/*---------------------------------------------------------------------------------*/
/*  NOMAD - Nonlinear Optimization by Mesh Adaptive Direct Search -                */
/*                                                                                 */
/*  NOMAD - Version 4 has been created and developed by                            */
/*                 Viviane Rochon Montplaisir  - Polytechnique Montreal            */
/*                 Christophe Tribes           - Polytechnique Montreal            */
/*                                                                                 */
/*  The copyright of NOMAD - version 4 is owned by                                 */
/*                 Charles Audet               - Polytechnique Montreal            */
/*                 Sebastien Le Digabel        - Polytechnique Montreal            */
/*                 Viviane Rochon Montplaisir  - Polytechnique Montreal            */
/*                 Christophe Tribes           - Polytechnique Montreal            */
/*                                                                                 */
/*  NOMAD 4 has been funded by Rio Tinto, Hydro-Québec, Huawei-Canada,             */
/*  NSERC (Natural Sciences and Engineering Research Council of Canada),           */
/*  InnovÉÉ (Innovation en Énergie Électrique) and IVADO (The Institute            */
/*  for Data Valorization)                                                         */
/*                                                                                 */
/*  NOMAD v3 was created and developed by Charles Audet, Sebastien Le Digabel,     */
/*  Christophe Tribes and Viviane Rochon Montplaisir and was funded by AFOSR       */
/*  and Exxon Mobil.                                                               */
/*                                                                                 */
/*  NOMAD v1 and v2 were created and developed by Mark Abramson, Charles Audet,    */
/*  Gilles Couture, and John E. Dennis Jr., and were funded by AFOSR and           */
/*  Exxon Mobil.                                                                   */
/*                                                                                 */
/*  Contact information:                                                           */
/*    Polytechnique Montreal - GERAD                                               */
/*    C.P. 6079, Succ. Centre-ville, Montreal (Quebec) H3C 3A7 Canada              */
/*    e-mail: nomad@gerad.ca                                                       */
/*                                                                                 */
/*  This program is free software: you can redistribute it and/or modify it        */
/*  under the terms of the GNU Lesser General Public License as published by       */
/*  the Free Software Foundation, either version 3 of the License, or (at your     */
/*  option) any later version.                                                     */
/*                                                                                 */
/*  This program is distributed in the hope that it will be useful, but WITHOUT    */
/*  ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or          */
/*  FITNESS FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public License    */
/*  for more details.                                                              */
/*                                                                                 */
/*  You should have received a copy of the GNU Lesser General Public License       */
/*  along with this program. If not, see <http://www.gnu.org/licenses/>.           */
/*                                                                                 */
/*  You can find information on the NOMAD software at www.gerad.ca/nomad           */
/*---------------------------------------------------------------------------------*/
#ifndef __NOMAD_4_5_SGTELIB_MODEL__
#define __NOMAD_4_5_SGTELIB_MODEL__

#include "../../Algos/AlgoStopReasons.hpp"
#include "../../Algos/Algorithm.hpp"
#include "../../Algos/EvcInterface.hpp"
#include "../../Type/SgtelibModelFeasibilityType.hpp"
#include "../../Type/SgtelibModelFormulationType.hpp"
#include "../../../ext/sgtelib/src/Surrogate.hpp"
#include "../../../ext/sgtelib/src/TrainingSet.hpp"

#include "../../nomad_nsbegin.hpp"

