You could deifine __getitem__() as:

def __getitem__(self, idx):
    return {
       'interactions': self._data[idx], 
       'user_features': self._user_features[self._data[idx]['user']] if self._user_features else None
        }

Is a little bit faster. But is not a definitive solution.