#!/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_file", default="data/spam_message_lr/train.txt", type=str) parser.add_argument( "--output_file", default=(project_path / "data/spam_message_lr.jsonl"), type=str ) args = parser.parse_args() return args def main(): args = get_args() with open(args.output_file, "w", encoding="utf-8") as fout: with open(args.data_file, "r", encoding="utf-8") as fin: for row in fin: row = str(row).rstrip("\n") row = row.split("\t", maxsplit=1) if len(row) != 2: print(row) raise AssertionError label = row[0] text = row[1] label = "spam" if label == "1" else "ham" 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": "spam_message_lr", "split": split } row = json.dumps(row, ensure_ascii=False) fout.write("{}\n".format(row)) return if __name__ == '__main__': main()