#ifndef OPTIMIZER_H
#define OPTIMIZER_H
#include <vector>
#include "FeatureStats.h"
#include "FeatureData.h"
#include "FeatureArray.h"
#include "Scorer.h"
#include "Point.h"
#include "Types.h"


typedef float featurescore;

using namespace std;
/**abstract virtual class*/
class Optimizer
{
protected:
  Scorer * scorer; //no accessor for them only child can use them
  FeatureData * FData;//no accessor for them only child can use them
  unsigned int number_of_random_directions;
public:
  Optimizer(unsigned Pd,vector<unsigned> i2O,vector<parameter_t> start,unsigned int nrandom);
  void SetScorer(Scorer *S);
  void SetFData(FeatureData *F);
  virtual ~Optimizer();

  unsigned size()const {
    return (FData?FData->size():0);
  }
  /**Generic wrapper around TrueRun to check a few things. Non virtual*/
  statscore_t  Run(Point&)const;
  /**main function that perform an optimization*/
  virtual  statscore_t  TrueRun(Point&)const=0;
  /**given a set of lambdas, get the nbest for each sentence*/
  void Get1bests(const Point& param,vector<unsigned>& bests)const;
  /**given a set of nbests, get the Statistical score*/
  statscore_t  GetStatScore(const vector<unsigned>& nbests)const {
    return scorer->score(nbests);
  };
  /**given a set of lambdas, get the total statistical score*/
  statscore_t  GetStatScore(const Point& param)const;
  vector<statscore_t > GetIncStatScore(vector<unsigned> ref,vector<vector <pair<unsigned,unsigned> > >)const;
  statscore_t  LineOptimize(const Point& start,const Point& direction,Point& best)const;//Get the optimal Lambda and the best score in a particular direction from a given Point
};


/**default basic optimizer*/
class SimpleOptimizer: public Optimizer
{
private:
  static float eps;
public:
  SimpleOptimizer(unsigned dim,vector<unsigned> i2O,vector<parameter_t> start,unsigned int nrandom):Optimizer(dim,i2O,start,nrandom) {};
  virtual statscore_t  TrueRun(Point&)const;
};

/**optimizer with random directions*/
class RandomDirectionOptimizer: public Optimizer
{
private:
  static float eps;
public:
  RandomDirectionOptimizer(unsigned dim,vector<unsigned> i2O,vector<parameter_t> start,unsigned int nrandom):Optimizer(dim,i2O,start,nrandom) {};
  virtual statscore_t  TrueRun(Point&)const;
};

/**dumb baseline optimizer: just picks a random point and quits*/
class RandomOptimizer: public Optimizer
{
public:
  RandomOptimizer(unsigned dim,vector<unsigned> i2O,vector<parameter_t> start, unsigned int nrandom):Optimizer(dim,i2O,start,nrandom) {};
  virtual statscore_t  TrueRun(Point&)const;
};

class OptimizerFactory
{
public:
  // unsigned dim;
  //Point Start;
  static vector<string> GetTypeNames();
  static Optimizer* BuildOptimizer(unsigned dim,vector<unsigned>tooptimize,vector<parameter_t> start,string type,unsigned int nrandom);
private:
  enum OptType {POWELL=0,RANDOM_DIRECTION=1,RANDOM,NOPTIMIZER}; //Add new optimizer here BEFORE NOPTIMZER
  static OptType GetOType(string);
  static vector<string> typenames;
  static void SetTypeNames();

};


#endif