#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 IMAGE_GP_6_CUSTOM_TRANSFORMER_H
#define IMAGE_GP_6_CUSTOM_TRANSFORMER_H
#include
namespace blt::gp
{
template
inline static constexpr double sum(const T& array)
{
double init = 0.0;
for (double i : array)
init += i;
return init;
}
template
static constexpr std::array aggregate_array(Args... list)
{
std::array data {list...};
auto total_prob = sum(data);
double sum_of_prob = 0;
for (auto& d : data) {
auto prob = d / total_prob;
d = prob + sum_of_prob;
sum_of_prob += prob;
}
return data;
}
class image_crossover_t : public crossover_t
{
public:
image_crossover_t() = default;
explicit image_crossover_t(const config_t& config): crossover_t(config)
{}
blt::expected apply(gp_program& program, const tree_t& p1, const tree_t& p2) final;
};
class image_mutation_t : public mutation_t
{
public:
enum class mutation_operator : blt::i32
{
EXPRESSION, // Generate a new random expression
ADJUST, // adjust the value of the type. (if it is a function it will mutate it to a different one)
SUB_FUNC, // subexpression becomes argument to new random function. Other args are generated.
JUMP_FUNC, // subexpression becomes this new node. Other arguments discarded.
COPY, // node can become copy of another subexpression.
END, // helper
};
image_mutation_t() = default;
explicit image_mutation_t(const config_t& config): mutation_t(config)
{}
tree_t apply(gp_program& program, const tree_t& p) final;
private:
static constexpr auto operators_size = static_cast(mutation_operator::END);
private:
// this value is adjusted inversely to the size of the tree.
double per_node_mutation_chance = 1.0;
static constexpr std::array mutation_operator_chances = aggregate_array(
0.05, // EXPRESSION
0.1, // ADJUST
0.01, // SUB_FUNC
0.15, // JUMP_FUNC
0.12 // COPY
);
};
}
#endif //IMAGE_GP_6_CUSTOM_TRANSFORMER_H