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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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# Load the summarization pipeline with the facebook/bart-large-cnn model
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summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
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# Define the summarization function
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def summarize(text):
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# Generate summary with min_length=10 and max_length=100 tokens
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summary = summarizer(text, min_length=10, max_length=100)
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# Extract and return the summarized text
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return summary[0]['summary_text']
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# Define input and output components with clear labels
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inputs = gr.Textbox(label="Input Text", lines=10)
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outputs = gr.Textbox(label="Summary")
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# Create the Gradio interface
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iface = gr.Interface(
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fn=summarize,
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inputs=inputs,
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outputs=outputs,
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title="Text Summarizer",
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description="Enter a long piece of text and get a summary using the BART model."
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)
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# Launch the interface
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iface.launch()
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