blt-gp/include/blt/gp/tree.h

262 lines
7.6 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>
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
{
double overall_fitness = 0;
double average_fitness = 0;
double best_fitness = 0;
double worst_fitness = 1;
// these will never be null unless your pop is not initialized / fitness eval was not called!
individual* best_individual = nullptr;
individual* worst_individual = nullptr;
std::vector<double> normalized_fitness;
};
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