#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 .
*/
#ifndef BLT_GP_SELECTION_H
#define BLT_GP_SELECTION_H
#include
#include
#include
#include
#include
namespace blt::gp
{
struct selector_args
{
gp_program& program;
population_t& next_pop;
population_t& current_pop;
population_stats& current_stats;
prog_config_t& config;
random_t& random;
};
// template
// constexpr inline auto default_next_pop_selector = [](
// selector_args&& args, Crossover&& crossover_selection, Mutation&& mutation_selection, Reproduction&& reproduction_selection) {
// auto& [program, next_pop, current_pop, current_stats, config, random] = args;
//
// double total_prob = config.mutation_chance + config.crossover_chance;
// double crossover_chance = config.crossover_chance / total_prob;
// double mutation_chance = crossover_chance + config.mutation_chance / total_prob;
//
// while (next_pop.get_individuals().size() < config.population_size)
// {
// auto type = random.;
// if (type > crossover_chance && type < mutation_chance)
// {
// // crossover
// auto& p1 = crossover_selection.select(program, current_pop, current_stats);
// auto& p2 = crossover_selection.select(program, current_pop, current_stats);
//
// auto results = config.crossover.get().apply(program, p1, p2);
//
// // if crossover fails, we can check for mutation on these guys. otherwise straight copy them into the next pop
// if (results)
// {
// next_pop.get_individuals().emplace_back(std::move(results->child1));
// // annoying check
// if (next_pop.get_individuals().size() < config.population_size)
// next_pop.get_individuals().emplace_back(std::move(results->child2));
// } else
// {
// if (config.try_mutation_on_crossover_failure && program.choice(config.mutation_chance))
// next_pop.get_individuals().emplace_back(std::move(config.mutator.get().apply(program, p1)));
// else
// next_pop.get_individuals().push_back(p1);
// // annoying check.
// if (next_pop.get_individuals().size() < config.population_size)
// {
// if (config.try_mutation_on_crossover_failure && choice(config.mutation_chance))
// next_pop.get_individuals().emplace_back(std::move(config.mutator.get().apply(program, p2)));
// else
// next_pop.get_individuals().push_back(p2);
// }
// }
// } else if (type > mutation_chance)
// {
// // mutation
// auto& p = mutation_selection.select(program, current_pop, current_stats);
// next_pop.get_individuals().emplace_back(std::move(config.mutator.get().apply(program, p)));
// } else
// {
// // reproduction
// auto& p = reproduction_selection.select(program, current_pop, current_stats);
// next_pop.get_individuals().push_back(p);
// }
// }
// };
class selection_t
{
public:
/**
* @param program gp program to select with, used in randoms
* @param pop population to select from
* @param stats the populations statistics
* @return
*/
virtual tree_t& select(gp_program& program, population_t& pop, population_stats& stats) = 0;
virtual void pre_process(gp_program&, population_t&, population_stats&)
{}
virtual ~selection_t() = default;
};
class select_best_t : public selection_t
{
public:
tree_t& select(gp_program& program, population_t& pop, population_stats& stats) final;
};
class select_worst_t : public selection_t
{
public:
tree_t& select(gp_program& program, population_t& pop, population_stats& stats) final;
};
class select_random_t : public selection_t
{
public:
tree_t& select(gp_program& program, population_t& pop, population_stats& stats) final;
};
class select_tournament_t : public selection_t
{
public:
explicit select_tournament_t(blt::size_t selection_size = 3): selection_size(selection_size)
{
if (selection_size < 1)
BLT_ABORT("Unable to select with this size. Must select at least 1 individual!");
}
tree_t& select(gp_program& program, population_t& pop, population_stats& stats) final;
private:
blt::size_t selection_size;
};
class select_fitness_proportionate_t : public selection_t
{
public:
void pre_process(gp_program& program, population_t& pop, population_stats& stats) final;
tree_t& select(gp_program& program, population_t& pop, population_stats& stats) final;
};
}
#endif //BLT_GP_SELECTION_H