/* * * 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::type_provider type_system; blt::gp::gp_program program(type_system, std::mt19937_64{SEED}); // 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 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 dist(program.get_random()); }, "lit"); /** * 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()); blt::gp::ramped_half_initializer_t pop_init; auto pop = pop_init.generate(blt::gp::initializer_arguments{program, type_system.get_type().id(), 500, 3, 10}); blt::gp::population_t new_pop; blt::gp::mutation_t mutator; blt::gp::grow_generator_t generator; std::vector pre; std::vector pos; BLT_INFO("Pre-Mutation:"); for (auto& tree : pop.for_each_tree()) { auto f = tree.get_evaluation_value(nullptr); pre.push_back(f); BLT_TRACE(f); } BLT_INFO("Mutation:"); for (auto& tree : pop.for_each_tree()) { new_pop.getIndividuals().push_back({mutator.apply(program, generator, tree)}); } BLT_INFO("Post-Mutation"); for (auto& tree : new_pop.for_each_tree()) { auto f = tree.get_evaluation_value(nullptr); 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); return 0; }