/* * * 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 . */ #include #include namespace blt::gp { tree_t& select_best_t::select(gp_program&, population_t& pop, population_stats& stats) { auto& first = pop.getIndividuals()[0]; double best_fitness = first.adjusted_fitness; tree_t* tree = &first.tree; for (auto& ind : pop.getIndividuals()) { if (ind.adjusted_fitness < best_fitness) { best_fitness = ind.adjusted_fitness; tree = &ind.tree; } } return *tree; } tree_t& select_worst_t::select(gp_program&, population_t& pop, population_stats& stats) { auto& first = pop.getIndividuals()[0]; double worst_fitness = first.adjusted_fitness; tree_t* tree = &first.tree; for (auto& ind : pop.getIndividuals()) { if (ind.adjusted_fitness > worst_fitness) { worst_fitness = ind.adjusted_fitness; tree = &ind.tree; } } return *tree; } tree_t& select_random_t::select(gp_program& program, population_t& pop, population_stats& stats) { // TODO: use a more generic randomness solution. std::uniform_int_distribution dist(0ul, pop.getIndividuals().size()); return pop.getIndividuals()[dist(program.get_random())].tree; } tree_t& select_tournament_t::select(gp_program& program, population_t& pop, population_stats& stats) { std::uniform_int_distribution dist(0ul, pop.getIndividuals().size()); auto& first = pop.getIndividuals()[dist(program.get_random())]; individual* ind = &first; double best_guy = first.adjusted_fitness; for (blt::size_t i = 0; i < selection_size - 1; i++) { auto& sel = pop.getIndividuals()[dist(program.get_random())]; if (sel.adjusted_fitness < best_guy) { best_guy = sel.adjusted_fitness; ind = &sel; } } return ind->tree; } // https://www.google.com/search?client=firefox-b-d&sca_esv=71668abf73626b35&sca_upv=1&biw=1916&bih=940&sxsrf=ADLYWIJehgPtkALJDoTgHCiO4GNeQppSeA:1720490607140&q=roulette+wheel+selection+pseudocode&uds=ADvngMgiq8uozSRb4WPAa_ESRaBJz-G_Xhk1OLU3QFjqc3o31P4ECuIkKJxHd-cR3WUe9U7VQGpI6NRaMgYiWTMd4wNofAAaNq6X4eHYpN8cR9HmTfTw0KgYC6gI4dgu-s-5mXivdsv4QxrkVAL7yMoXacJngsiMBg&udm=2&sa=X&ved=2ahUKEwig7Oj77piHAxU3D1kFHS1lAIsQxKsJegQIDBAB&ictx=0#vhid=6iCOymnPvtyy-M&vssid=mosaic tree_t& select_fitness_proportionate_t::select(gp_program& program, population_t& pop, population_stats& stats) { } }