was working on finishing features, now rewriting randomness
parent
e367411220
commit
1a05bb5c94
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@ -1,5 +1,5 @@
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cmake_minimum_required(VERSION 3.25)
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cmake_minimum_required(VERSION 3.25)
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project(blt-gp VERSION 0.0.53)
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project(blt-gp VERSION 0.0.54)
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include(CTest)
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include(CTest)
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@ -114,7 +114,7 @@ int main()
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BLT_INFO("Mutation:");
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BLT_INFO("Mutation:");
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for (auto& tree : pop.for_each_tree())
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for (auto& tree : pop.for_each_tree())
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{
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{
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new_pop.get_individuals().emplace_back(mutator.apply(program, generator, tree));
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new_pop.get_individuals().emplace_back(mutator.apply(program, tree));
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}
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}
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BLT_INFO("Post-Mutation");
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BLT_INFO("Post-Mutation");
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for (auto& tree : new_pop.for_each_tree())
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for (auto& tree : new_pop.for_each_tree())
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@ -96,7 +96,7 @@ int main()
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BLT_INFO("Mutation:");
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BLT_INFO("Mutation:");
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for (auto& tree : pop.for_each_tree())
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for (auto& tree : pop.for_each_tree())
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{
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{
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new_pop.get_individuals().emplace_back(mutator.apply(program, generator, tree));
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new_pop.get_individuals().emplace_back(mutator.apply(program, tree));
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}
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}
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BLT_INFO("Post-Mutation");
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BLT_INFO("Post-Mutation");
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for (auto& tree : new_pop.for_each_tree())
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for (auto& tree : new_pop.for_each_tree())
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@ -121,5 +121,12 @@ int main()
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}
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}
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BLT_INFO("Equal values: %ld", eq);
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BLT_INFO("Equal values: %ld", eq);
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blt::u32 seed = 691;
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for (blt::size_t i = 0; i < 500; i++)
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{
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auto random = blt::random::pcg_int(seed);
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BLT_INFO(random);
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}
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return 0;
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return 0;
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}
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}
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@ -0,0 +1,128 @@
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#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 <blt/std/types.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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// 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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// 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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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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};
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}
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#endif //BLT_GP_CONFIG_H
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#include <blt/gp/selection.h>
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#include <blt/gp/selection.h>
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#include <blt/gp/tree.h>
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#include <blt/gp/tree.h>
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#include <blt/gp/stack.h>
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#include <blt/gp/stack.h>
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#include <blt/gp/config.h>
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#include <blt/gp/random.h>
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namespace blt::gp
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namespace blt::gp
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{
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{
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@ -228,104 +230,6 @@ namespace blt::gp
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class gp_program
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class gp_program
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{
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{
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public:
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public:
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struct 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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// 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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// default config (ramped half-and-half init) or for buildering
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config_t();
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// default config with a user specified initializer
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config_t(const std::reference_wrapper<population_initializer_t>& popInitializer); // NOLINT
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config_t(size_t populationSize, const std::reference_wrapper<population_initializer_t>& popInitializer);
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config_t(size_t populationSize); // NOLINT
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config_t& set_pop_size(blt::size_t pop)
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{
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population_size = pop;
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return *this;
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}
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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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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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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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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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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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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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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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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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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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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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};
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/**
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/**
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* Note about context size: This is required as context is passed to every operator in the GP tree, this context will be provided by your
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* Note about context size: This is required as context is passed to every operator in the GP tree, this context will be provided by your
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* call to one of the evaluator functions. This was the nicest way to provide this as C++ lacks reflection
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* call to one of the evaluator functions. This was the nicest way to provide this as C++ lacks reflection
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@ -338,7 +242,7 @@ namespace blt::gp
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system(system), engine(engine)
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system(system), engine(engine)
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{}
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{}
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explicit gp_program(type_provider& system, std::mt19937_64 engine, config_t config):
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explicit gp_program(type_provider& system, std::mt19937_64 engine, prog_config_t config):
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system(system), engine(engine), config(config)
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system(system), engine(engine), config(config)
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{}
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{}
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@ -358,7 +262,7 @@ namespace blt::gp
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mutation_selection.pre_process(*this, current_pop, current_stats);
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mutation_selection.pre_process(*this, current_pop, current_stats);
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reproduction_selection.pre_process(*this, current_pop, current_stats);
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reproduction_selection.pre_process(*this, current_pop, current_stats);
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for (blt::size_t i = 0; i < config.population_size; i++)
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while(next_pop.get_individuals().size() < config.population_size)
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{
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{
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auto type = dist(get_random());
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auto type = dist(get_random());
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if (type > crossover_chance && type < mutation_chance)
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if (type > crossover_chance && type < mutation_chance)
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@ -373,6 +277,8 @@ namespace blt::gp
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if (results)
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if (results)
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{
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{
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next_pop.get_individuals().emplace_back(std::move(results->child1));
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next_pop.get_individuals().emplace_back(std::move(results->child1));
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// annoying check
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if (next_pop.get_individuals().size() < config.population_size)
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next_pop.get_individuals().emplace_back(std::move(results->child2));
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next_pop.get_individuals().emplace_back(std::move(results->child2));
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} else
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} else
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{
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{
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@ -380,11 +286,15 @@ namespace blt::gp
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next_pop.get_individuals().emplace_back(std::move(config.mutator.get().apply(*this, p1)));
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next_pop.get_individuals().emplace_back(std::move(config.mutator.get().apply(*this, p1)));
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else
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else
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next_pop.get_individuals().push_back(p1);
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next_pop.get_individuals().push_back(p1);
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// annoying check.
