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#!/usr/bin/python3
# -*- coding: utf-8 -*-
import argparse
from collections import defaultdict
import json
import os
import sys
pwd = os.path.abspath(os.path.dirname(__file__))
sys.path.append(os.path.join(pwd, "../../"))
from datasets import load_dataset, DownloadMode
from tqdm import tqdm
from language_identification import LANGUAGE_MAP
from project_settings import project_path
def get_args():
parser = argparse.ArgumentParser()
parser.add_argument("--dataset_path", default="pib", 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/pib.jsonl"),
type=str
)
args = parser.parse_args()
return args
def main():
args = get_args()
name_list = [
"or-ur",
"ml-or",
"bn-ta", "gu-mr", "hi-or",
"en-or", "mr-ur", "en-ta", "hi-ta", "bn-en",
"bn-or", "ml-ta", "gu-ur", "bn-ml", "ml-pa",
"en-pa", "bn-hi", "hi-pa", "gu-te", "pa-ta",
"hi-ml", "or-te", "en-ml", "en-hi", "bn-pa",
"mr-te", "mr-pa", "bn-te", "gu-hi", "ta-ur",
"te-ur", "or-pa", "gu-ml", "gu-pa", "hi-te",
"en-te", "ml-te", "pa-ur", "hi-ur", "mr-or",
"en-ur", "ml-ur", "bn-mr", "gu-ta", "pa-te",
"bn-gu", "bn-ur", "ml-mr", "or-ta", "ta-te",
"gu-or", "en-gu", "hi-mr", "mr-ta", "en-mr"
]
# TODO: 失败, 下载不到文件 http://preon.iiit.ac.in/~jerin/resources/datasets/pib_v1.3.tar.gz
text_set = set()
counter = defaultdict(int)
with open(args.output_file, "w", encoding="utf-8") as f:
for name in name_list:
dataset_dict = load_dataset(
path=args.dataset_path,
name=name,
cache_dir=args.dataset_cache_dir,
# download_mode=DownloadMode.FORCE_REDOWNLOAD
)
for k, v in dataset_dict.items():
split = k
if split not in ("train", "validation", "test"):
print("skip split: {}".format(split))
continue
for sample in tqdm(v):
translation = sample["translation"]
for language, text in translation.items():
text = text.strip()
if text in text_set:
continue
text_set.add(text)
if language not in LANGUAGE_MAP.keys():
raise AssertionError("language: {}, text: {}".format(language, text))
row = {
"text": text,
"language": language,
"data_source": "pib",
"split": split
}
row = json.dumps(row, ensure_ascii=False)
f.write("{}\n".format(row))
counter[split] += 1
print("counter: {}".format(counter))
return
if __name__ == "__main__":
main()