/* * SubgraphSolver.h * Created on: Dec 31, 2009 * @author: Frank Dellaert */ #pragma once #include "GaussianFactorGraph.h" #include "GaussianBayesNet.h" #include "Ordering.h" #include "SubgraphPreconditioner.h" namespace gtsam { /** * A nonlinear system solver using subgraph preconditioning conjugate gradient * Concept NonLinearSolver implements * linearize: G * T -> L * solve : L -> VectorConfig */ template class SubgraphSolver { private: typedef typename T::Key Key; typedef typename G::Constraint Constraint; typedef typename G::Pose Pose; // TODO not hardcode static const size_t maxIterations_=100; static const bool verbose_=false; static const double epsilon_=1e-4, epsilon_abs_=1e-5; /* the ordering derived from the spanning tree */ boost::shared_ptr ordering_; /* the solution computed from the first subgraph */ boost::shared_ptr theta_bar_; G T_, C_; public: SubgraphSolver() {} SubgraphSolver(const G& g, const T& theta0); void initialize(const G& g, const T& theta0); boost::shared_ptr ordering() const { return ordering_; } boost::shared_ptr theta_bar() const { return theta_bar_; } /** * linearize the non-linear graph around the current config and build the subgraph preconditioner systme */ boost::shared_ptr linearize(const G& g, const T& theta_bar) const; /** * solve for the optimal displacement in the tangent space, and then solve * the resulted linear system */ VectorConfig optimize(SubgraphPreconditioner& system) const; }; template const size_t SubgraphSolver::maxIterations_; template const bool SubgraphSolver::verbose_; template const double SubgraphSolver::epsilon_; template const double SubgraphSolver::epsilon_abs_; } // nsamespace gtsam