76 lines
2.8 KiB
C++
76 lines
2.8 KiB
C++
#pragma once
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/*
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* Copyright (C) 2024 Brett Terpstra
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*
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* This program is free software: you can redistribute it and/or modify
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* it under the terms of the GNU General Public License as published by
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* the Free Software Foundation, either version 3 of the License, or
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* (at your option) any later version.
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*
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* This program is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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* GNU General Public License for more details.
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*
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* You should have received a copy of the GNU General Public License
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* along with this program. If not, see <https://www.gnu.org/licenses/>.
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*/
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#ifndef COSC_4P80_ASSIGNMENT_2_GLOBAL_MAGIC_H
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#define COSC_4P80_ASSIGNMENT_2_GLOBAL_MAGIC_H
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#include <vector>
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#include <unordered_map>
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#include <assign2/common.h>
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#include <blt/math/vectors.h>
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#include <atomic>
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#include <thread>
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namespace assign2
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{
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inline blt::size_t layer_id_counter = 0;
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inline std::atomic_bool pause_mode = true;
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inline std::atomic_bool pause_flag = false;
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void await()
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{
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if (!pause_mode.load(std::memory_order_relaxed))
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return;
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// wait for flag to come in
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while (!pause_flag.load(std::memory_order_relaxed))
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std::this_thread::sleep_for(std::chrono::milliseconds(1));
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// reset the flag back to false
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auto flag = pause_flag.load(std::memory_order_relaxed);
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while (!pause_flag.compare_exchange_strong(flag, false, std::memory_order_relaxed))
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{}
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}
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struct node_data
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{
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};
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inline std::vector<Scalar> errors_over_time;
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inline std::vector<Scalar> error_derivative_over_time;
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inline std::vector<Scalar> error_of_test;
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inline std::vector<Scalar> error_of_test_derivative;
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inline std::vector<Scalar> error_derivative_of_test;
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inline std::vector<Scalar> correct_over_time;
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inline std::vector<Scalar> correct_over_time_test;
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inline std::vector<node_data> nodes;
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void save_error_info(const std::string& name)
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{
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save_as_csv("network" + name + ".csv", {{"train_error", errors_over_time},
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{"train_d_error", error_derivative_over_time},
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{"test_error", error_of_test},
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{"test_d_error", error_of_test_derivative},
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{"correct_train", correct_over_time},
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{"correct_test", correct_over_time_test}});
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}
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}
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#endif //COSC_4P80_ASSIGNMENT_2_GLOBAL_MAGIC_H
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