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import argparse |
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from collections import defaultdict |
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import json |
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import os |
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from pathlib import Path |
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import random |
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import re |
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import sys |
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pwd = os.path.abspath(os.path.dirname(__file__)) |
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sys.path.append(os.path.join(pwd, '../../')) |
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from datasets import load_dataset |
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from tqdm import tqdm |
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from project_settings import project_path |
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def get_args(): |
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parser = argparse.ArgumentParser() |
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parser.add_argument("--data_dir", default="data/trec07p/full", type=str) |
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parser.add_argument( |
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"--output_file", |
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default=(project_path / "data/trec07p.jsonl"), |
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type=str |
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) |
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args = parser.parse_args() |
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return args |
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def main(): |
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args = get_args() |
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data_dir = Path(args.data_dir) |
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full_index = data_dir / "index" |
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with open(args.output_file, "w", encoding="utf-8") as fout: |
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with open(full_index.as_posix(), "r", encoding="utf-8") as fin: |
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for row in fin: |
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row = str(row).strip() |
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row = row.split(" ", maxsplit=1) |
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if len(row) != 2: |
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print(row) |
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raise AssertionError |
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label = row[0] |
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fn = row[1] |
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filename = data_dir / fn |
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for encoding in ("utf-8", "gbk", "ANSI"): |
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try: |
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with open(filename.as_posix(), "r", encoding=encoding) as finmail: |
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text = finmail.read() |
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except UnicodeDecodeError: |
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continue |
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if label not in ("spam", "ham"): |
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raise AssertionError |
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num = random.random() |
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if num < 0.9: |
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split = "train" |
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elif num < 0.95: |
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split = "validation" |
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else: |
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split = "test" |
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row = { |
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"text": text, |
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"label": label, |
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"category": None, |
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"data_source": "trec07p", |
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"split": split |
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} |
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row = json.dumps(row, ensure_ascii=False) |
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fout.write("{}\n".format(row)) |
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return |
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if __name__ == '__main__': |
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main() |
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