blt-gp/src/transformers.cpp

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/*
* <Short Description>
* 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/>.
*/
#include <blt/gp/transformers.h>
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#include <blt/gp/program.h>
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#include <blt/std/ranges.h>
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#include <random>
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namespace blt::gp
{
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blt::expected<crossover_t::result_t, crossover_t::error_t> crossover_t::apply(gp_program& program, const tree_t& p1, const tree_t& p2) // NOLINT
{
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const auto& config = program.get_config();
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result_t result{p1, p2};
#if BLT_DEBUG_LEVEL > 0
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BLT_INFO("Child 1 Stack empty? %s", result.child1.get_values().empty() ? "true" : "false");
BLT_INFO("Child 2 Stack empty? %s", result.child2.get_values().empty() ? "true" : "false");
#endif
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auto& c1 = result.child1;
auto& c2 = result.child2;
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auto& c1_ops = c1.get_operations();
auto& c2_ops = c2.get_operations();
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if (c1_ops.size() < 5 || c2_ops.size() < 5)
return blt::unexpected(error_t::TREE_TOO_SMALL);
std::uniform_int_distribution op_sel1(3ul, c1_ops.size() - 1);
std::uniform_int_distribution op_sel2(3ul, c2_ops.size() - 1);
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blt::size_t crossover_point = op_sel1(program.get_random());
while (config.avoid_terminals && program.get_operator_info(c1_ops[crossover_point].id).argc.is_terminal())
crossover_point = op_sel1(program.get_random());
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blt::size_t attempted_point = 0;
const auto& crossover_point_type = program.get_operator_info(c1_ops[crossover_point].id);
operator_info* attempted_point_type = nullptr;
blt::size_t counter = 0;
do
{
if (counter >= config.max_crossover_tries)
{
if (config.should_crossover_try_forward)
{
bool found = false;
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for (auto i = attempted_point + 1; i < c2_ops.size(); i++)
{
auto* info = &program.get_operator_info(c2_ops[i].id);
if (info->return_type == crossover_point_type.return_type)
{
if (config.avoid_terminals && info->argc.is_terminal())
continue;
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attempted_point = i;
attempted_point_type = info;
found = true;
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break;
}
}
if (!found)
return blt::unexpected(error_t::NO_VALID_TYPE);
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}
// should we try again over the whole tree? probably not.
return blt::unexpected(error_t::NO_VALID_TYPE);
} else
{
attempted_point = op_sel2(program.get_random());
attempted_point_type = &program.get_operator_info(c2_ops[attempted_point].id);
if (config.avoid_terminals && attempted_point_type->argc.is_terminal())
continue;
if (crossover_point_type.return_type == attempted_point_type->return_type)
break;
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counter++;
}
} while (true);
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blt::i64 children_left = 0;
blt::size_t index = crossover_point;
do
{
const auto& type = program.get_operator_info(c1_ops[index].id);
#if BLT_DEBUG_LEVEL > 1
#define MAKE_C_STR() program.get_name(c1_ops[index].id).has_value() ? std::string(program.get_name(c1_ops[index].id).value()).c_str() : std::to_string(c1_ops[index].id).c_str()
BLT_TRACE("Crossover type: %s, op: %s", std::string(program.get_typesystem().get_type(type.return_type).name()).c_str(), MAKE_C_STR());
#undef MAKE_C_STR
#endif
// this is a child to someone
if (children_left != 0)
children_left--;
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if (type.argc.argc > 0)
children_left += type.argc.argc;
index++;
} while (children_left > 0);
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auto crossover_point_begin_itr = c1_ops.begin() + static_cast<blt::ptrdiff_t>(crossover_point);
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auto crossover_point_end_itr = c1_ops.begin() + static_cast<blt::ptrdiff_t>(index);
#if BLT_DEBUG_LEVEL > 0
BLT_TRACE("[%ld %ld) %ld", crossover_point, index, index - crossover_point);
#endif
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children_left = 0;
index = attempted_point;
do
{
const auto& type = program.get_operator_info(c2_ops[index].id);
#if BLT_DEBUG_LEVEL > 1
#define MAKE_C_STR() program.get_name(c2_ops[index].id).has_value() ? std::string(program.get_name(c2_ops[index].id).value()).c_str() : std::to_string(c2_ops[index].id).c_str()
BLT_TRACE("Found type: %s, op: %s", std::string(program.get_typesystem().get_type(type.return_type).name()).c_str(), MAKE_C_STR());
#undef MAKE_C_STR
#endif
// this is a child to someone
if (children_left != 0)
children_left--;
