from transformers import pipeline
import gradio as gr

question_answer = pipeline('question-answering',model = 'distilbert/distilbert-base-cased-distilled-squad')

output = pipe({
    'context': context,
    'question': question
})

def question_answering(context, question):

    output = question_answer({
        'context': context,
        'question': question
    })

    return output['answer'], str(output['score'] * 100)

iface = gr.Interface(
    fn = question_answering,
    inputs = [ 
        gr.Textbox(label = "Context", placeholder = "Enter your context here..", lines = 5),
        gr.Textbox(label = "Question", placeholder = "Enter your question", lines = 2)
    ],
    outputs = [
        gr.Textbox(label = "Answer", lines = 2),
        gr.Textbox(label = "Accuracy")
    ]
)