| |
| |
| 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="Deysi/spam-detection-dataset", 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/spam_detection.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 split, dataset in dataset_dict.items(): |
| for sample in tqdm(dataset): |
| |
| text = sample["text"] |
| label = sample["label"] |
|
|
| label = "spam" if label == "spam" else "ham" |
|
|
| if label not in ("spam", "ham"): |
| raise AssertionError |
|
|
| row = { |
| "text": text, |
| "label": label, |
| "category": None, |
| "data_source": "spam_detection", |
| "split": split |
| } |
| row = json.dumps(row, ensure_ascii=False) |
| f.write("{}\n".format(row)) |
|
|
| return |
|
|
|
|
| if __name__ == '__main__': |
| main() |
|
|
