#include<iostream>
#include<stdlib.h>
#include"models.h"

int main(){
	Data Exp1("Exp1");
	Exp1.randSet(20,1,0.2);
	LinearApprox Lin1;
	Lin1.setExpData(Exp1);
	Lin1.getCost();
	std::cout << "Cost : " << Lin1.getCost() << std::endl;
	Lin1.exportModel();

	Data Exp2("Exp2");
	Exp2.randSet(20,1,0.2);
	PolynomialApprox Pol2(2);
	Pol2.setExpData(Exp2);
	Pol2.setParams({3.,4.});
	Pol2.getCost();
	std::cout << "Cost : " << Pol2.getCost() << std::endl;
	//Pol2.exportModel();
	std::vector<double> n_param = Pol2.getNeighbor(0.1);
	PolynomialApprox Pol3(n_param);
	std::cout << Pol3.getParam()[0] << " test" << std::endl;
	Pol3.exportModel();
	return 0;
}