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app.py
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import torch
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import gradio as gr
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from transformers import pipeline
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# Load summarization pipeline
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model_id = "sshleifer/distilbart-cnn-12-3"
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pipe = pipeline("summarization", model=model_id)
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# Define summarization function
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def summarize_text_gradio(input_text):
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if not input_text or len(input_text.strip()) < 140:
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return "β οΈ Please enter at least 140 characters to generate a summary."
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summary = pipe(input_text)[0]['summary_text']
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return summary
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# Use Gradio Blocks for better layout control
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with gr.Blocks(theme="default") as demo:
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gr.Markdown("# π Text Summarization Web App AI")
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gr.Markdown(
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"""
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This WebPage allows you to summarizes long articles or texts using a pretrained transformer model.
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Enter your text below (minimum 140 characters) and click **Submit** to generate a summary in 3 sec
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"""
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)
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with gr.Row():
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input_box = gr.Textbox(label="Input Text", lines=15, placeholder="Paste your long text here...")
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with gr.Row():
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output_box = gr.Textbox(label="π§Ύ Summary", lines=10)
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summarize_button = gr.Button("π Summarize")
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summarize_button.click(fn=summarize_text_gradio, inputs=input_box, outputs=output_box)
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# Footer with links at the bottom
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gr.Markdown("---")
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gr.Markdown(
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"""
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#### π€ Created by Neeraj Sharma
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π¬ [LinkedIn](https://www.linkedin.com/in/neeraj-sharma-6017b854/) | π οΈ [GitHub](https://github.com/MissNeerajSharma)
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""",
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elem_id="footer",
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)
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demo.launch()
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