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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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# Initialize the question-answering pipeline
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qa_pipeline = pipeline("question-answering")
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def answer_question(context, question):
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"""
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Function to run the QA pipeline and get the answer.
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:param context: The context in which the question is asked.
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:param question: The question that needs to be answered.
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:return: Answer from the QA model.
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"""
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result = qa_pipeline({'context': context, 'question': question})
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return result['answer']
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# Create the Gradio interface
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interface = gr.Interface(
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fn=answer_question,
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inputs=[
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gr.Textbox(label="Context", placeholder="Enter context here...", lines=4), # Left-side input
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gr.Textbox(label="Question", placeholder="Ask a question here...", lines=1) # Right-side input
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],
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outputs="text", # Output as text
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live=True, # Optional: Display results as the user types
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layout="horizontal" # Align inputs side by side
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)
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# Launch the interface
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if __name__ == "__main__":
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interface.launch()
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