269 lines
7.7 KiB
C++
269 lines
7.7 KiB
C++
#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_TREE_H
|
|
#define BLT_GP_TREE_H
|
|
|
|
#include <blt/gp/typesystem.h>
|
|
#include <blt/gp/stack.h>
|
|
#include <blt/gp/fwdecl.h>
|
|
#include <blt/std/types.h>
|
|
|
|
#include <utility>
|
|
#include <stack>
|
|
#include <ostream>
|
|
#include <atomic>
|
|
|
|
namespace blt::gp
|
|
{
|
|
|
|
struct op_container_t
|
|
{
|
|
op_container_t(detail::callable_t& func, detail::transfer_t& transfer, operator_id id, bool is_value):
|
|
func(func), transfer(transfer), id(id), is_value(is_value)
|
|
{}
|
|
|
|
std::reference_wrapper<detail::callable_t> func;
|
|
std::reference_wrapper<detail::transfer_t> transfer;
|
|
operator_id id;
|
|
bool is_value;
|
|
};
|
|
|
|
class evaluation_context
|
|
{
|
|
friend class tree_t;
|
|
|
|
private:
|
|
explicit evaluation_context()
|
|
{}
|
|
|
|
blt::gp::stack_allocator values;
|
|
};
|
|
|
|
class tree_t
|
|
{
|
|
public:
|
|
[[nodiscard]] inline std::vector<op_container_t>& get_operations()
|
|
{
|
|
return operations;
|
|
}
|
|
|
|
[[nodiscard]] inline const std::vector<op_container_t>& get_operations() const
|
|
{
|
|
return operations;
|
|
}
|
|
|
|
[[nodiscard]] inline blt::gp::stack_allocator& get_values()
|
|
{
|
|
return values;
|
|
}
|
|
|
|
evaluation_context evaluate(void* context);
|
|
|
|
blt::size_t get_depth(gp_program& program);
|
|
|
|
/**
|
|
* Helper template for returning the result of the last evaluation
|
|
*/
|
|
template<typename T>
|
|
T get_evaluation_value(evaluation_context& context)
|
|
{
|
|
return context.values.pop<T>();
|
|
}
|
|
|
|
/**
|
|
* Helper template for returning the result of the last evaluation
|
|
*/
|
|
template<typename T>
|
|
T& get_evaluation_ref(evaluation_context& context)
|
|
{
|
|
return context.values.from<T>(0);
|
|
}
|
|
|
|
/**
|
|
* Helper template for returning the result of evaluation (this calls it)
|
|
*/
|
|
template<typename T>
|
|
T get_evaluation_value(void* context)
|
|
{
|
|
auto results = evaluate(context);
|
|
return results.values.pop<T>();
|
|
}
|
|
|
|
void print(gp_program& program, std::ostream& output, bool print_literals = true, bool pretty_indent = false, bool include_types = false);
|
|
|
|
private:
|
|
std::vector<op_container_t> operations;
|
|
blt::gp::stack_allocator values;
|
|
};
|
|
|
|
struct fitness_t
|
|
{
|
|
double raw_fitness = 0;
|
|
double standardized_fitness = 0;
|
|
double adjusted_fitness = 0;
|
|
blt::i64 hits = 0;
|
|
};
|
|
|
|
struct individual
|
|
{
|
|
tree_t tree;
|
|
fitness_t fitness;
|
|
|
|
individual() = default;
|
|
|
|
explicit individual(tree_t&& tree): tree(std::move(tree))
|
|
{}
|
|
|
|
explicit individual(const tree_t& tree): tree(tree)
|
|
{}
|
|
|
|
individual(const individual&) = default;
|
|
|
|
individual(individual&&) = default;
|
|
|
|
individual& operator=(const individual&) = delete;
|
|
|
|
individual& operator=(individual&&) = default;
|
|
};
|
|
|
|
struct population_stats
|
|
{
|
|
std::atomic<double> overall_fitness = 0;
|
|
std::atomic<double> average_fitness = 0;
|
|
std::atomic<double> best_fitness = 0;
|
|
std::atomic<double> worst_fitness = 1;
|
|
std::vector<double> normalized_fitness;
|
|
|
|
void clear()
|
|
{
|
|
overall_fitness = 0;
|
|
average_fitness = 0;
|
|
best_fitness = 0;
|
|
worst_fitness = 0;
|
|
normalized_fitness.clear();
|
|
}
|
|
};
|
|
|
|
class population_t
|
|
{
|
|
public:
|
|
class population_tree_iterator
|
|
{
|
|
public:
|
|
population_tree_iterator(std::vector<individual>& ind, blt::size_t pos): ind(ind), pos(pos)
|
|
{}
|
|
|
|
auto begin()
|
|
{
|
|
return population_tree_iterator(ind, 0);
|
|
}
|
|
|
|
auto end()
|
|
{
|
|
return population_tree_iterator(ind, ind.size());
|
|
}
|
|
|
|
population_tree_iterator operator++(int)
|
|
{
|
|
auto prev = pos++;
|
|
return {ind, prev};
|
|
}
|
|
|
|
population_tree_iterator operator++()
|
|
{
|
|
return {ind, ++pos};
|
|
}
|
|
|
|
tree_t& operator*()
|
|
{
|
|
return ind[pos].tree;
|
|
}
|
|
|
|
tree_t& operator->()
|
|
{
|
|
return ind[pos].tree;
|
|
}
|
|
|
|
friend bool operator==(population_tree_iterator a, population_tree_iterator b)
|
|
{
|
|
return a.pos == b.pos;
|
|
}
|
|
|
|
friend bool operator!=(population_tree_iterator a, population_tree_iterator b)
|
|
{
|
|
return a.pos != b.pos;
|
|
}
|
|
|
|
private:
|
|
std::vector<individual>& ind;
|
|
blt::size_t pos;
|
|
};
|
|
|
|
std::vector<individual>& get_individuals()
|
|
{
|
|
return individuals;
|
|
}
|
|
|
|
population_tree_iterator for_each_tree()
|
|
{
|
|
return population_tree_iterator{individuals, 0};
|
|
}
|
|
|
|
auto begin()
|
|
{
|
|
return individuals.begin();
|
|
}
|
|
|
|
auto end()
|
|
{
|
|
return individuals.end();
|
|
}
|
|
|
|
[[nodiscard]] auto begin() const
|
|
{
|
|
return individuals.begin();
|
|
}
|
|
|
|
[[nodiscard]] auto end() const
|
|
{
|
|
return individuals.end();
|
|
}
|
|
|
|
void clear()
|
|
{
|
|
individuals.clear();
|
|
}
|
|
|
|
population_t() = default;
|
|
|
|
population_t(const population_t&) = default;
|
|
|
|
population_t(population_t&&) = default;
|
|
|
|
population_t& operator=(const population_t&) = delete;
|
|
|
|
population_t& operator=(population_t&&) = default;
|
|
|
|
private:
|
|
std::vector<individual> individuals;
|
|
};
|
|
}
|
|
|
|
#endif //BLT_GP_TREE_H
|