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if (next_pop.get_individuals().size() < config.population_size)
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{
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if (config.try_mutation_on_crossover_failure && choice(config.mutation_chance))
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if (config.try_mutation_on_crossover_failure && choice(config.mutation_chance))
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next_pop.get_individuals().emplace_back(std::move(config.mutator.get().apply(*this, p2)));
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next_pop.get_individuals().emplace_back(std::move(config.mutator.get().apply(*this, p2)));
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else
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else
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next_pop.get_individuals().push_back(p2);
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next_pop.get_individuals().push_back(p2);
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}
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}
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}
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} else if (type > mutation_chance)
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} else if (type > mutation_chance)
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{
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{
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// mutation
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// mutation
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@ -550,7 +460,7 @@ namespace blt::gp
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blt::size_t current_generation = 0;
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blt::size_t current_generation = 0;
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std::mt19937_64 engine;
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std::mt19937_64 engine;
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config_t config;
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prog_config_t config;
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};
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};
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}
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}
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@ -0,0 +1,46 @@
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#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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||||||
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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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*
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* This program is distributed in the hope that it will be useful,
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||||||
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* 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.
|
||||||
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*
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||||||
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* You should have received a copy of the GNU General Public License
|
||||||
|
* along with this program. If not, see <https://www.gnu.org/licenses/>.
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*/
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#ifndef BLT_GP_RANDOM_H
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#define BLT_GP_RANDOM_H
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#include <blt/std/types.h>
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#include <blt/std/random.h>
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namespace blt::gp
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{
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class random_t
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{
|
||||||
|
public:
|
||||||
|
explicit random_t(blt::size_t seed): seed(seed)
|
||||||
|
{}
|
||||||
|
|
||||||
|
void set_seed(blt::size_t s)
|
||||||
|
{
|
||||||
|
seed = s;
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
private:
|
||||||
|
blt::size_t seed;
|
||||||
|
};
|
||||||
|
|
||||||
|
}
|
||||||
|
|
||||||
|
#endif //BLT_GP_RANDOM_H
|
|
@ -21,11 +21,79 @@
|
||||||
|
|
||||||
#include <blt/gp/fwdecl.h>
|
#include <blt/gp/fwdecl.h>
|
||||||
#include <blt/gp/tree.h>
|
#include <blt/gp/tree.h>
|
||||||
|
#include <blt/gp/config.h>
|
||||||
|
#include <blt/gp/random.h>
|
||||||
#include <blt/std/assert.h>
|
#include <blt/std/assert.h>
|
||||||
|
|
||||||
namespace blt::gp
|
namespace blt::gp
|
||||||
{
|
{
|
||||||
|
|
||||||
|
struct selector_args
|
||||||
|
{
|
||||||
|
gp_program& program;
|
||||||
|
population_t& next_pop;
|
||||||
|
population_t& current_pop;
|
||||||
|
population_stats& current_stats;
|
||||||
|
prog_config_t& config;
|
||||||
|
random_t& random;
|
||||||
|
};
|
||||||
|
|
||||||
|
// template<typename Crossover, typename Mutation, typename Reproduction>
|
||||||
|
// constexpr inline auto default_next_pop_selector = [](
|
||||||
|
// selector_args&& args, Crossover&& crossover_selection, Mutation&& mutation_selection, Reproduction&& reproduction_selection) {
|
||||||
|
// auto& [program, next_pop, current_pop, current_stats, config, random] = args;
|
||||||
|
//
|
||||||
|
// double total_prob = config.mutation_chance + config.crossover_chance;
|
||||||
|
// double crossover_chance = config.crossover_chance / total_prob;
|
||||||
|
// double mutation_chance = crossover_chance + config.mutation_chance / total_prob;
|
||||||
|
//
|
||||||
|
// while (next_pop.get_individuals().size() < config.population_size)
|
||||||
|
// {
|
||||||
|
// auto type = random.;
|
||||||
|
// if (type > crossover_chance && type < mutation_chance)
|
||||||
|
// {
|
||||||
|
// // crossover
|
||||||
|
// auto& p1 = crossover_selection.select(program, current_pop, current_stats);
|
||||||
|
// auto& p2 = crossover_selection.select(program, current_pop, current_stats);
|
||||||
|
//
|
||||||
|
// auto results = config.crossover.get().apply(program, p1, p2);
|
||||||
|
//
|
||||||
|
// // if crossover fails, we can check for mutation on these guys. otherwise straight copy them into the next pop
|
||||||
|
// if (results)
|
||||||
|
// {
|
||||||
|
// next_pop.get_individuals().emplace_back(std::move(results->child1));
|
||||||
|
// // annoying check
|
||||||
|
// if (next_pop.get_individuals().size() < config.population_size)
|
||||||
|
// next_pop.get_individuals().emplace_back(std::move(results->child2));
|
||||||
|
// } else
|
||||||
|
// {
|
||||||
|
// if (config.try_mutation_on_crossover_failure && program.choice(config.mutation_chance))
|
||||||
|
// next_pop.get_individuals().emplace_back(std::move(config.mutator.get().apply(program, p1)));
|
||||||
|
// else
|
||||||
|
// next_pop.get_individuals().push_back(p1);
|
||||||
|
// // annoying check.
