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

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#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_FILE_H
#define COSC_4P80_ASSIGNMENT_2_FILE_H
#include <assign2/common.h>
namespace assign2
{
struct data_t
{
bool is_bad = false;
std::vector<Scalar> bins;
[[nodiscard]] data_t normalize() const;
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[[nodiscard]] data_t with_padding(blt::size_t desired_size, Scalar padding_value = 0) const;
};
struct data_file_t
{
public:
std::vector<data_t> data_points;
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[[nodiscard]] data_file_t normalize() const;
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[[nodiscard]] data_file_t with_padding(blt::size_t desired_size, Scalar padding_value = 0) const;
data_file_t& operator+=(const data_file_t& o);
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data_file_t friend operator+(const data_file_t& a, const data_file_t& b);
static std::vector<data_file_t> load_data_files_from_path(std::string_view path);
private:
static std::vector<std::string> get_data_file_list(std::string_view path);
static std::vector<data_file_t> load_data_files(const std::vector<std::string>& files);
};
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struct partitioned_dataset_t
{
public:
explicit partitioned_dataset_t(std::vector<data_file_t> groups):
groups(std::move(groups)), bins(this->groups.begin()->data_points.begin()->bins.size())
{}
[[nodiscard]] const std::vector<data_file_t>& getGroups() const
{
return groups;
}
[[nodiscard]] blt::size_t bin_size() const
{
return bins;
}
private:
std::vector<data_file_t> groups;
blt::size_t bins;
};
struct dataset_partitioner
{
public:
explicit dataset_partitioner(const data_file_t& file)
{
with(file);
}
dataset_partitioner& with(const data_file_t& data)
{
BLT_ASSERT(data.data_points.begin()->bins.size() == files.begin()->data_points.begin()->bins.size());
files.push_back(data);
return *this;
}
[[nodiscard]] partitioned_dataset_t partition(blt::size_t groups) const;
private:
std::vector<data_file_t> files;
};
void save_as_csv(const std::string& file, const std::vector<std::pair<std::string, std::vector<Scalar>>>& data);
}
#endif //COSC_4P80_ASSIGNMENT_2_FILE_H