#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