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if (type.argc.argc > 0)
children_left += type.argc.argc;
index++;
} while (children_left > 0);
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auto found_point_begin_itr = c2_ops.begin() + static_cast<blt::ptrdiff_t>(attempted_point);
auto found_point_end_itr = c2_ops.begin() + static_cast<blt::ptrdiff_t>(index);
#if BLT_DEBUG_LEVEL > 0
BLT_TRACE("[%ld %ld) %ld", attempted_point, index, index - attempted_point);
#endif
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stack_allocator& c1_stack_init = c1.get_values();
stack_allocator& c2_stack_init = c2.get_values();
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std::vector<op_container_t> c1_operators;
std::vector<op_container_t> c2_operators;
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for (const auto& op : blt::enumerate(crossover_point_begin_itr, crossover_point_end_itr))
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c1_operators.push_back(op);
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for (const auto& op : blt::enumerate(found_point_begin_itr, found_point_end_itr))
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c2_operators.push_back(op);
#if BLT_DEBUG_LEVEL > 0
BLT_TRACE("Sizes: %ld %ld || Ops size: %ld %ld", c1_operators.size(), c2_operators.size(), c1_ops.size(), c2_ops.size());
#endif
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stack_allocator c1_stack_after_copy;
stack_allocator c1_stack_for_copy;
stack_allocator c2_stack_after_copy;
stack_allocator c2_stack_for_copy;
#if BLT_DEBUG_LEVEL > 1
BLT_DEBUG("Transferring past crossover 1:");
#endif
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// transfer all values after the crossover point. these will need to be transferred back to child2
for (auto it = c1_ops.end() - 1; it != crossover_point_end_itr - 1; it--)
{
if (it->is_value)
it->transfer(c1_stack_after_copy, c1_stack_init);
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}
#if BLT_DEBUG_LEVEL > 1
BLT_DEBUG("Transferring for crossover 1:");
#endif
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// transfer all values for the crossover point.
for (auto it = crossover_point_end_itr - 1; it != crossover_point_begin_itr - 1; it--)
{
if (it->is_value)
it->transfer(c1_stack_for_copy, c1_stack_init);
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}
#if BLT_DEBUG_LEVEL > 1
BLT_DEBUG("Transferring past crossover 2:");
#endif
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// transfer child2 values for copying back into c1
for (auto it = c2_ops.end() - 1; it != found_point_end_itr - 1; it--)
{
if (it->is_value)
it->transfer(c2_stack_after_copy, c2_stack_init);
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}
#if BLT_DEBUG_LEVEL > 1
BLT_DEBUG("Transferring for crossover 2:");
#endif
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for (auto it = found_point_end_itr - 1; it != found_point_begin_itr - 1; it--)
{
if (it->is_value)
it->transfer(c2_stack_for_copy, c2_stack_init);
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}
#if BLT_DEBUG_LEVEL > 1
BLT_DEBUG("Transferring back for crossover 1:");
#endif
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// now copy back into the respective children
for (auto it = found_point_begin_itr; it != found_point_end_itr; it++)
{
if (it->is_value)
it->transfer(c1.get_values(), c2_stack_for_copy);
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}
#if BLT_DEBUG_LEVEL > 1
BLT_DEBUG("Transferring back for crossover 2:");
#endif
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for (auto it = crossover_point_begin_itr; it != crossover_point_end_itr; it++)
{
if (it->is_value)
it->transfer(c2.get_values(), c1_stack_for_copy);
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}
#if BLT_DEBUG_LEVEL > 1
BLT_DEBUG("Transferring back after crossover 1:");
#endif
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// now copy after the crossover point back to the correct children
for (auto it = crossover_point_end_itr; it != c1_ops.end(); it++)
{
if (it->is_value)
it->transfer(c1.get_values(), c1_stack_after_copy);
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}
#if BLT_DEBUG_LEVEL > 1
BLT_DEBUG("Transferring back after crossover 2:");
#endif
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for (auto it = found_point_end_itr; it != c2_ops.end(); it++)
{
if (it->is_value)
it->transfer(c2.get_values(), c2_stack_after_copy);
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}
// now swap the operators
auto insert_point_c1 = crossover_point_begin_itr - 1;
auto insert_point_c2 = found_point_begin_itr - 1;
// invalidates [begin, end()) so the insert points should be fine
c1_ops.erase(crossover_point_begin_itr, crossover_point_end_itr);
c2_ops.erase(found_point_begin_itr, found_point_end_itr);
c1_ops.insert(++insert_point_c1, c2_operators.begin(), c2_operators.end());
c2_ops.insert(++insert_point_c2, c1_operators.begin(), c1_operators.end());
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return result;
}
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}