/* * * 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 . */ /* * * 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 #include #include static const auto SEED_FUNC = [] { return std::random_device()(); }; blt::gp::gp_program program(SEED_FUNC); // NOLINT 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(); /** * 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)); blt::gp::ramped_half_initializer_t pop_init; auto pop = pop_init.generate(blt::gp::initializer_arguments{program, program.get_typesystem().get_type().id(), 500, 3, 10}); // for (auto& tree : pop.getIndividuals()) // { // auto value = tree.get_evaluation_value(nullptr); // // BLT_TRACE(value); // } blt::gp::crossover_t crossover; auto& ind = pop.get_individuals(); std::vector pre; std::vector pos; blt::size_t errors = 0; BLT_INFO("Pre-Crossover:"); for (auto& tree : pop.get_individuals()) { auto f = tree.tree.get_evaluation_value(); pre.push_back(f); BLT_TRACE(f); } BLT_INFO("Crossover:"); blt::gp::population_t new_pop; while (new_pop.get_individuals().size() < pop.get_individuals().size()) { auto& random = program.get_random(); blt::size_t first = random.get_size_t(0ul, pop.get_individuals().size()); blt::size_t second; do { second = random.get_size_t(0ul, pop.get_individuals().size()); } while (second == first); blt::gp::tree_t child1{program}; blt::gp::tree_t child2{program}; // crossover function assumes that children have been copied from parents child1.copy_fast(ind[first].tree); child2.copy_fast(ind[second].tree); auto results = crossover.apply(program, ind[first].tree, ind[second].tree, child1, child2); if (results) { // bool print_literals = true; // bool pretty_print = false; // bool print_returns = false; // BLT_TRACE("Parent 1: %f", ind[0].get_evaluation_value()); // ind[0].print(program, std::cout, print_literals, pretty_print, print_returns); // BLT_TRACE("Parent 2: %f", ind[1].get_evaluation_value()); // ind[1].print(program, std::cout, print_literals, pretty_print, print_returns); // BLT_TRACE("------------"); // BLT_TRACE("Child 1: %f", results->child1.get_evaluation_value()); // results->child1.print(program, std::cout, print_literals, pretty_print, print_returns); // BLT_TRACE("Child 2: %f", results->child2.get_evaluation_value()); // results->child2.print(program, std::cout, print_literals, pretty_print, print_returns); new_pop.get_individuals().emplace_back(std::move(child1)); new_pop.get_individuals().emplace_back(std::move(child2)); } else { BLT_DEBUG("Crossover Failed."); errors++; new_pop.get_individuals().push_back(ind[first]); new_pop.get_individuals().push_back(ind[second]); } } BLT_INFO("Post-Crossover:"); for (auto& tree : new_pop.for_each_tree()) { auto f = tree.get_evaluation_value(); pos.push_back(f); BLT_TRACE(f); } BLT_INFO("Stats:"); blt::size_t eq = 0; for (const auto& v : pos) { for (const auto m : pre) { if (v == m) { eq++; break; } } } BLT_INFO("Equal values: %ld", eq); BLT_INFO("Error times: %ld", errors); return 0; }