159 lines
5.0 KiB
C++
159 lines
5.0 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_CONFIG_H
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#define BLT_GP_CONFIG_H
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#include <utility>
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#include <thread>
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#include <blt/std/types.h>
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#include <blt/meta/config_generator.h>
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#include <blt/gp/generators.h>
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#include <blt/gp/transformers.h>
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namespace blt::gp
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{
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struct prog_config_t
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{
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blt::size_t population_size = 500;
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blt::size_t max_generations = 50;
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blt::size_t initial_min_tree_size = 3;
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blt::size_t initial_max_tree_size = 10;
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// percent chance that we will do crossover
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double crossover_chance = 0.8;
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// percent chance that we will do mutation
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double mutation_chance = 0.1;
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// percent chance we will do reproduction (copy individual)
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double reproduction_chance = 0.1;
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// everything else will just be selected
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blt::size_t elites = 0;
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bool try_mutation_on_crossover_failure = true;
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std::reference_wrapper<mutation_t> mutator;
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std::reference_wrapper<crossover_t> crossover;
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std::reference_wrapper<population_initializer_t> pop_initializer;
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blt::size_t threads = std::thread::hardware_concurrency();
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// number of elements each thread should pull per execution. this is for granularity performance and can be optimized for better results!
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blt::size_t evaluation_size = 4;
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// default config (ramped half-and-half init) or for buildering
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prog_config_t();
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// default config with a user specified initializer
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prog_config_t(const std::reference_wrapper<population_initializer_t>& popInitializer); // NOLINT
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prog_config_t(size_t populationSize, const std::reference_wrapper<population_initializer_t>& popInitializer);
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prog_config_t(size_t populationSize); // NOLINT
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prog_config_t& set_pop_size(blt::size_t pop)
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{
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population_size = pop;
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//evaluation_size = (population_size / threads) / 2;
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return *this;
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}
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prog_config_t& set_initial_min_tree_size(blt::size_t size)
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{
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initial_min_tree_size = size;
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return *this;
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}
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prog_config_t& set_initial_max_tree_size(blt::size_t size)
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{
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initial_max_tree_size = size;
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return *this;
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}
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prog_config_t& set_crossover(crossover_t& ref)
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{
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crossover = {ref};
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return *this;
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}
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prog_config_t& set_mutation(mutation_t& ref)
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{
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mutator = {ref};
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return *this;
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}
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prog_config_t& set_initializer(population_initializer_t& ref)
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{
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pop_initializer = ref;
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return *this;
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}
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prog_config_t& set_elite_count(blt::size_t new_elites)
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{
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elites = new_elites;
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return *this;
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}
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prog_config_t& set_crossover_chance(double new_crossover_chance)
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{
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crossover_chance = new_crossover_chance;
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return *this;
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}
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prog_config_t& set_mutation_chance(double new_mutation_chance)
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{
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mutation_chance = new_mutation_chance;
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return *this;
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}
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prog_config_t& set_max_generations(blt::size_t new_max_generations)
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{
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max_generations = new_max_generations;
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return *this;
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}
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prog_config_t& set_try_mutation_on_crossover_failure(bool new_try_mutation_on_crossover_failure)
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{
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try_mutation_on_crossover_failure = new_try_mutation_on_crossover_failure;
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return *this;
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}
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prog_config_t& set_thread_count(blt::size_t t)
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{
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if (t == 0)
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t = std::thread::hardware_concurrency();
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threads = t;
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//evaluation_size = (population_size / threads) / 2;
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return *this;
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}
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prog_config_t& set_evaluation_size(blt::size_t s)
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{
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evaluation_size = s;
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return *this;
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}
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prog_config_t& set_reproduction_chance(double chance)
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{
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reproduction_chance = chance;
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return *this;
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}
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};
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}
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#endif //BLT_GP_CONFIG_H
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