COSC-4P80-Assignment-3/include/assign3/neuron.h

#pragma once
/*
 *  Copyright (C) 2024  Brett Terpstra
 *
 *  This program is free software: you can redistribute it and/or modify
 *  it under the terms of the GNU General Public License as published by
 *  the Free Software Foundation, either version 3 of the License, or
 *  (at your option) any later version.
 *
 *  This program is distributed in the hope that it will be useful,
 *  but WITHOUT ANY WARRANTY; without even the implied warranty of
 *  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 *  GNU General Public License for more details.
 *
 *  You should have received a copy of the GNU General Public License
 *  along with this program.  If not, see <https://www.gnu.org/licenses/>.
 */

#ifndef COSC_4P80_ASSIGNMENT_3_NEURON_H
#define COSC_4P80_ASSIGNMENT_3_NEURON_H

#include <vector>
#include <assign3/fwdecl.h>
#include "blt/std/types.h"
#include <assign3/functions.h>

namespace assign3
{
    class neuron_t
    {
        public:
            explicit neuron_t(blt::size_t dimensions, Scalar x, Scalar y): x_pos(x), y_pos(y)
            {
                data.resize(dimensions);
            }
            
            neuron_t& randomize(blt::size_t seed);
            
            neuron_t& update(const std::vector<Scalar>& new_data, Scalar dist, Scalar eta);
            
            static Scalar distance(distance_function_t* dist_func, const neuron_t& n1, const neuron_t& n2);
            
            [[nodiscard]] Scalar dist(const std::vector<Scalar>& X) const;
            
            neuron_t& set_activation(Scalar act)
            {
                activation = act;
                return *this;
            }
            
            void activate(Scalar act)
            { activation += act; }
            
            [[nodiscard]] const std::vector<Scalar>& get_data() const
            { return data; }
            
            [[nodiscard]] Scalar get_x() const
            { return x_pos; }
            
            [[nodiscard]] Scalar get_y() const
            { return y_pos; }
            
            [[nodiscard]] Scalar get_activation() const
            { return activation; }
        
        private:
            Scalar x_pos, y_pos;
            Scalar activation = 0;
            std::vector<Scalar> data;
    };
    
}

#endif //COSC_4P80_ASSIGNMENT_3_NEURON_H