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Create app.py
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app.py
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import gradio as gr
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from transformers import pipeline
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# Replace this with your own checkpoint
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model_checkpoint = "huggingface-course/bert-finetuned-squad"
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model = pipeline("question-answering", model=model_checkpoint)
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def question_answer(context, question,model):
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to_predict = [
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{
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"context": context,
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"qas": [
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{
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"question": question,
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"id": "0",
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}
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],
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}
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]
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answers, probabilities = model.predict(to_predict)
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return answers[0]['answer'][0]
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gr.Interface(fn=question_answer, inputs=["text", "text"], outputs=["textbox"]).launch()
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