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from functools import partial
from glob import glob
from typing import Iterable, Optional
from datasets import Dataset
def is_query(text: str):
n_question = text.count("?")
n_statement = text.count(".")
if n_question + n_statement < 2:
return False
if n_question > (n_statement * 0.5):
return True
def first_answer(answers: list[str]) -> Optional[str]:
for answer in answers:
if answer and (not is_query(answer)) and ("tak" not in answer.lower()):
return answer
return None
def generate_dataset(threads: list[list[str]]) -> Iterable[dict]:
for thread in threads:
question = thread[0]
if is_query(question):
answer = first_answer(thread[1:])
if answer:
yield {"question": question, "answer": answer}
def main():
files = glob("dagw/sektioner/hest/hest_forum*")
threads = []
for file in files:
with open(file) as in_file:
threads.append(in_file.read().split("\n"))
dataset = Dataset.from_generator(partial(generate_dataset, threads))
dataset = dataset.train_test_split(test_size=0.2, shuffle=True)
dataset.push_to_hub("kardosdrur/hestenet-qa")
if __name__ == "__main__":
main()
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