| ```python | |
| from transformers import AutoTokenizer, AutoModelForQuestionAnswering, pipeline | |
| ckpt = "alasdevcenter/az-question-answering" | |
| tokenizer = AutoTokenizer.from_pretrained(ckpt) | |
| model = AutoModelForQuestionAnswering.from_pretrained(ckpt) | |
| qa = pipeline("question-answering", model=model, tokenizer=tokenizer) | |
| ``` |