CLevMarqGSO.h

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/* +---------------------------------------------------------------------------+
         |                     Mobile Robot Programming Toolkit (MRPT)               |
         |                          http://www.mrpt.org/                             |
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         | Copyright (c) 2005-2017, Individual contributors, see AUTHORS file        |
         | See: http://www.mrpt.org/Authors - All rights reserved.                   |
         | Released under BSD License. See details in http://www.mrpt.org/License    |
         +---------------------------------------------------------------------------+ */
 
#ifndef CLEVMARQGSO_H
#define CLEVMARQGSO_H
 
#include <mrpt/obs/CObservationOdometry.h>
#include <mrpt/obs/CRawlog.h>
#include <mrpt/obs/CSensoryFrame.h>
#include <mrpt/utils/CLoadableOptions.h>
#include <mrpt/utils/CConfigFile.h>
#include <mrpt/utils/CConfigFileBase.h>
#include <mrpt/utils/CStream.h>
#include <mrpt/utils/CTicTac.h>
#include <mrpt/utils/types_simple.h>
#include <mrpt/utils/TColor.h>
#include <mrpt/system/threads.h>
#include <mrpt/opengl/graph_tools.h>
#include <mrpt/opengl/CDisk.h>
#include <mrpt/opengl/CSphere.h>
#include <mrpt/opengl/CRenderizable.h>
#include <mrpt/utils/TColor.h>
#include <mrpt/poses/CPose2D.h>
#include <mrpt/poses/CPose3D.h>
 
#include <mrpt/graphslam/levmarq.h>
#include <mrpt/graphslam/interfaces/CGraphSlamOptimizer.h>
 
#include <iostream>
#include <string>
#include <map>
#include <cmath> // fabs function
 
namespace mrpt { namespace graphslam { namespace optimizers {
 
/**\brief Levenberg-Marquardt non-linear graph slam optimization scheme.
 *
 * ## Description
 *
 * Current decider optimizes the graph according to the
 * graphslam::optimize_spa_levmarq method. Refer to the latter for more
 * details on the implementation.
 *
 * ### .ini Configuration Parameters
 *
 * \htmlinclude graphslam-engine_config_params_preamble.txt
 *
 * - \b class_verbosity
 *   + \a Section       : OptimizerParameters
 *   + \a Default value : 1 (LVL_INFO)
 *   + \a Required      : FALSE
 *
 * - \b optimization_on_second_thread
 *   + \a Section       : OptimizerParameters
 *   + \a Default value :  FALSE
 *   + \a Required      : FALSE
 *   + \a Description   : Specify whether to use a second thread to optimize
 *   the graph.
 *
 * - \b LC_min_nodeid_diff
 *  + \a Section       : GeneralConfiguration
 *  + \a Default value : 30
 *  + \a Required      : FALSE
 *  + \a Description   : Minimum NodeID difference for an edge to be considered
 *  a loop closure.
 *
 * - \b optimization_distance
 *  + \a Section       : OptimizerParameters
 *  + \a Default value : 5
 *  + \a Required      : FALSE
 *  + \a Description   : Positions of the nodes within the specified distance from the current
 *  graph node are optimized according to the corresponding constraints between
 *  them
 *  
 * - \b verbose
 *  + \a Section       : OptimizerParameters
 *  + \a Default value : FALSE
 *  + \a Required      : FALSE
 *  + \a Description   : Refers to the Levenberg-Marquardt optimization.
 *  procedure
 *
 * - \b profiler
 *  + \a Section       : OptimizerParameters
 *  + \a Default value : FALSE
 *  + \a Required      : FALSE
 *  + \a Description   : Refers to the Levenberg-Marquardt optimization.
 *  procedure
 *
 * - \b max_iterations
 *  + \a Section       : OptimizerParameters
 *  + \a Default value : 100
 *  + \a Required      : FALSE
 *  + \a Description   : Refers to the Levenberg-Marquardt optimization. Sets
 *  the maximum number of iterations of the optimization scheme.
 *
 * - \b scale_hessian
 *  + \a Section       : OptimizerParameters
 *  + \a Default value : 0.2
 *  + \a Required      : FALSE
 *  + \a Description   : Refers to the Levenberg-Marquardt optimization.
 *
 * - \b tau
 *  + \a Section       : OptimizerParameters
 *  + \a Default value : 1e-3
 *  + \a Required      : FALSE
 *  + \a Description   : Refers to the Levenberg-Marquardt optimization.
 *
 *  \note For a detailed description of the optimization parameters of the
 *  Levenberg-Marquardt scheme, refer to
 *  http://reference.mrpt.org/devel/group__mrpt__graphslam__grp.html#ga022f4a70be5ec7c432f46374e4bb9d66 
 *
 *  \note For a detailed description of the graph visualization parameters
 *  refer to
 *  http://reference.mrpt.org/devel/group__mrpt__opengl__grp.html#ga30efc9f6fcb49801e989d174e0f65a61
 
