sentence_pair / examples /preprocess /process_lcqmc.py
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#!/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 lxml import etree
import pandas as pd
from tqdm import tqdm
from project_settings import project_path
def get_args():
parser = argparse.ArgumentParser()
parser.add_argument("--data_dir", default="./data/lcqmc", type=str)
parser.add_argument(
"--output_file",
default=(project_path / "data/lcqmc.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 ["train.tsv", "dev.tsv", "test.tsv"]:
filename = data_dir / name
with open(filename.as_posix(), "r", encoding="utf-8") as fin:
for row in fin:
row = str(row).strip()
splits = row.split("\t")
if name == "train.tsv":
q1, q2, label = splits
flag = "train"
elif name == "dev.tsv":
q1, q2, label = splits
flag = "validation"
elif name == "test.tsv":
q1, q2 = splits
label = None
flag = "test"
else:
raise AssertionError
label = str(int(label)) if label is not None else None
if label not in ("0", "1", None):
raise AssertionError
row = {
"sentence1": q1,
"sentence2": q2,
"label": label,
"data_source": "lcqmc",
"split": flag
}
row = json.dumps(row, ensure_ascii=False)
fout.write("{}\n".format(row))
return
if __name__ == '__main__':
main()