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- #include "ceres/schur_jacobi_preconditioner.h"
- #include <memory>
- #include <utility>
- #include <vector>
- #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<Block> 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<BlockRandomAccessDiagonalMatrix>(
- blocks, options_.context, options_.num_threads);
- InitEliminator(bs);
- }
- SchurJacobiPreconditioner::~SchurJacobiPreconditioner() = default;
- 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);
- }
- bool SchurJacobiPreconditioner::UpdateImpl(const BlockSparseMatrix& A,
- const double* D) {
- const int num_rows = m_->num_rows();
- CHECK_GT(num_rows, 0);
-
- 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(); }
- }
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