blt-gp/include/blt/gp/selection.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_SELECTION_H
#define BLT_GP_SELECTION_H
#include <blt/gp/fwdecl.h>
#include <blt/gp/tree.h>
#include <blt/std/assert.h>
namespace blt::gp
{
class selection_t
{
public:
/**
* @param program gp program to select with, used in randoms
* @param pop population to select from
* @param stats the populations statistics
* @return
*/
virtual tree_t& select(gp_program& program, population_t& pop, population_stats& stats) = 0;
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virtual void pre_process(gp_program&, population_t&, population_stats&)
{}
virtual ~selection_t() = default;
};
class select_best_t : public selection_t
{
public:
tree_t& select(gp_program& program, population_t& pop, population_stats& stats) final;
};
class select_worst_t : public selection_t
{
public:
tree_t& select(gp_program& program, population_t& pop, population_stats& stats) final;
};
class select_random_t : public selection_t
{
public:
tree_t& select(gp_program& program, population_t& pop, population_stats& stats) final;
};
class select_tournament_t : public selection_t
{
public:
explicit select_tournament_t(blt::size_t selection_size = 3): selection_size(selection_size)
{
if (selection_size < 1)
BLT_ABORT("Unable to select with this size. Must select at least 1 individual!");
}
tree_t& select(gp_program& program, population_t& pop, population_stats& stats) final;
private:
blt::size_t selection_size;
};
class select_fitness_proportionate_t : public selection_t
{
public:
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void pre_process(gp_program& program, population_t& pop, population_stats& stats) final;
tree_t& select(gp_program& program, population_t& pop, population_stats& stats) final;
};
}
#endif //BLT_GP_SELECTION_H