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from transformers import AutoModelForQuestionAnswering, AutoTokenizer, pipeline
import gradio as grad
import ast
mdl_name = "deepset/roberta-base-squad2"
my_pipeline = pipeline('question-answering', model=mdl_name, tokenizer=mdl_name)


def answer_question(question,context):
    text = "{"+"'question': '"+question+"','context': '"+context+"'}"
    di = ast.literal_eval(text)
    response = my_pipeline(di)
    return response


grad.Interface(answer_question, inputs=["text","text"], outputs="text").launch()