/* * * 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 static const auto SEED_FUNC = [] { return std::random_device()(); }; blt::gp::prog_config_t config = blt::gp::prog_config_t().set_elite_count(2); blt::gp::gp_program program(SEED_FUNC, 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 auto lit = blt::gp::operation_t([]() { //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); }).set_ephemeral(); void print_best() { BLT_TRACE("----{Current Gen: %ld}----", program.get_current_generation()); auto best = program.get_best_indexes<10>(); for (auto& i : best) { auto& v = program.get_current_pop().get_individuals()[i]; auto& tree = v.tree; auto size = tree.get_values().size(); BLT_TRACE("%lf [index %ld] (fitness: %lf, raw: %lf) (depth: %ld) (size: t: %ld u: %ld r: %ld) filled: %f%%", tree.get_evaluation_value(), i, v.fitness.adjusted_fitness, v.fitness.raw_fitness, tree.get_depth(program), size.total_size_bytes, size.total_used_bytes, size.total_remaining_bytes, static_cast(size.total_used_bytes) / (size.total_size_bytes == 0 ? 1 : static_cast(size.total_size_bytes))); } //std::string small("--------------------------"); //for (blt::size_t i = 0; i < std::to_string(program.get_current_generation()).size(); i++) // small += "-"; //BLT_TRACE(small); } constexpr auto fitness_function = [](blt::gp::tree_t& current_tree, blt::gp::fitness_t& fitness, blt::size_t index) { /*auto size = current_tree.get_values().size(); BLT_DEBUG("(depth: %ld) (blocks: %ld) (size: t: %ld m: %ld u: %ld r: %ld) filled: %f%%", current_tree.get_depth(program), size.blocks, size.total_size_bytes, size.total_no_meta_bytes, size.total_used_bytes, size.total_remaining_bytes, static_cast(size.total_used_bytes) / static_cast(size.total_no_meta_bytes));*/ result_container[index] = current_tree.get_evaluation_value(); fitness.raw_fitness = result_container[index] / 1000000000.0; fitness.standardized_fitness = fitness.raw_fitness; fitness.adjusted_fitness = 1.0 - (1.0 / (1.0 + fitness.raw_fitness)); }; /** * This is a test using multiple types with blt::gp */ int main() { blt::gp::operator_builder builder{}; program.set_operations(builder.build(add, sub, mul, pro_div, op_if, eq_f, eq_b, lt, gt, op_and, op_or, op_xor, op_not, lit)); auto sel = blt::gp::select_tournament_t{}; program.generate_population(program.get_typesystem().get_type().id(), fitness_function, sel, sel, sel); while (!program.should_terminate()) { print_best(); program.create_next_generation(); program.next_generation(); program.evaluate_fitness(); } print_best(); return 0; }