#!/usr/bin/python3 # -*- coding: utf-8 -*- import argparse import json import os from pathlib import Path 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/chinese_snli", type=str) parser.add_argument( "--output_file", default=(project_path / "data/chinese_snli.jsonl"), type=str ) args = parser.parse_args() return args def main(): args = get_args() data_dir = Path(args.data_dir) with open(args.output_file, "w", encoding="utf-8") as fout: for name in ["cnsd_snli_v1.0.train.jsonl", "cnsd_snli_v1.0.dev.jsonl", "cnsd_snli_v1.0.test.jsonl"]: filename = data_dir / name with open(filename, "r", encoding="utf-8") as fin: for row in fin: row = json.loads(row) sentence1 = row["sentence1"] sentence2 = row["sentence2"] gold_label = row["gold_label"] if gold_label not in ("entailment", "neutral", "contradiction", "-"): print(gold_label) raise AssertionError if gold_label in ("-",): continue label = "1" if gold_label in ("entailment",) else "0" category = gold_label if name == "cnsd_snli_v1.0.train.jsonl": flag = "train" elif name == "cnsd_snli_v1.0.dev.jsonl": flag = "validation" elif name == "cnsd_snli_v1.0.test.jsonl": flag = "test" else: raise AssertionError if label not in ("0", "1", None): raise AssertionError row = { "sentence1": sentence1, "sentence2": sentence2, "label": label, "category": category, "data_source": "Chinese-SNLI", "split": flag } row = json.dumps(row, ensure_ascii=False) fout.write("{}\n".format(row)) return if __name__ == '__main__': main()