#!/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("--dataset_path", default="sms_spam", type=str) parser.add_argument( "--dataset_cache_dir", default=(project_path / "hub_datasets").as_posix(), type=str ) parser.add_argument( "--output_file", default=(project_path / "data/sms_spam.jsonl"), type=str ) args = parser.parse_args() return args def main(): args = get_args() dataset_dict = load_dataset( path=args.dataset_path, cache_dir=args.dataset_cache_dir, ) print(dataset_dict) with open(args.output_file, "w", encoding="utf-8") as f: for sample in tqdm(dataset_dict["train"]): # print(sample) text = sample["sms"] label = sample["label"] text = text.strip() label = "spam" if label == 1 else "ham" if label not in ("spam", "ham"): raise AssertionError row = { "text": text, "label": label, "category": None, "data_source": "sms_spam", "split": "train" } row = json.dumps(row, ensure_ascii=False) f.write("{}\n".format(row)) return if __name__ == '__main__': main()