network.hpp_old

//------------------------------------------------
//  NETWORK.HPP
//------------------------------------------------

#ifndef NETWORK_HPP
#define NETWORK_HPP


// Libraries
#include <vector>

// My Libraries
#include "neuron.hpp"
#include "rne.hpp"
#include "defs.hpp"

// Typedefs and Structures


// Network : Controls the dynamic of the neural network

class network
{
    private:
        std::vector<unsigned int> _network_structure;

        std::vector<std::vector<neuron>> _neurons;

        rne _random_engine;

        const double _learnrate, _layerfact;

        void _initialize_random_rates();

        void _reset_netoutputs();
        void _calculate_netoutputs(std::vector<double> input);
        void _train_network(std::vector<double> errors);

    public:
        network(std::vector<unsigned int> neurons_per_layer, rne &random_engine, double learning_rate = 0.1);

        double train_epoch(testcases tests);    //testcases from defs.hpp
        std::vector<double> solve(std::vector<double> input);
};

#endif