#!/usr/bin/python3 # -*- coding: utf-8 -*- import argparse from collections import defaultdict import json import os from pathlib import Path import random import re import sys pwd = os.path.abspath(os.path.dirname(__file__)) sys.path.append(os.path.join(pwd, '../../')) from datasets import load_dataset from tqdm import tqdm from project_settings import project_path def get_args(): parser = argparse.ArgumentParser() parser.add_argument("--data_dir", default="data/trec07p/full", type=str) parser.add_argument( "--output_file", default=(project_path / "data/trec07p.jsonl"), type=str ) args = parser.parse_args() return args def main(): args = get_args() data_dir = Path(args.data_dir) full_index = data_dir / "index" with open(args.output_file, "w", encoding="utf-8") as fout: with open(full_index.as_posix(), "r", encoding="utf-8") as fin: for row in fin: row = str(row).strip() row = row.split(" ", maxsplit=1) if len(row) != 2: print(row) raise AssertionError label = row[0] fn = row[1] filename = data_dir / fn for encoding in ("utf-8", "gbk", "ANSI"): try: with open(filename.as_posix(), "r", encoding=encoding) as finmail: text = finmail.read() except UnicodeDecodeError: # print(filename.as_posix()) # print("UnicodeDecodeError") continue if label not in ("spam", "ham"): raise AssertionError num = random.random() if num < 0.9: split = "train" elif num < 0.95: split = "validation" else: split = "test" row = { "text": text, "label": label, "category": None, "data_source": "trec07p", "split": split } row = json.dumps(row, ensure_ascii=False) fout.write("{}\n".format(row)) return if __name__ == '__main__': main()