#ifndef MLANALYZER_H
#define MLANALYZER_H
#include <chrono>
#include <vector>
#include <eigen3/Eigen/Dense>
#include "DataModel.h"
#include "MLAlert.h"

//Interface for Machine Learning algorithms
class MLAnalyzer
{
protected:
    std::chrono::milliseconds updateTime;

    const long long n;
    long long m;
    unsigned short currentBatch = 0;
    const unsigned short trainAfterNPoints   = 10;

    //Data references
    CappedStorage* data;

    const int updateRate;
    int updateCounter = 0;

public:

    MLAnalyzer(CappedStorage *storage);

    void addData(Eigen::VectorXd Px, double Py);
    void addData(Eigen::MatrixXd Px, Eigen::VectorXd Py);

    virtual MLAlert updateModel() = 0;
};


#endif // MLANALYZER_H