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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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import PyPDF2
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# Load the summarization pipeline
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summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
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def summarize_pdf(pdf_file):
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try:
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# Extract text from the uploaded PDF
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pdf_reader = PyPDF2.PdfReader(pdf_file)
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text = ""
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for page in pdf_reader.pages:
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text += page.extract_text()
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# Check if text was extracted
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if not text.strip():
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return "❌ Could not extract text from the PDF. Please upload a valid document."
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# Summarize the extracted text
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summary = summarizer(text, max_length=300, min_length=50, do_sample=False)
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return summary[0]['summary_text']
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except Exception as e:
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return f"❌ An error occurred: {str(e)}"
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# Create the Gradio interface
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interface = gr.Interface(
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fn=summarize_pdf,
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inputs=gr.inputs.File(label="Upload PDF"),
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outputs=gr.outputs.Textbox(label="Summary"),
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title="PDF Summarizer",
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description="Upload a PDF file to extract and summarize its content using state-of-the-art AI."
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)
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interface.launch()
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