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Update 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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from PyPDF2 import PdfReader
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from
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# Load
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summarizer = pipeline("summarization")
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#
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def extract_text_from_pdf(file):
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reader = PdfReader(file)
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text = ""
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for page in reader.pages:
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if page_text:
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text += page_text
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return text
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#
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def extract_text_from_docx(file):
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doc =
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return "\n".join([para.text for para in doc.paragraphs])
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#
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def
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doc =
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doc.add_heading("Summary",
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doc.add_paragraph(
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doc.save(
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# Main function
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if file
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else:
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gr.
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import gradio as gr
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from transformers import pipeline
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from PyPDF2 import PdfReader
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from docx import Document
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from fpdf import FPDF
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import os
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# Load the summarizer pipeline
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summarizer = pipeline("summarization")
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# Helper to extract text from PDF
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def extract_text_from_pdf(file):
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reader = PdfReader(file)
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text = ""
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for page in reader.pages:
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text += page.extract_text()
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return text
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# Helper to extract text from DOCX
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def extract_text_from_docx(file):
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doc = Document(file)
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return "\n".join([para.text for para in doc.paragraphs])
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# Helper to save summary as DOCX
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def save_as_docx(text):
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doc = Document()
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doc.add_heading("Summary", 0)
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doc.add_paragraph(text)
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path = "summary.docx"
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doc.save(path)
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return path
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# Helper to save summary as PDF
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def save_as_pdf(text):
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pdf = FPDF()
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pdf.add_page()
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pdf.set_font("Arial", size=12)
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pdf.multi_cell(0, 10, text)
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path = "summary.pdf"
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pdf.output(path)
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return path
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# Main function
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def summarize_input(text, file, export_type):
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if file:
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ext = os.path.splitext(file.name)[-1].lower()
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if ext == ".pdf":
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text = extract_text_from_pdf(file)
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elif ext == ".docx":
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text = extract_text_from_docx(file)
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else:
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return "Unsupported file type", None
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if not text.strip():
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return "No text to summarize.", None
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summary = summarizer(text, max_length=130, min_length=30, do_sample=False)[0]['summary_text']
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# Save based on export type
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if export_type == "PDF":
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file_path = save_as_pdf(summary)
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else:
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file_path = save_as_docx(summary)
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return summary, file_path
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# UI
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with gr.Blocks() as demo:
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gr.Markdown("## 📝 Smart Text Summarizer\nUpload a file or enter text. Choose output format and get your summary!")
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with gr.Row():
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text_input = gr.Textbox(label="Enter Text", lines=8, placeholder="Or upload a file below instead...")
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file_input = gr.File(label="Upload PDF or DOCX", file_types=[".pdf", ".docx"])
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export_type = gr.Radio(["PDF", "Word (DOCX)"], label="Export As", value="PDF")
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summarize_btn = gr.Button("Summarize")
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output_text = gr.Textbox(label="Summary", lines=8)
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download_link = gr.File(label="Download Summary")
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summarize_btn.click(fn=summarize_input,
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inputs=[text_input, file_input, export_type],
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outputs=[output_text, download_link])
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# Launch the app
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demo.launch()
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