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Create app.py
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app.py
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import os
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import sys
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from transformers import pipeline
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import gradio as gr
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model = pipeline('question-answering', model='deepset/tinyroberta-squad2', tokenizer='deepset/tinyroberta-squad2')
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def qa(passage, question):
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question = question
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context = passage
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nlp_input = {
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'question': question,
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'context': context
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}
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return model(nlp_input)['answer']
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passage = "The quick brown fox jumped over the lazy dog."
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question = "Who jumps over the lazy dog?"
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iface = gr.Interface(qa,
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title="Question Answering using RoBERTa",
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inputs=[gr.inputs.Textbox(lines=15), "text"],
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outputs=["text"],
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examples=[["{}".format(passage), "{}".format(question)]])
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iface.launch()
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