PQuAD is a crowdsourced reading comprehension dataset on Persian Wikipedia articles. Since the implementation of this dataset hasn't been yet implemented in the hugging face, I have prepared the essential setups in the hugging face to enable using this dataset by importing load_dataset library :
from datasets import load_dataset
dataset = load_dataset("Shayanvsf/pquad_public")
By running the above command, the output will be a Dataset Dict that is compatible with the available Transformer models in hugging face.