 *
 * \ingroup mrpt_graphslam_grp
 */
template<class GRAPH_T=typename mrpt::graphs::CNetworkOfPoses2DInf>
class CLevMarqGSO:
        public mrpt::graphslam::optimizers::CGraphSlamOptimizer<GRAPH_T>
{
        public:
                // Public methods
                //////////////////////////////////////////////////////////////
                /**\brief Handy typedefs */
                /**\{*/
                typedef typename GRAPH_T::constraint_t constraint_t;
                typedef typename GRAPH_T::constraint_t::type_value pose_t; // type of underlying poses (2D/3D)
                typedef mrpt::math::CMatrixFixedNumeric<double,
                                                constraint_t::state_length,
                                                constraint_t::state_length> InfMat;
                typedef mrpt::graphslam::CRegistrationDeciderOrOptimizer<GRAPH_T> grandpa;
                typedef mrpt::graphslam::optimizers::CGraphSlamOptimizer<GRAPH_T> parent;
                /**\}*/
 
                CLevMarqGSO();
                ~CLevMarqGSO();
 
                bool updateState( mrpt::obs::CActionCollectionPtr action,
                                mrpt::obs::CSensoryFramePtr observations,
                                mrpt::obs::CObservationPtr observation );
 
                void initializeVisuals();
                void updateVisuals();
                /**\brief Get a list of the window events that happened since the last
                 * call.
                 */
                void notifyOfWindowEvents(
                                const std::map<std::string,
                                bool>& events_occurred);
                /**\brief Struct for holding the optimization-related variables in a
                 * compact form
                 */
                struct OptimizationParams: public mrpt::utils::CLoadableOptions {
                        public:
                                OptimizationParams();
                                ~OptimizationParams();
 
                                void loadFromConfigFile(
                                                const mrpt::utils::CConfigFileBase &source,
                                                const std::string &section);
                                void    dumpToTextStream(mrpt::utils::CStream &out) const;
 
                                mrpt::utils::TParametersDouble cfg;
                                // True if optimization procedure is to run in a multithreading fashion
                                bool optimization_on_second_thread;
 
                                /**\brief optimize only for the nodes found in a certain distance from
                                 * the current position. Optimize for the entire graph if set to -1
                                 */
                                double optimization_distance;
                                double offset_y_optimization_distance;
                                int text_index_optimization_distance;
                                mrpt::utils::TColor optimization_distance_color;
                                /**\brief Keystroke to toggle the optimization distance on/off */
                                std::string keystroke_optimization_distance;
                                /**\brief Keystroke to manually trigger a full graph optimization */
                                std::string keystroke_optimize_graph;
 
                                // nodeID difference for an edge to be considered loop closure
                                int LC_min_nodeid_diff;
 
                                // Map of TPairNodesID to their corresponding edge as recorded in the
                                // last update of the optimizer state
                                typename GRAPH_T::edges_map_t last_pair_nodes_to_edge;
                };
 
                /**\brief struct for holding the graph visualization-related variables in a
                 * compact form
                 */
                struct GraphVisualizationParams: public mrpt::utils::CLoadableOptions {
                        public:
                                GraphVisualizationParams();
                                ~GraphVisualizationParams();
 
                                void loadFromConfigFile(
                                                const mrpt::utils::CConfigFileBase &source,
                                                const std::string &section);
                                void dumpToTextStream(mrpt::utils::CStream &out) const;
 
                                mrpt::utils::TParametersDouble cfg;
                                bool visualize_optimized_graph;
                                // textMessage parameters
                                std::string keystroke_graph_toggle; // see Ctor for initialization
                                std::string keystroke_graph_autofit; // see Ctor for initialization
                                int text_index_graph;
                                double offset_y_graph;
 
                };
 
                void loadParams(const std::string& source_fname);
                void printParams() const;
                void getDescriptiveReport(std::string* report_str) const;
 
    bool justFullyOptimizedGraph() const;
 
                // Public members
                // ////////////////////////////
                /** Parameters relevant to the optimizatio nfo the graph. */
                OptimizationParams opt_params;
                /** Parameters relevant to the visualization of the graph. */
                GraphVisualizationParams viz_params;
 
        protected:
 
                // protected methods
                // ////////////////////////////
 
                /**\brief Feedback of the Levenberg-Marquardt graph optimization procedure.
                 *
                 */
                static void levMarqFeedback(
                                const GRAPH_T& graph,
                                const size_t iter,
                                const size_t max_iter,
                                const double cur_sq_error );
 
