neural.h

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/*
 * 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 <http://www.gnu.org/licenses/>.
 */
 
#pragma once
 
#include "utils.h"
#include <stdbool.h>
#include <stdint.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
 
struct ArgsLayer; 
struct Layer; 
 
struct Llist {
    struct Layer *layer; 
    struct Llist *prev; 
    struct Llist *next; 
};
 
struct Net {
    int n_layers; 
    int n_inputs; 
    int n_outputs; 
    double *output; 
    struct Llist *head; 
    struct Llist *tail; 
    bool train; 
};
 
bool
neural_mutate(const struct Net *net);
 
char *
neural_json_export(const struct Net *net, const bool return_weights);
 
void
neural_json_import(struct Net *net, const struct ArgsLayer *arg,
                   const cJSON *json);
 
double
neural_output(const struct Net *net, const int IDX);
 
double *
neural_outputs(const struct Net *net);
 
double
neural_size(const struct Net *net);
 
size_t
neural_load(struct Net *net, FILE *fp);
 
size_t
neural_save(const struct Net *net, FILE *fp);
 
void
neural_copy(struct Net *dest, const struct Net *src);
 
void
neural_free(struct Net *net);
 
void
neural_init(struct Net *net);
 
void
neural_create(struct Net *net, struct ArgsLayer *arg);
 
void
neural_insert(struct Net *net, struct Layer *l, const int pos);
 
void
neural_remove(struct Net *net, const int pos);
 
void
neural_push(struct Net *net, struct Layer *l);
 
void
neural_pop(struct Net *net);
 
void
neural_learn(const struct Net *net, const double *output, const double *input);
 
void
neural_print(const struct Net *net, const bool print_weights);
 
void
neural_propagate(struct Net *net, const double *input, const bool train);
 
void
neural_rand(const struct Net *net);
 
void
neural_resize(const struct Net *net);