/* * * 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 #include #include #include static constexpr long SEED = 41912; blt::gp::prog_config_t config = blt::gp::prog_config_t().set_elite_count(0); blt::gp::type_provider type_system; blt::gp::gp_program program(type_system, blt::gp::random_t{SEED}, config); // NOLINT std::array result_container; blt::gp::operation_t add([](float a, float b) { return a + b; }, "add"); // 0 blt::gp::operation_t sub([](float a, float b) { return a - b; }, "sub"); // 1 blt::gp::operation_t mul([](float a, float b) { return a * b; }, "mul"); // 2 blt::gp::operation_t pro_div([](float a, float b) { return b == 0 ? 0.0f : a / b; }, "div"); // 3 blt::gp::operation_t op_if([](bool b, float a, float c) { return b ? a : c; }, "if"); // 4 blt::gp::operation_t eq_f([](float a, float b) { return a == b; }, "eq_f"); // 5 blt::gp::operation_t eq_b([](bool a, bool b) { return a == b; }, "eq_b"); // 6 blt::gp::operation_t lt([](float a, float b) { return a < b; }, "lt"); // 7 blt::gp::operation_t gt([](float a, float b) { return a > b; }, "gt"); // 8 blt::gp::operation_t op_and([](bool a, bool b) { return a && b; }, "and"); // 9 blt::gp::operation_t op_or([](bool a, bool b) { return a || b; }, "or"); // 10 blt::gp::operation_t op_xor([](bool a, bool b) { return static_cast(a ^ b); }, "xor"); // 11 blt::gp::operation_t op_not([](bool b) { return !b; }, "not"); // 12 blt::gp::operation_t lit([]() { // 13 //static std::uniform_real_distribution dist(-32000, 32000); // static std::uniform_real_distribution dist(0.0f, 10.0f); return program.get_random().get_float(0.0f, 10.0f); }, "lit"); void print_best() { BLT_TRACE("----{Current Gen: %ld}----", program.get_current_generation()); auto best = program.get_best<10>(); for (auto& v : best) BLT_TRACE(v.get().get_evaluation_value(nullptr)); std::string small("--------------------------"); for (blt::size_t i = 0; i < std::to_string(program.get_current_generation()).size(); i++) small += "-"; BLT_TRACE(small); } /** * This is a test using multiple types with blt::gp */ int main() { type_system.register_type(); type_system.register_type(); blt::gp::operator_builder builder{type_system}; builder.add_operator(add); builder.add_operator(sub); builder.add_operator(mul); builder.add_operator(pro_div); builder.add_operator(op_if); builder.add_operator(eq_f); builder.add_operator(eq_b); builder.add_operator(lt); builder.add_operator(gt); builder.add_operator(op_and); builder.add_operator(op_or); builder.add_operator(op_xor); builder.add_operator(op_not); builder.add_operator(lit, true); program.set_operations(builder.build()); program.generate_population(type_system.get_type().id()); while (!program.should_terminate()) { program.evaluate_fitness([](blt::gp::tree_t& current_tree, decltype(result_container)& container, blt::size_t index) { container[index] = current_tree.get_evaluation_value(nullptr); return container[index]; }, result_container); print_best(); program.create_next_generation(blt::gp::select_tournament_t{}, blt::gp::select_tournament_t{}, blt::gp::select_tournament_t{}); program.next_generation(); } program.evaluate_fitness([](blt::gp::tree_t& current_tree, decltype(result_container)& container, blt::size_t index) { container[index] = current_tree.get_evaluation_value(nullptr); return container[index]; }, result_container); print_best(); return 0; }