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/* Author: Dave Coleman
   Desc:   Implementation of the Lightning Framework for experienced-based planning

   Paper:  Berenson, Dmitry, Pieter Abbeel, and Ken Goldberg.
           "A robot path planning framework that learns from experience."
           Robotics and Automation (ICRA), 2012 IEEE International Conference on. IEEE, 2012.
*/

#ifndef OMPL_TOOLS_LIGHTNING_LIGHTNINGDB_
#define OMPL_TOOLS_LIGHTNING_LIGHTNINGDB_

#include "ompl/base/StateSpace.h"
#include "ompl/geometric/PathGeometric.h"
#include "ompl/base/PlannerData.h"
#include "ompl/base/PlannerDataStorage.h"
#include "ompl/base/State.h"
#include "ompl/base/SpaceInformation.h"
#include "ompl/datastructures/NearestNeighbors.h"

namespace ompl
{
    namespace tools
    {
        /**
           @anchor LightningDB - Lightning Experience Database
           @par Short description
           Database for storing and retrieving past plans
        */

        /// @cond IGNORE
        OMPL_CLASS_FORWARD(LightningDB);
        /// @endcond

        /** \class ompl::geometric::LightningDBPtr
            \brief A shared pointer wrapper for ompl::tools::LightningDB */

        /** \brief Save and load entire paths from file */
        class LightningDB
        {
        public:
            /** \brief Constructor needs the state space used for planning.
             *  \param space - state space
             */
            LightningDB(const base::StateSpacePtr &space);

            /**
             * \brief Deconstructor
             */
            virtual ~LightningDB();

            /**
             * \brief Load database from file
             * \param fileName - name of database file
             * \return true if file loaded successfully
             */
            bool load(const std::string &fileName);

            /**
             * \brief Add a new solution path to our database. Des not actually save to file so
             *        experience will be lost if save() is not called
             * \param new path
             * \param returned insertion time to add to db
             * \return true on success
             */
            void addPath(geometric::PathGeometric &solutionPath, double &insertionTime);
            void addPathHelper(geometric::PathGeometric &solutionPath);

            /**
             * \brief Save loaded database to file, except skips saving if no paths have been added
             * \param fileName - name of database file
             * \return true if file saved successfully
             */
            bool saveIfChanged(const std::string &fileName);

            /**
             * \brief Save loaded database to file
             * \param fileName - name of database file
             * \return true if file saved successfully
             */
            bool save(const std::string &fileName);

            /**
             * \brief Get a vector of all the paths in the nearest neighbor tree
             */
            void getAllPlannerDatas(std::vector<ompl::base::PlannerDataPtr> &plannerDatas) const;

            /**
             * \brief Find the k nearest paths to our queries one
             */
            std::vector<ompl::base::PlannerDataPtr> findNearestStartGoal(int nearestK, const base::State *start,
                                                                         const base::State *goal);

            /** \brief Get the total number of paths stored in the database */
            std::size_t getExperiencesCount() const;

            /** \brief Get the total number of states stored in the database, across all paths */
            std::size_t getStatesCount() const;

            /** \brief Get number of unsaved paths */
            int getNumUnsavedPaths() const
            {
                return numUnsavedPaths_;
            }

            /**
             * \brief Check if anything has been loaded into DB
             * \return true if has no nodes
             */
            bool isEmpty()
            {
                return getExperiencesCount() == 0;
            }

        private:
            /**
             * \brief Add the distance between both path's starts and the distance between both path's ends together
             */
            double distanceFunction(const ompl::base::PlannerDataPtr &a, const ompl::base::PlannerDataPtr &b) const;

        protected:
            /// The created space information
            base::SpaceInformationPtr si_;

            /// Helper class for storing each plannerData instance
            ompl::base::PlannerDataStorage plannerDataStorage_;

            // A nearest-neighbors datastructure containing the tree of start/goal states combined
            std::shared_ptr<NearestNeighbors<ompl::base::PlannerDataPtr>> nn_;

            // Reusable plannerData instance for filling in start and goal and performing searches on the tree
            ompl::base::PlannerDataPtr nnSearchKey_;

            // Track unsaved paths to determine if a save is required
            int numUnsavedPaths_;

        };  // end of class LightningDB

    }  // end of namespace

}  // end of namespace
#endif