|
||||||
|
// if (next_pop.get_individuals().size() < config.population_size)
|
||||||
|
// {
|
||||||
|
// if (config.try_mutation_on_crossover_failure && choice(config.mutation_chance))
|
||||||
|
// next_pop.get_individuals().emplace_back(std::move(config.mutator.get().apply(program, p2)));
|
||||||
|
// else
|
||||||
|
// next_pop.get_individuals().push_back(p2);
|
||||||
|
// }
|
||||||
|
// }
|
||||||
|
// } else if (type > mutation_chance)
|
||||||
|
// {
|
||||||
|
// // mutation
|
||||||
|
// auto& p = mutation_selection.select(program, current_pop, current_stats);
|
||||||
|
// next_pop.get_individuals().emplace_back(std::move(config.mutator.get().apply(program, p)));
|
||||||
|
// } else
|
||||||
|
// {
|
||||||
|
// // reproduction
|
||||||
|
// auto& p = reproduction_selection.select(program, current_pop, current_stats);
|
||||||
|
// next_pop.get_individuals().push_back(p);
|
||||||
|
// }
|
||||||
|
// }
|
||||||
|
// };
|
||||||
|
|
||||||
class selection_t
|
class selection_t
|
||||||
{
|
{
|
||||||
public:
|
public:
|
||||||
|
|
2
lib/blt
2
lib/blt
|
@ -1 +1 @@
|
||||||
Subproject commit 5e654166848d9a4bb06f93332e5997fc16d9388e
|
Subproject commit c88f1c3e382d9da9068cdd9ff87af6fef0ed9bd0
|
|
@ -27,20 +27,20 @@ namespace blt::gp
|
||||||
static crossover_t s_crossover;
|
static crossover_t s_crossover;
|
||||||
static ramped_half_initializer_t s_init;
|
static ramped_half_initializer_t s_init;
|
||||||
|
|
||||||
gp_program::config_t::config_t(): mutator(s_mutator), crossover(s_crossover), pop_initializer(s_init)
|
prog_config_t::prog_config_t(): mutator(s_mutator), crossover(s_crossover), pop_initializer(s_init)
|
||||||
{
|
{
|
||||||
|
|
||||||
}
|
}
|
||||||
|
|
||||||
gp_program::config_t::config_t(const std::reference_wrapper<population_initializer_t>& popInitializer):
|
prog_config_t::prog_config_t(const std::reference_wrapper<population_initializer_t>& popInitializer):
|
||||||
mutator(s_mutator), crossover(s_crossover), pop_initializer(popInitializer)
|
mutator(s_mutator), crossover(s_crossover), pop_initializer(popInitializer)
|
||||||
{}
|
{}
|
||||||
|
|
||||||
gp_program::config_t::config_t(size_t populationSize, const std::reference_wrapper<population_initializer_t>& popInitializer):
|
prog_config_t::prog_config_t(size_t populationSize, const std::reference_wrapper<population_initializer_t>& popInitializer):
|
||||||
population_size(populationSize), mutator(s_mutator), crossover(s_crossover), pop_initializer(s_init)
|
population_size(populationSize), mutator(s_mutator), crossover(s_crossover), pop_initializer(popInitializer)
|
||||||
{}
|
{}
|
||||||
|
|
||||||
gp_program::config_t::config_t(size_t populationSize):
|
prog_config_t::prog_config_t(size_t populationSize):
|
||||||
population_size(populationSize), mutator(s_mutator), crossover(s_crossover), pop_initializer(s_init)
|
population_size(populationSize), mutator(s_mutator), crossover(s_crossover), pop_initializer(s_init)
|
||||||
{}
|
{}
|
||||||
}
|
}
|
Loading…
Reference in New Issue