#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 #include "blt/std/format.h" namespace blt::gp { struct selector_args { gp_program& program; tracked_vector& next_pop; population_t& current_pop; population_stats& current_stats; prog_config_t& config; random_t& random; }; constexpr inline auto perform_elitism = [](const selector_args& args) { auto& [program, next_pop, current_pop, current_stats, config, random] = args; if (config.elites > 0) { static thread_local tracked_vector> values; values.clear(); for (blt::size_t i = 0; i < config.elites; i++) values.emplace_back(i, current_pop.get_individuals()[i].fitness.adjusted_fitness); for (const auto& ind : blt::enumerate(current_pop.get_individuals())) { for (blt::size_t i = 0; i < config.elites; i++) { if (ind.second.fitness.adjusted_fitness >= values[i].second) { bool doesnt_contain = true; for (blt::size_t j = 0; j < config.elites; j++) { if (ind.first == values[j].first) doesnt_contain = false; } if (doesnt_contain) values[i] = {ind.first, ind.second.fitness.adjusted_fitness}; break; } } } for (blt::size_t i = 0; i < config.elites; i++) next_pop.push_back(current_pop.get_individuals()[values[i].first].tree); } }; template constexpr inline auto default_next_pop_creator = []( blt::gp::selector_args& args, Crossover& crossover_selection, Mutation& mutation_selection, Reproduction& reproduction_selection) { auto& [program, next_pop, current_pop, current_stats, config, random] = args; int sel = random.get_i32(0, 3); switch (sel) { case 0: // everyone gets a chance once per loop. if (random.choice(config.crossover_chance)) { // auto state = tracker.start_measurement(); // 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.push_back(std::move(results->child1)); if (next_pop.size() != config.population_size) next_pop.push_back(std::move(results->child2)); } // tracker.stop_measurement(state); // BLT_TRACE("Crossover Allocated %ld times with a total of %s", state.getAllocationDifference(), // blt::byte_convert_t(state.getAllocatedByteDifference()).convert_to_nearest_type().to_pretty_string().c_str()); } break; case 1: if (random.choice(config.mutation_chance)) { // auto state = tracker.start_measurement(); // mutation auto& p = mutation_selection.select(program, current_pop, current_stats); next_pop.push_back(std::move(config.mutator.get().apply(program, p))); // tracker.stop_measurement(state); // BLT_TRACE("Mutation Allocated %ld times with a total of %s", state.getAllocationDifference(), // blt::byte_convert_t(state.getAllocatedByteDifference()).convert_to_nearest_type().to_pretty_string().c_str()); } break; case 2: if (config.reproduction_chance > 0 && random.choice(config.reproduction_chance)) { // auto state = tracker.start_measurement(); // reproduction auto& p = reproduction_selection.select(program, current_pop, current_stats); next_pop.push_back(p); // tracker.stop_measurement(state); // BLT_TRACE("Reproduction Allocated %ld times with a total of %s", state.getAllocationDifference(), // blt::byte_convert_t(state.getAllocatedByteDifference()).convert_to_nearest_type().to_pretty_string().c_str()); } break; default: #if BLT_DEBUG_LEVEL > 0 BLT_ABORT("This is not possible!"); #else BLT_UNREACHABLE; #endif } }; 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 == 0) BLT_ABORT("Unable to select with this size. Must select at least 1 individual_t!"); } tree_t& select(gp_program& program, population_t& pop, population_stats& stats) final; private: const 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