#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 .
*/
#ifndef BLT_GP_SELECTION_H
#define BLT_GP_SELECTION_H
#include
#include
#include
#include
#include
#include "blt/std/format.h"
namespace blt::gp
{
struct selector_args
{
gp_program& program;
tracked_vector& next_pop;
population_t& current_pop;
population_stats& current_stats;
prog_config_t& config;
random_t& random;
};
constexpr inline auto perform_elitism = [](const selector_args& args) {
auto& [program, next_pop, current_pop, current_stats, config, random] = args;
if (config.elites > 0)
{
static thread_local tracked_vector> values;
values.clear();
for (blt::size_t i = 0; i < config.elites; i++)
values.emplace_back(i, current_pop.get_individuals()[i].fitness.adjusted_fitness);
for (const auto& ind : blt::enumerate(current_pop.get_individuals()))
{
for (blt::size_t i = 0; i < config.elites; i++)
{
if (ind.second.fitness.adjusted_fitness >= values[i].second)
{
bool doesnt_contain = true;
for (blt::size_t j = 0; j < config.elites; j++)
{
if (ind.first == values[j].first)
doesnt_contain = false;
}
if (doesnt_contain)
values[i] = {ind.first, ind.second.fitness.adjusted_fitness};
break;
}
}
}
for (blt::size_t i = 0; i < config.elites; i++)
next_pop.push_back(current_pop.get_individuals()[values[i].first].tree);
}
};
template
constexpr inline auto default_next_pop_creator = [](
blt::gp::selector_args& args, Crossover& crossover_selection, Mutation& mutation_selection, Reproduction& reproduction_selection) {
auto& [program, next_pop, current_pop, current_stats, config, random] = args;
int sel = random.get_i32(0, 3);
switch (sel)
{
case 0:
// everyone gets a chance once per loop.
if (random.choice(config.crossover_chance))
{
// auto state = tracker.start_measurement();
// crossover
auto& p1 = crossover_selection.select(program, current_pop);
auto& p2 = crossover_selection.select(program, current_pop);
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.push_back(std::move(results->child1));
if (next_pop.size() != config.population_size)
next_pop.push_back(std::move(results->child2));
}
// tracker.stop_measurement(state);
// BLT_TRACE("Crossover Allocated %ld times with a total of %s", state.getAllocationDifference(),
// blt::byte_convert_t(state.getAllocatedByteDifference()).convert_to_nearest_type().to_pretty_string().c_str());
}
break;
case 1:
if (random.choice(config.mutation_chance))
{
// auto state = tracker.start_measurement();
// mutation
auto& p = mutation_selection.select(program, current_pop);
next_pop.push_back(std::move(config.mutator.get().apply(program, p)));
// tracker.stop_measurement(state);
// BLT_TRACE("Mutation Allocated %ld times with a total of %s", state.getAllocationDifference(),
// blt::byte_convert_t(state.getAllocatedByteDifference()).convert_to_nearest_type().to_pretty_string().c_str());
}
break;
case 2:
if (config.reproduction_chance > 0 && random.choice(config.reproduction_chance))
{
// auto state = tracker.start_measurement();
// reproduction
auto& p = reproduction_selection.select(program, current_pop);
next_pop.push_back(p);
// tracker.stop_measurement(state);
// BLT_TRACE("Reproduction Allocated %ld times with a total of %s", state.getAllocationDifference(),
// blt::byte_convert_t(state.getAllocatedByteDifference()).convert_to_nearest_type().to_pretty_string().c_str());
}
break;
default:
#if BLT_DEBUG_LEVEL > 0
BLT_ABORT("This is not possible!");
#else
BLT_UNREACHABLE;
#endif
}
};
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) = 0;
virtual void pre_process(gp_program&, population_t&)
{}
virtual ~selection_t() = default;
};
class select_best_t : public selection_t
{
public:
tree_t& select(gp_program& program, population_t& pop) final;
};
class select_worst_t : public selection_t
{
public:
tree_t& select(gp_program& program, population_t& pop) final;
};
class select_random_t : public selection_t
{
public:
tree_t& select(gp_program& program, population_t& pop) 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 == 0)
BLT_ABORT("Unable to select with this size. Must select at least 1 individual_t!");
}
tree_t& select(gp_program& program, population_t& pop) final;
private:
const blt::size_t selection_size;
};
class select_fitness_proportionate_t : public selection_t
{
public:
tree_t& select(gp_program& program, population_t& pop) final;
};
}
#endif //BLT_GP_SELECTION_H