321 lines
9.7 KiB
C++
321 lines
9.7 KiB
C++
#pragma once
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/*
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* Copyright (C) 2024 Brett Terpstra
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*
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* This program is free software: you can redistribute it and/or modify
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* it under the terms of the GNU General Public License as published by
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* the Free Software Foundation, either version 3 of the License, or
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* (at your option) any later version.
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*
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* This program is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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* GNU General Public License for more details.
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*
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* You should have received a copy of the GNU General Public License
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* along with this program. If not, see <https://www.gnu.org/licenses/>.
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*/
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#ifndef BLT_GP_TREE_H
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#define BLT_GP_TREE_H
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#include <blt/gp/typesystem.h>
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#include <blt/gp/stack.h>
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#include <blt/gp/fwdecl.h>
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#include <blt/std/types.h>
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#include <utility>
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#include <stack>
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#include <ostream>
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#include <atomic>
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namespace blt::gp
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{
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struct op_container_t
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{
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op_container_t(blt::size_t type_size, operator_id id, bool is_value):
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type_size(type_size), id(id), is_value(is_value)
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{}
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blt::size_t type_size;
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operator_id id;
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bool is_value;
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};
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class evaluation_context
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{
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public:
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explicit evaluation_context() = default;
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blt::gp::stack_allocator values;
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};
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class tree_t
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{
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using iter_type = std::vector<op_container_t>::const_iterator;
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public:
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explicit tree_t(gp_program& program);
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struct child_t
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{
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blt::ptrdiff_t start;
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// one past the end
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blt::ptrdiff_t end;
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};
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[[nodiscard]] inline std::vector<op_container_t>& get_operations()
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{
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return operations;
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}
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[[nodiscard]] inline const std::vector<op_container_t>& get_operations() const
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{
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return operations;
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}
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[[nodiscard]] inline blt::gp::stack_allocator& get_values()
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{
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return values;
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}
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[[nodiscard]] inline const blt::gp::stack_allocator& get_values() const
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{
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return values;
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}
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evaluation_context evaluate(void* context) const
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{
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return (*func)(*this, context);
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}
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blt::size_t get_depth(gp_program& program);
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/**
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* Helper template for returning the result of the last evaluation
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*/
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template<typename T>
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T get_evaluation_value(evaluation_context& context)
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{
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return context.values.pop<T>();
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}
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/**
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* Helper template for returning the result of the last evaluation
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*/
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template<typename T>
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T& get_evaluation_ref(evaluation_context& context)
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{
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return context.values.from<T>(0);
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}
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/**
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* Helper template for returning the result of evaluation (this calls it)
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*/
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template<typename T>
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T get_evaluation_value(void* context)
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{
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auto results = evaluate(context);
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return results.values.pop<T>();
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}
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void print(gp_program& program, std::ostream& output, bool print_literals = true, bool pretty_indent = false,
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bool include_types = false) const;
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bool check(gp_program& program, void* context) const;
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void find_child_extends(gp_program& program, std::vector<child_t>& vec, blt::size_t parent_node, blt::size_t argc) const;
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blt::ptrdiff_t find_endpoint(blt::gp::gp_program& program, blt::ptrdiff_t start) const;
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blt::ptrdiff_t find_parent(blt::gp::gp_program& program, blt::ptrdiff_t start) const;
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// valid for [begin, end)
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static blt::size_t total_value_bytes(iter_type begin, iter_type end)
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{
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blt::size_t total = 0;
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for (auto it = begin; it != end; it++)
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{
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if (it->is_value)
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total += stack_allocator::aligned_size(it->type_size);
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}
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return total;
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}
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[[nodiscard]] blt::size_t total_value_bytes(blt::size_t begin, blt::size_t end) const
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{
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return total_value_bytes(operations.begin() + static_cast<blt::ptrdiff_t>(begin),
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operations.begin() + static_cast<blt::ptrdiff_t>(end));
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}
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[[nodiscard]] blt::size_t total_value_bytes(blt::size_t begin) const
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{
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return total_value_bytes(operations.begin() + static_cast<blt::ptrdiff_t>(begin), operations.end());
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}
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[[nodiscard]] blt::size_t total_value_bytes() const
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{
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return total_value_bytes(operations.begin(), operations.end());
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}
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private:
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std::vector<op_container_t> operations;
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blt::gp::stack_allocator values;
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detail::eval_func_t* func;
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};
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struct fitness_t
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{
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double raw_fitness = 0;
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double standardized_fitness = 0;
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double adjusted_fitness = 0;
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blt::i64 hits = 0;
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};
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struct individual
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{
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tree_t tree;
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fitness_t fitness;
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individual() = default;
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explicit individual(tree_t&& tree): tree(std::move(tree))
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{}
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explicit individual(const tree_t& tree): tree(tree)
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{}
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individual(const individual&) = default;
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individual(individual&&) = default;
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individual& operator=(const individual&) = delete;
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individual& operator=(individual&&) = default;
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};
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struct population_stats
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{
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std::atomic<double> overall_fitness = 0;
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std::atomic<double> average_fitness = 0;
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std::atomic<double> best_fitness = 0;
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std::atomic<double> worst_fitness = 1;
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std::vector<double> normalized_fitness{};
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void clear()
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{
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overall_fitness = 0;
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average_fitness = 0;
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best_fitness = 0;
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worst_fitness = 0;
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normalized_fitness.clear();
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}
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};
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class population_t
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{
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public:
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class population_tree_iterator
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{
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public:
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population_tree_iterator(std::vector<individual>& ind, blt::size_t pos): ind(ind), pos(pos)
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{}
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auto begin()
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{
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return population_tree_iterator(ind, 0);
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}
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auto end()
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{
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return population_tree_iterator(ind, ind.size());
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}
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population_tree_iterator operator++(int)
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{
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auto prev = pos++;
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return {ind, prev};
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}
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population_tree_iterator operator++()
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{
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return {ind, ++pos};
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}
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tree_t& operator*()
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{
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return ind[pos].tree;
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}
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tree_t& operator->()
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{
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return ind[pos].tree;
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}
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friend bool operator==(population_tree_iterator a, population_tree_iterator b)
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{
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return a.pos == b.pos;
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}
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friend bool operator!=(population_tree_iterator a, population_tree_iterator b)
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{
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return a.pos != b.pos;
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}
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private:
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std::vector<individual>& ind;
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blt::size_t pos;
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};
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std::vector<individual>& get_individuals()
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{
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return individuals;
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}
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population_tree_iterator for_each_tree()
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{
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return population_tree_iterator{individuals, 0};
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}
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auto begin()
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{
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return individuals.begin();
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}
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auto end()
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{
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return individuals.end();
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}
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[[nodiscard]] auto begin() const
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{
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return individuals.begin();
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}
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[[nodiscard]] auto end() const
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{
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return individuals.end();
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}
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void clear()
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{
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individuals.clear();
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}
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population_t() = default;
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population_t(const population_t&) = default;
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population_t(population_t&&) = default;
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population_t& operator=(const population_t&) = delete;
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population_t& operator=(population_t&&) = default;
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private:
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std::vector<individual> individuals;
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};
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}
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#endif //BLT_GP_TREE_H
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