COSC-4P80-Assignment-2/include/assign2/global_magic.h

77 lines
2.6 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 COSC_4P80_ASSIGNMENT_2_GLOBAL_MAGIC_H
#define COSC_4P80_ASSIGNMENT_2_GLOBAL_MAGIC_H
#include <vector>
#include <unordered_map>
#include <assign2/common.h>
#include <blt/math/vectors.h>
#include <atomic>
#include <thread>
#include "file.h"
namespace assign2
{
inline blt::size_t layer_id_counter = 0;
inline std::atomic_bool pause_mode = true;
inline std::atomic_bool pause_flag = false;
void await()
{
if (!pause_mode.load(std::memory_order_relaxed))
return;
// wait for flag to come in
while (!pause_flag.load(std::memory_order_relaxed))
std::this_thread::sleep_for(std::chrono::milliseconds(1));
// reset the flag back to false
auto flag = pause_flag.load(std::memory_order_relaxed);
while (!pause_flag.compare_exchange_strong(flag, false, std::memory_order_relaxed))
{}
}
struct node_data
{
};
inline std::vector<Scalar> training_error_epochs;
inline std::vector<Scalar> d_training_error_epochs;
inline std::vector<Scalar> testing_error_epochs;
inline std::vector<Scalar> d_testing_error_epochs;
inline std::vector<Scalar> training_correct_epochs;
inline std::vector<Scalar> testing_correct_epochs;
inline std::vector<node_data> nodes;
void save_error_info(const std::string& name)
{
save_as_csv("network" + name + ".csv", {{"train_error", training_error_epochs},
{"train_d_error", d_training_error_epochs},
{"test_error", testing_error_epochs},
{"test_d_error", d_testing_error_epochs},
{"correct_train", training_correct_epochs},
{"correct_test", testing_correct_epochs}});
}
}
#endif //COSC_4P80_ASSIGNMENT_2_GLOBAL_MAGIC_H