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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#include <atomic>
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namespace blt::gp
{
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struct op_container_t
{
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op_container_t(blt::size_t type_size, operator_id id, bool is_value):
type_size(type_size), id(id), is_value(is_value)
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{}
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blt::size_t type_size;
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operator_id id;
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bool is_value;
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};
class evaluation_context
{
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public:
explicit evaluation_context() = default;
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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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explicit tree_t(gp_program& program);
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tree_t(const tree_t& copy) = default;
tree_t& operator=(const tree_t& copy)
{
if (this == &copy)
return *this;
copy_fast(copy);
return *this;
}
/**
* This function copies the data from the provided tree, will attempt to reserve and copy in one step.
* will avoid reallocation if enough space is already present.
*/
void copy_fast(const tree_t& copy)
{
if (this == &copy)
return;
values.reserve(copy.values.internal_storage_size());
values.reset();
values.insert(copy.values);
operations.clear();
operations.reserve(copy.operations.size());
operations.insert(operations.begin(), copy.operations.begin(), copy.operations.end());
}
tree_t(tree_t&& move) = default;
tree_t& operator=(tree_t&& move) = default;
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void clear(gp_program& program);
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struct child_t
{
blt::ptrdiff_t start;
// one past the end
blt::ptrdiff_t end;
};
[[nodiscard]] inline tracked_vector<op_container_t>& get_operations()
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{
return operations;
}
[[nodiscard]] inline const tracked_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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[[nodiscard]] inline const blt::gp::stack_allocator& get_values() const
{
return values;
}
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evaluation_context& evaluate(void* context) const
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{
return (*func)(*this, context);
}
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blt::size_t get_depth(gp_program& program);
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/**
* 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>
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T get_evaluation_value(void* context)
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{
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auto& results = evaluate(context);
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return results.values.pop<T>();
}
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void print(gp_program& program, std::ostream& output, bool print_literals = true, bool pretty_indent = false,
bool include_types = false) const;
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bool check(gp_program& program, void* context) const;
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void find_child_extends(gp_program& program, std::vector<child_t>& vec, blt::size_t parent_node, blt::size_t argc) const;
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blt::ptrdiff_t find_endpoint(blt::gp::gp_program& program, blt::ptrdiff_t start) const;
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blt::ptrdiff_t find_parent(blt::gp::gp_program& program, blt::ptrdiff_t start) const;
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// valid for [begin, end)
static blt::size_t total_value_bytes(detail::const_op_iter_t begin, detail::const_op_iter_t end)
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{
blt::size_t total = 0;
for (auto it = begin; it != end; it++)
{
if (it->is_value)
total += stack_allocator::aligned_size(it->type_size);
}
return total;
}
[[nodiscard]] blt::size_t total_value_bytes(blt::size_t begin, blt::size_t end) const
{
return total_value_bytes(operations.begin() + static_cast<blt::ptrdiff_t>(begin),
operations.begin() + static_cast<blt::ptrdiff_t>(end));
}
[[nodiscard]] blt::size_t total_value_bytes(blt::size_t begin) const
{
return total_value_bytes(operations.begin() + static_cast<blt::ptrdiff_t>(begin), operations.end());
}
[[nodiscard]] blt::size_t total_value_bytes() const
{
return total_value_bytes(operations.begin(), operations.end());
}
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private:
tracked_vector<op_container_t> operations;
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blt::gp::stack_allocator values;
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detail::eval_func_t* func;
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};
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struct fitness_t
{
double raw_fitness = 0;
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double standardized_fitness = 0;
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double adjusted_fitness = 0;
blt::i64 hits = 0;
};
struct individual_t
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{
tree_t tree;
fitness_t fitness;
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void copy_fast(const tree_t& copy)
{
// fast copy of the tree
tree.copy_fast(copy);
// reset fitness
fitness = {};
}
individual_t() = delete;
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explicit individual_t(tree_t&& tree): tree(std::move(tree))
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{}
explicit individual_t(const tree_t& tree): tree(tree)
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{}
individual_t(const individual_t&) = default;
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individual_t(individual_t&&) = default;
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individual_t& operator=(const individual_t&) = delete;
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individual_t& operator=(individual_t&&) = default;
};
struct population_stats
{
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population_stats() = default;
population_stats(const population_stats& copy):
overall_fitness(copy.overall_fitness.load()), average_fitness(copy.average_fitness.load()), best_fitness(copy.best_fitness.load()),
worst_fitness(copy.worst_fitness.load())
{
normalized_fitness.reserve(copy.normalized_fitness.size());
for (auto v : copy.normalized_fitness)
normalized_fitness.push_back(v);
}
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std::atomic<double> overall_fitness = 0;
std::atomic<double> average_fitness = 0;
std::atomic<double> best_fitness = 0;
std::atomic<double> worst_fitness = 1;
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std::vector<double> normalized_fitness{};
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void clear()
{
overall_fitness = 0;
average_fitness = 0;
best_fitness = 0;
worst_fitness = 0;
normalized_fitness.clear();
}
};
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class population_t
{
public:
class population_tree_iterator
{
public:
population_tree_iterator(tracked_vector<individual_t>& 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:
tracked_vector<individual_t>& ind;
blt::size_t pos;
};
tracked_vector<individual_t>& get_individuals()
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{
return individuals;
}
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[[nodiscard]] const tracked_vector<individual_t>& get_individuals() const
{
return individuals;
}
population_tree_iterator for_each_tree()
{
return population_tree_iterator{individuals, 0};
}
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auto begin()
{
return individuals.begin();
}
auto end()
{
return individuals.end();
}
[[nodiscard]] auto begin() const
{
return individuals.begin();
}
[[nodiscard]] auto end() const
{
return individuals.end();
}
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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;
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private:
tracked_vector<individual_t> individuals;
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};
}
#endif //BLT_GP_TREE_H