/// Class for implementation algorithms using Bastien Talgorn's sgtelib.
/**
 * When used as an algorithm by itself:
 * 1- Best points (with respect to blackbox evaluation) in the cache are found.
 *    - If the cache is empty, X0 points are used.
 * 2- These points are used to build a dynamic model.
 * 3- The model is optimized. This gives oracle points.
 * 4- The oracle points are evaluated by the blackbox.
 * 5- As long as new oracle points are found, the process is repeated.
 *
 * When used by Mads SearchMethod SgtelibSearchMethod:
 * - Steps 1, 2 and 3 are the same (X0 is never used: always the cache).
 * - The oracle points are send back to SgtelibSearchMethod, which takes care
 *   of projecting them to mesh and evaluate them.
 *
 * Reference: File Sgtelib_Model_Manager.cpp in NOMAD 3.9.1
 * Author: Bastien Talgorn
 */

class SgtelibModel: public Algorithm
{
private:
    // Barrier from upper step, if it exists
    std::shared_ptr<BarrierBase>                _barrierForX0s;

    std::shared_ptr<SGTELIB::TrainingSet>   _trainingSet;
    std::shared_ptr<SGTELIB::Surrogate>     _model;

    size_t _nbModels;   ///> The number of models. Depends on parameter SGTELIB_MODEL_FEASIBILITY.

    mutable bool _ready;
    bool _foundFeasible; ///> True if a feasible point has been found

    ArrayOfDouble _modelLowerBound; ///> Lower bound
    ArrayOfDouble _modelUpperBound; ///> Upper bound

    MeshBasePtr _mesh; ///> Useful for sizes if a mesh is available.

public:
    /// Constructor
    explicit SgtelibModel(const Step* parentStep,
                          std::shared_ptr<AlgoStopReasons<ModelStopType>> stopReasons,
                          std::shared_ptr<BarrierBase> barrier,
                          const std::shared_ptr<RunParameters>& runParams,
                          const std::shared_ptr<PbParameters>& pbParams,
                          const MeshBasePtr& mesh)
      : Algorithm(parentStep, stopReasons, runParams, pbParams),
        _barrierForX0s(barrier),
        _trainingSet(nullptr),
        _model(nullptr),
        _nbModels(0),
        _ready(false),
        _foundFeasible(false),
        _modelLowerBound(pbParams->getAttributeValue<size_t>("DIMENSION"), Double()),
        _modelUpperBound(pbParams->getAttributeValue<size_t>("DIMENSION"), Double()),
        _mesh(mesh)
    {
        init();
    }

    virtual ~SgtelibModel();

    // Get/Set
    // Return hMax from _barrierForX0s.
    // It is used for the sub-Mads initialization.
    Double getHMax() const { return _barrierForX0s->getHMax(); }
    // Return X0s' from _barrierForX0s.
    // They are used for the sub-Mads initialization.
    std::vector<EvalPoint> getX0s() const;
    // Return only first X0.
    EvalPointPtr getX0() const;

    std::shared_ptr<SGTELIB::TrainingSet> getTrainingSet() const { return _trainingSet; }
    std::shared_ptr<SGTELIB::Surrogate> getModel() const { return _model; }

    void setReady(const bool ready) { _ready = ready; }

    bool getFoundFeasible() const { return _foundFeasible; }
    void setFoundFeasible(const bool foundFeasible) { _foundFeasible = foundFeasible; }

    ArrayOfDouble getExtendedLowerBound() const;
    ArrayOfDouble getExtendedUpperBound() const;
    Double getFMin() const;
    SgtelibModelFormulationType getFormulation() const;

    MeshBasePtr getMesh() const { return _mesh; }
    Double getDeltaMNorm() const;

    // Basic methods
    bool isReady() const;
    void update();
    void info();

    static size_t getNbModels(const SgtelibModelFeasibilityType modelFeasibility,
                              const size_t nbConstraints);

    void setModelBounds(std::shared_ptr<SGTELIB::Matrix>& X);

    void readInformationForHotRestart() override {}

    // Generate points that are interesting to evaluate,
    // based on the Sgtelib model.
    // Do not perform blackbox evaluation.
    // This method is used by SgtelibSearchMethod.
    EvalPointSet createOraclePoints();


private:
    void init();

    bool runImp() override;
};

#include "../../nomad_nsend.hpp"

#endif // __NOMAD_4_5_SGTELIB_MODEL__

