) { CHECK_GT(options_.elimination_groups.size(), 1); CHECK_GT(options_.elimination_groups[0], 0); const int num_blocks = bs.cols.size() - options_.elimination_groups[0]; CHECK_GT(num_blocks, 0) << "Jacobian should have at least 1 f_block for " << "SCHUR_JACOBI preconditioner."; CHECK(options_.context != nullptr); std::vector blocks(num_blocks); int position = 0; for (int i = 0; i < num_blocks; ++i) { blocks[i] = Block(bs.cols[i + options_.elimination_groups[0]].size, position); position += blocks[i].size; } m_ = std::make_unique( blocks, options_.context, options_.num_threads); InitEliminator(bs); } SchurJacobiPreconditioner::~SchurJacobiPreconditioner() = default; // Initialize the SchurEliminator. void SchurJacobiPreconditioner::InitEliminator( const CompressedRowBlockStructure& bs) { LinearSolver::Options eliminator_options; eliminator_options.elimination_groups = options_.elimination_groups; eliminator_options.num_threads = options_.num_threads; eliminator_options.e_block_size = options_.e_block_size; eliminator_options.f_block_size = options_.f_block_size; eliminator_options.row_block_size = options_.row_block_size; eliminator_options.context = options_.context; eliminator_ = SchurEliminatorBase::Create(eliminator_options); const bool kFullRankETE = true; eliminator_->Init( eliminator_options.elimination_groups[0], kFullRankETE, &bs); } // Update the values of the preconditioner matrix and factorize it. bool SchurJacobiPreconditioner::UpdateImpl(const BlockSparseMatrix& A, const double* D) { const int num_rows = m_->num_rows(); CHECK_GT(num_rows, 0); // Compute a subset of the entries of the Schur complement. eliminator_->Eliminate( BlockSparseMatrixData(A), nullptr, D, m_.get(), nullptr); m_->Invert(); return true; } void SchurJacobiPreconditioner::RightMultiplyAndAccumulate(const double* x, double* y) const { m_->RightMultiplyAndAccumulate(x, y); } int SchurJacobiPreconditioner::num_rows() const { return m_->num_rows(); } } // namespace ceres::internal