#include "../src/NeuronNetwork/FeedForward"
#include "../src/NeuronNetwork/Learning/Reinforcement.h"
#include "../src/NeuronNetwork/Solution.h"

#include <iostream>
#include <vector>

class X: public Shin::NeuronNetwork::Problem
{
	public:
		X(const X& a) :q(a.q) {}
		X(const std::vector<float> &a):q(a) {}
		std::vector<float> representation() const
		{
			return q;
		}
	protected:
		std::vector<float> q;
};

int main()
{
	srand(time(NULL));

	std::vector<X> p;

	p.push_back(X(std::vector<float>({0,0})));

	p.push_back(X(std::vector<float>({1,1})));

	Shin::NeuronNetwork::FeedForward q({2,6,2});
	Shin::NeuronNetwork::Learning::Reinforcement b(q);
	b.getPropagator().setLearningCoeficient(1);
	int i=0;
	b.setQualityFunction(
		[&i](const Shin::NeuronNetwork::Problem &,const Shin::NeuronNetwork::Solution &s)->float
		{
			if(i%2==0)
			{
				//ocekavame 1
				int e=(s[0]-0.80)*15.0;//+(abs(s[1])-0.5)*100.0;
				return e;
			}else
			{
				//ocekavame 0
				int e=(0.20-s[0])*15.0;//+(0.4-abs(s[1]))*100.0;
				return e;
			}
			return 1.0;
		});
	for(i=0;i < 500000000;i++)
	{
		if(i==75000)
		{
			std::cerr << "SSSSSS1XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX\n";
			b.setCoef(1);
		}
		if(i==150000)
		{
			std::cerr << "SSSSSS1XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX\n";
			b.setCoef(0.51);
		}
		if(i==300000)
		{
			std::cerr << "SSSSSS2XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX\n";
			b.setCoef(0.15);
		}
		b.learn(p[i%2]);
	
		if(i%100000==0)
			srand(time(NULL));
		if(i%10000==0)
			for(int j=0;j<2;j++)
			{
				std::cerr << j%4 <<". FOR: [" << p[j%4].representation()[0] << "," <<p[j%4].representation()[0] << "] res: " << q.solve(p[j%4])[0] << "\n";
			}
	}

/*	int i=0;
	std::cerr << i%4 <<". FOR: [" << p[i%2].representation()[0] << "] res: " << q.solve(p[i%2])[0] << " should be " << s[i%2][0]<<"\n";

	for(int i=0;i<2000;i++)sa	
	{
		b.teach(p[i%2],s[i%2]);
		std::cerr << i%2 <<". FOR: [" << p[i%2].representation()[0] << "] res: " << q.solve(p[i%2])[0] << " should be " << s[i%2][0]<<"\n";
	}
	b.debugOn();
	for(int i=0;i<2;i++)
	{
		b.teach(p[i%2],s[i%2]);
		std::cerr << i%4 <<". FOR: [" << p[i%4].representation()[0] << "," <<p[i%4].representation()[0] << "] res: " << q.solve(p[i%4])[0] << " should be " <<
		s[i%4][0]<<"\n";
	}
	b.debugOff();*/
}