blt-gp/include/blt/gp/transformers.h

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#pragma once
/*
* 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 <https://www.gnu.org/licenses/>.
*/
#ifndef BLT_GP_TRANSFORMERS_H
#define BLT_GP_TRANSFORMERS_H
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#include <blt/std/utility.h>
#include <blt/gp/fwdecl.h>
#include <blt/gp/tree.h>
#include <blt/gp/generators.h>
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#include <blt/std/expected.h>
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namespace blt::gp
{
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namespace detail
{
using op_iter = std::vector<blt::gp::op_container_t>::iterator;
}
blt::ptrdiff_t find_endpoint(blt::gp::gp_program& program, const std::vector<blt::gp::op_container_t>& container, blt::ptrdiff_t start);
void transfer_forward(blt::gp::stack_allocator& from, blt::gp::stack_allocator& to, detail::op_iter begin, detail::op_iter end);
void transfer_backward(blt::gp::stack_allocator& from, blt::gp::stack_allocator& to, detail::op_iter begin, detail::op_iter end);
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class crossover_t
{
public:
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enum class error_t
{
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NO_VALID_TYPE,
TREE_TOO_SMALL
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};
struct result_t
{
tree_t child1;
tree_t child2;
};
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struct crossover_point_t
{
blt::ptrdiff_t p1_crossover_point;
blt::ptrdiff_t p2_crossover_point;
};
struct config_t
{
// number of times crossover will try to pick a valid point in the tree. this is purely based on the return type of the operators
blt::u16 max_crossover_tries = 5;
// if we fail to find a point in the tree, should we search forward from the last point to the end of the operators?
bool should_crossover_try_forward = false;
// avoid selecting terminals when doing crossover
bool avoid_terminals = false;
};
crossover_t() = default;
explicit crossover_t(const config_t& config): config(config)
{}
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blt::expected<crossover_t::crossover_point_t, error_t> get_crossover_point(gp_program& program, const tree_t& c1, const tree_t& c2) const;
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/**
* child1 and child2 are copies of the parents, the result of selecting a crossover point and performing standard subtree crossover.
* the parents are not modified during this process
* @param program reference to the global program container responsible for managing these trees
* @param p1 reference to the first parent
* @param p2 reference to the second parent
* @return expected pair of child otherwise returns error enum
*/
virtual blt::expected<result_t, error_t> apply(gp_program& program, const tree_t& p1, const tree_t& p2); // NOLINT
virtual ~crossover_t() = default;
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protected:
config_t config;
};
class mutation_t
{
public:
struct config_t
{
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blt::size_t replacement_min_depth = 2;
blt::size_t replacement_max_depth = 6;
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std::reference_wrapper<tree_generator_t> generator;
config_t(tree_generator_t& generator): generator(generator) // NOLINT
{}
config_t();
};
mutation_t() = default;
explicit mutation_t(const config_t& config): config(config)
{}
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virtual tree_t apply(gp_program& program, const tree_t& p); // NOLINT
virtual ~mutation_t() = default;
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protected:
config_t config;
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};
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}
#endif //BLT_GP_TRANSFORMERS_H