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

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#pragma once
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/*
* 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/>.
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*/
#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>
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#include <blt/std/types.h>
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#include <utility>
#include <stack>
#include <ostream>
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namespace blt::gp
{
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struct op_container_t
{
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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)
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{}
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std::reference_wrapper<detail::callable_t> func;
std::reference_wrapper<detail::transfer_t> transfer;
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operator_id id;
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bool is_value;
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};
class evaluation_context
{
friend class tree_t;
private:
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explicit evaluation_context()
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{}
blt::gp::stack_allocator values;
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};
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class tree_t
{
public:
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[[nodiscard]] inline std::vector<op_container_t>& get_operations()
{
return operations;
}
[[nodiscard]] inline const std::vector<op_container_t>& get_operations() const
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{
return operations;
}
[[nodiscard]] inline blt::gp::stack_allocator& get_values()
{
return values;
}
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evaluation_context evaluate(void* context);
/**
* 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);
}
/**
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* Helper template for returning the result of evaluation (this calls it)
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*/
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);
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private:
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std::vector<op_container_t> operations;
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blt::gp::stack_allocator values;
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blt::size_t depth;
};
struct individual
{
tree_t tree;
double raw_fitness = 0;
double standardized_fitness = 0;
double adjusted_fitness = 0;
};
struct population_stats
{
double overall_fitness = 0;
double average_fitness = 0;
double best_fitness = 1;
double worst_fitness = 0;
// these will never be null unless your pop is not initialized / fitness eval was not called!
individual* best_individual = nullptr;
individual* worst_individual = nullptr;
};
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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>& getIndividuals()
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{
return individuals;
}
population_tree_iterator for_each_tree()
{
return population_tree_iterator{individuals, 0};
}
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private:
std::vector<individual> individuals;
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};
}
#endif //BLT_GP_TREE_H