                /**\brief Optimize the given graph.
                 *
                 * Wrapper around the graphslam::optimize_spa_levmarq method
                 * \sa optimize_spa_levmarq, optimizeGraph
                 *
                 * \param[in] full_update Impose that method optimizes the whole graph
                 *
                 */
                void _optimizeGraph(bool is_full_update=false);
                /** \brief Wrapper around _optimizeGraph which first locks the section and
                 * then calls the _optimizeGraph method.
                 *
                 * Used in multithreaded optimization
                 * \sa _optimizeGraph()
                 */
                void optimizeGraph();
                /**\brief Check if a loop closure edge was added in the graph.
                 *
                 * Match the previously registered edges in the graph with the current. If
                 * there is a node difference *in any new edge* greater than
                 * \b LC_min_nodeid_diff (see .ini parameter) then new constraint is
                 * considered a Loop Closure
                 *
                 * \return True if \b any of the newly added edges is considered a loop
                 * closure
                 */
                bool checkForLoopClosures();
                /**\brief Decide whether to issue a full graph optimization
                 *
                 * In case N consecutive full optimizations have been issued, skip some of
                 * the next as they slow down the overall execution and they don't reduce
                 * the overall error
                 *
                 * \return True for issuing a full graph optimization, False otherwise
                 */
                bool checkForFullOptimization();
                /**\brief Initialize objects relateed to the Graph Visualization
                 */
                void initGraphVisualization();
                /**\brief Called internally for updating the visualization scene for the graph
                 * building procedure
                 */
                inline void updateGraphVisualization();
                /**\brief Toggle the graph visualization on and off.
                 */
                void toggleGraphVisualization();
                /**\brief Set the camera parameters of the CDisplayWindow3D so that the whole
                 * graph is viewed in the window.
                 *
                 * \warning Method assumes that the COpenGLinstance *is not locked* prior to this
                 * call, so make sure you have issued
                 * CDisplayWindow3D::unlockAccess3DScene() before calling this method.
                 */
                inline void fitGraphInView();
 
                /**\brief Initialize the Disk/Sphere used for visualizing the optimization
                 * distance.
                 */
                /**\{*/
                void initOptDistanceVisualization();
                /**\brief Setup the corresponding Disk/Sphere instance.
                 *
                 * Method overloads are used to overcome the C++ specialization
                 * restrictions
                 *
                 * \return Disk/Sphere instance for 2D/3D SLAM respectively
                 */
                /**\{*/
                mrpt::opengl::CRenderizablePtr initOptDistanceVisualizationInternal(
                                const mrpt::poses::CPose2D& p_unused);
                mrpt::opengl::CRenderizablePtr initOptDistanceVisualizationInternal(
                                const mrpt::poses::CPose3D& p_unused);
                /**\}*/
 
                /**\}*/
 
                /**\brief Update the position of the disk indicating the distance in which
                 * Levenberg-Marquardt graph optimization is executed
                 */
                inline void updateOptDistanceVisualization();
                /**\brief toggle the optimization distance object on and off
                 */
                void toggleOptDistanceVisualization();
                /**\brief Get a list of the nodeIDs whose position is within a certain
                 * distance to the specified nodeID
                 */
                void getNearbyNodesOf(
                                std::set<mrpt::utils::TNodeID> *nodes_set,
                                const mrpt::utils::TNodeID& cur_nodeID,
                                double distance );
 
                // protected members
                //////////////////////////////////////////////////////////////
 
                bool m_first_time_call;
                bool m_has_read_config;
                bool registered_new_node;
                bool m_autozoom_active;
 
                // start optimizing the graph after a certain number of nodes has been
                // added (when m_graph->nodeCount() > m_last_total_num_of_nodes)
                size_t m_last_total_num_of_nodes;
 
                // Use second thread for graph optimization
                mrpt::system::TThreadHandle m_thread_optimize;
 
                /**\brief Enumeration that defines the behaviors towards using or ignoring a
                 * newly added loop closure to fully optimize the graph
                 */
                enum FullOptimizationPolicy {
                        FOP_IGNORE_LC=0,
                        FOP_USE_LC,
                        FOP_TOTAL_NUM
                };
                /**\brief Should I fully optimize the graph on loop closure?
                 */
                FullOptimizationPolicy m_optimization_policy;
                /**\name Smart Full-Optimization Command
                 *
                 * Instead of issuing a full optimization every time a loop closure is
                 * detected, ignore current loop closure when enough consecutive loop
                 * closures have already been utilised.
                 * This avoids the added computational cost that is needed for optimizing
                 * the graph without reducing the accuracy of the overall operation
                 */
                /**\{*/
 
                /**\brief Number of maximum cosecutive loop closures that are allowed to be
                 * issued.
                 *
                 * \sa m_curr_used_consec_lcs, m_max_ignored_consec_lcs
                 */
                size_t m_max_used_consec_lcs;
                /**\brief Number of consecutive loop closures that are currently registered
                 *
                 * \sa m_max_used_consec_lcs
                 */
                size_t m_curr_used_consec_lcs;
                /**\brief Number of consecutive loop closures to ignore after \b
                 * m_max_used_consec_lcs have already been issued.
                 *
                 * \sa m_curr_ignored_consec_lcs, m_max_used_consec_lcs
                 */
                size_t m_max_ignored_consec_lcs;
                /**\brief Consecutive Loop Closures that have currently been ignored
                 *
                 * \sa m_max_ignored_consec_lcs
                 */
                size_t m_curr_ignored_consec_lcs;
 
                /**\}*/
 
                /**\brief Indicates whether a full graph optimization was just issued.
                 */
                bool m_just_fully_optimized_graph;
 
                /**\brief Minimum number of nodes before we try optimizing the graph */
                size_t m_min_nodes_for_optimization;
};
 
} } } // end of namespaces
 
#include "CLevMarqGSO_impl.h"
 
#endif /* end of include guard: CLEVMARQGSO_H */