/* * * 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 namespace blt::gp { grow_generator_t grow_generator; blt::expected crossover_t::apply(gp_program& program, const tree_t& p1, const tree_t& p2) // NOLINT { result_t result{p1, p2}; auto& c1 = result.child1; auto& c2 = result.child2; auto& c1_ops = c1.get_operations(); auto& c2_ops = c2.get_operations(); if (c1_ops.size() < 5 || c2_ops.size() < 5) return blt::unexpected(error_t::TREE_TOO_SMALL); auto point = get_crossover_point(program, c1, c2); if (!point) return blt::unexpected(point.error()); auto crossover_point_begin_itr = c1_ops.begin() + point->p1_crossover_point; auto crossover_point_end_itr = c1_ops.begin() + find_endpoint(program, c1_ops, point->p1_crossover_point); auto found_point_begin_itr = c2_ops.begin() + point->p2_crossover_point; auto found_point_end_itr = c2_ops.begin() + find_endpoint(program, c2_ops, point->p2_crossover_point); stack_allocator& c1_stack_init = c1.get_values(); stack_allocator& c2_stack_init = c2.get_values(); // we have to make a copy because we will modify the underlying storage. std::vector c1_operators; std::vector c2_operators; for (const auto& op : blt::iterate(crossover_point_begin_itr, crossover_point_end_itr)) c1_operators.push_back(op); for (const auto& op : blt::iterate(found_point_begin_itr, found_point_end_itr)) c2_operators.push_back(op); stack_allocator c1_stack_after_copy; stack_allocator c1_stack_for_copy; stack_allocator c2_stack_after_copy; stack_allocator c2_stack_for_copy; // transfer all values after the crossover point. these will need to be transferred back to child2 transfer_backward(c1_stack_init, c1_stack_after_copy, c1_ops.end() - 1, crossover_point_end_itr - 1); // transfer all values for the crossover point. transfer_backward(c1_stack_init, c1_stack_for_copy, crossover_point_end_itr - 1, crossover_point_begin_itr - 1); // transfer child2 values for copying back into c1 transfer_backward(c2_stack_init, c2_stack_after_copy, c2_ops.end() - 1, found_point_end_itr - 1); transfer_backward(c2_stack_init, c2_stack_for_copy, found_point_end_itr - 1, found_point_begin_itr - 1); // now copy back into the respective children transfer_forward(c2_stack_for_copy, c1.get_values(), found_point_begin_itr, found_point_end_itr); transfer_forward(c1_stack_for_copy, c2.get_values(), crossover_point_begin_itr, crossover_point_end_itr); // now copy after the crossover point back to the correct children transfer_forward(c1_stack_after_copy, c1.get_values(), crossover_point_end_itr, c1_ops.end()); transfer_forward(c2_stack_after_copy, c2.get_values(), found_point_end_itr, c2_ops.end()); // now swap the operators auto insert_point_c1 = crossover_point_begin_itr - 1; auto insert_point_c2 = found_point_begin_itr - 1; // invalidates [begin, end()) so the insert points should be fine c1_ops.erase(crossover_point_begin_itr, crossover_point_end_itr); c2_ops.erase(found_point_begin_itr, found_point_end_itr); c1_ops.insert(++insert_point_c1, c2_operators.begin(), c2_operators.end()); c2_ops.insert(++insert_point_c2, c1_operators.begin(), c1_operators.end()); #if BLT_DEBUG_LEVEL >= 2 blt::size_t c1_found_bytes = result.child1.get_values().size().total_used_bytes; blt::size_t c2_found_bytes = result.child2.get_values().size().total_used_bytes; blt::size_t c1_expected_bytes = std::accumulate(result.child1.get_operations().begin(), result.child1.get_operations().end(), 0ul, [](const auto& v1, const auto& v2) { if (v2.is_value) return v1 + stack_allocator::aligned_size(v2.type_size); return v1; }); blt::size_t c2_expected_bytes = std::accumulate(result.child2.get_operations().begin(), result.child2.get_operations().end(), 0ul, [](const auto& v1, const auto& v2) { if (v2.is_value) return v1 + stack_allocator::aligned_size(v2.type_size); return v1; }); if (c1_found_bytes != c1_expected_bytes || c2_found_bytes != c2_expected_bytes) { BLT_WARN("C1 Found bytes %ld vs Expected Bytes %ld", c1_found_bytes, c1_expected_bytes); BLT_WARN("C2 Found bytes %ld vs Expected Bytes %ld", c2_found_bytes, c2_expected_bytes); BLT_ABORT("Amount of bytes in stack doesn't match the number of bytes expected for the operations"); } #endif return result; } blt::expected