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"""
Filter conversations with wrong formats.
Usage:
python3 -m fastchat.data.filter_wrong_format --in input.json --out output.json
"""
import argparse
import json
import re
from tqdm import tqdm
wrong_indices_pattern = re.compile("\n1\. [^2]*\n1\. ")
def should_skip(conv):
# Filter wrong list indices like https://sharegpt.com/c/1pREAGO
for sentence in conv["conversations"]:
val = sentence["value"]
sub = re.search(wrong_indices_pattern, val)
if sub is not None:
return True
return False
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument("--in-file", type=str, required=True)
parser.add_argument("--out-file", type=str, required=True)
args = parser.parse_args()
content = json.load(open(args.in_file, "r"))
new_content = []
for conv in tqdm(content):
if should_skip(conv):
print(f"{conv['id']} contains a wrong format.")
else:
new_content.append(conv)
print(f"#in: {len(content)}, #out: {len(new_content)}")
json.dump(new_content, open(args.out_file, "w"), indent=2, ensure_ascii=False)
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