Hi ! You can create a dataset from your audio files with
from datasets import Dataset, Features, Audio

features = features({"audio": Audio()})
dataset = Dataset.from_dict({"audio": list_of_paths_to_my_audio_files}, features=features)

You can also find some documentation about audio dataset processing here: Process audio data — datasets 1.17.0 documentation