crossover_t::get_crossover_point(gp_program& program, const tree_t& c1, const tree_t& c2) const { auto& c1_ops = c1.get_operations(); auto& c2_ops = c2.get_operations(); blt::size_t crossover_point = program.get_random().get_size_t(1ul, c1_ops.size()); while (config.avoid_terminals && program.get_operator_info(c1_ops[crossover_point].id).argc.is_terminal()) crossover_point = program.get_random().get_size_t(1ul, c1_ops.size()); blt::size_t attempted_point = 0; const auto& crossover_point_type = program.get_operator_info(c1_ops[crossover_point].id); operator_info* attempted_point_type = nullptr; blt::size_t counter = 0; do { if (counter >= config.max_crossover_tries) { if (config.should_crossover_try_forward) { bool found = false; for (auto i = attempted_point + 1; i < c2_ops.size(); i++) { auto* info = &program.get_operator_info(c2_ops[i].id); if (info->return_type == crossover_point_type.return_type) { if (config.avoid_terminals && info->argc.is_terminal()) continue; attempted_point = i; attempted_point_type = info; found = true; break; } } if (!found) return blt::unexpected(error_t::NO_VALID_TYPE); } // should we try again over the whole tree? probably not. return blt::unexpected(error_t::NO_VALID_TYPE); } else { attempted_point = program.get_random().get_size_t(1ul, c2_ops.size()); attempted_point_type = &program.get_operator_info(c2_ops[attempted_point].id); if (config.avoid_terminals && attempted_point_type->argc.is_terminal()) continue; if (crossover_point_type.return_type == attempted_point_type->return_type) break; counter++; } } while (true); return crossover_point_t{static_cast(crossover_point), static_cast(attempted_point)}; } tree_t mutation_t::apply(gp_program& program, const tree_t& p) { auto c = p; auto& ops_r = c.get_operations(); auto& vals_r = c.get_values(); auto begin_point = static_cast(program.get_random().get_size_t(0ul, ops_r.size())); auto end_point = find_endpoint(program, ops_r, begin_point); const auto& type_info = program.get_operator_info(ops_r[begin_point].id); auto begin_itr = ops_r.begin() + begin_point; auto end_itr = ops_r.begin() + end_point; auto new_tree = config.generator.get().generate({program, type_info.return_type, config.replacement_min_depth, config.replacement_max_depth}); auto& new_ops_r = new_tree.get_operations(); auto& new_vals_r = new_tree.get_values(); stack_allocator stack_after; stack_allocator stack_for; transfer_backward(vals_r, stack_after, ops_r.end() - 1, end_itr - 1); transfer_backward(vals_r, stack_for, end_itr - 1, begin_itr - 1); transfer_backward(new_vals_r, vals_r, new_ops_r.end() - 1, new_ops_r.begin() - 1); transfer_forward(stack_after, vals_r, end_itr, ops_r.end()); auto before = begin_itr - 1; ops_r.erase(begin_itr, end_itr); ops_r.insert(++before, new_ops_r.begin(), new_ops_r.end()); #if BLT_DEBUG_LEVEL >= 2 blt::size_t bytes_expected = 0; auto bytes_size = vals_r.size().total_used_bytes; for (const auto& op : c.get_operations()) { if (op.is_value) bytes_expected += stack_allocator::aligned_size(op.type_size); } if (bytes_expected != bytes_size) { BLT_WARN("Child tree bytes %ld vs expected %ld", bytes_size, bytes_expected); BLT_ABORT("Amount of bytes in stack doesn't match the number of bytes expected for the operations"); } auto copy = c; try { auto result = copy.evaluate(nullptr); blt::black_box(result); } catch (...) { std::cout << "Parent:\n"; p.print(program, std::cout, false, true); std::cout << "Child:\n"; c.print(program, std::cout, false, true); c.print(program, std::cout, true, true); throw std::exception(); } #endif return c; } // tree_t mutation_t::apply(gp_program& program, const tree_t& p) // { // auto c = p; // //#if BLT_DEBUG_LEVEL >= 2 // blt::size_t parent_bytes = 0; // blt::size_t parent_size = p.get_values().size().total_used_bytes; // for (const auto& op : p.get_operations()) // { // if (op.is_value) // parent_bytes += stack_allocator::aligned_size(op.type_size); // } // if (parent_bytes != parent_size) // { // BLT_WARN("Parent bytes %ld do not match expected %ld", parent_size, parent_bytes); // BLT_ABORT("You should not ignore the mismatched parent bytes!"); // } //#endif // // auto& ops = c.get_operations(); // auto& vals = c.get_values(); // // auto point = static_cast(program.get_random().get_size_t(0ul, ops.size())); // const auto& type_info = program.get_operator_info(ops[point].id); // // auto new_tree = config.generator.get().generate({program, type_info.return_type, config.replacement_min_depth, config.replacement_max_depth}); // // auto& new_ops = new_tree.get_operations(); // auto& new_vals = new_tree.get_values(); // //#if BLT_DEBUG_LEVEL >= 2 // blt::size_t new_tree_bytes = 0; // blt::size_t new_tree_size = new_vals.size().total_used_bytes; // for (const auto& op : new_ops) // { // if (op.is_value) // new_tree_bytes += stack_allocator::aligned_size(op.type_size); // } //#endif // // auto begin_p = ops.begin() + point; // auto end_p = ops.begin() + find_endpoint(program, ops, point); // // stack_allocator after_stack; // //#if BLT_DEBUG_LEVEL >= 2 // blt::size_t after_stack_bytes = 0; // blt::size_t for_bytes = 0; // for (auto it = ops.end() - 1; it != end_p - 1; it--) // { // if (it->is_value) // { // after_stack_bytes += stack_allocator::aligned_size(it->type_size); // } // } //#endif // // transfer_backward(vals, after_stack, ops.end() - 1, end_p - 1); // //for (auto it = ops.end() - 1; it != end_p; it++) // // for (auto it = end_p - 1; it != begin_p - 1; it--) // { // if (it->is_value) // { //#if BLT_DEBUG_LEVEL >= 2 // auto size_b = vals.size().total_used_bytes; //#endif // vals.pop_bytes(static_cast(stack_allocator::aligned_size(it->type_size))); //#if BLT_DEBUG_LEVEL >= 2 // auto size_a = vals.size().total_used_bytes; // if (size_a != size_b - stack_allocator::aligned_size(it->type_size)) // { // BLT_WARN("After pop size: %ld before pop size: %ld; expected pop amount %ld", size_a, size_b, // stack_allocator::aligned_size(it->type_size)); // BLT_ABORT("Popping bytes didn't remove the correct amount!"); // } // for_bytes += stack_allocator::aligned_size(it->type_size); //#endif // } // } // // transfer_backward(new_vals, vals, new_ops.end() - 1, new_ops.begin() - 1); // // transfer_forward(after_stack, vals, end_p, ops.end()); // // auto before = begin_p - 1; // ops.erase(begin_p, end_p); // ops.insert(++before, new_ops.begin(), new_ops.end()); // //#if BLT_DEBUG_LEVEL >= 2 // blt::size_t bytes_expected = 0; // auto bytes_size = c.get_values().size().total_used_bytes; // // for (const auto& op : c.get_operations()) // { // if (op.is_value) // bytes_expected += stack_allocator::aligned_size(op.type_size); // } // // if (bytes_expected != bytes_size || parent_size != parent_bytes || new_tree_size != new_tree_bytes) // { // BLT_WARN("Parent bytes %ld vs expected %ld", parent_size, parent_bytes); // BLT_WARN("After stack bytes: %ld; popped bytes %ld", after_stack_bytes, for_bytes); // BLT_WARN("Tree bytes %ld vs expected %ld", new_tree_size, new_tree_bytes); // BLT_WARN("Child tree bytes %ld vs expected %ld", bytes_size, bytes_expected); // BLT_ABORT("Amount of bytes in stack doesn't match the number of bytes expected for the operations"); // } // auto copy = c; // try // { // auto result = copy.evaluate(nullptr); // blt::black_box(result); // } catch(...) { // std::cout << "Parent:\n"; // p.print(program, std::cout, false, true); // std::cout << "Child:\n"; // c.print(program, std::cout, false, true); // c.print(program, std::cout, true, true); // throw std::exception(); // } // //#endif // // return c; // } mutation_t::config_t::config_t(): generator(grow_generator) {} blt::ptrdiff_t find_endpoint(blt::gp::gp_program& program, const std::vector& container, blt::ptrdiff_t index) { blt::i64 children_left = 0; do { const auto& type = program.get_operator_info(container[index].id); // this is a child to someone if (children_left != 0) children_left--; if (type.argc.argc > 0) children_left += type.argc.argc; index++; } while (children_left > 0); return index; } void transfer_backward(stack_allocator& from, stack_allocator& to, detail::op_iter begin, detail::op_iter end) { for (auto it = begin; it != end; it--) { if (it->is_value) from.transfer_bytes(to, it->type_size); } } void transfer_forward(stack_allocator& from, stack_allocator& to, detail::op_iter begin, detail::op_iter end) { // now copy back into the respective children for (auto it = begin; it != end; it++) { if (it->is_value) from.transfer_bytes(to, it->type_size); } } }