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Update app.py
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app.py
CHANGED
@@ -6,14 +6,18 @@ import fitz # PyMuPDF
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qa_model = pipeline("question-answering", "timpal0l/mdeberta-v3-base-squad2")
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# Function to extract text from a PDF file
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def extract_text_from_pdf(
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# Streamlit app
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def main():
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@@ -26,22 +30,23 @@ def main():
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# Read the PDF file and extract text
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pdf_text = extract_text_from_pdf(uploaded_file)
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if
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if __name__ == "__main__":
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main()
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qa_model = pipeline("question-answering", "timpal0l/mdeberta-v3-base-squad2")
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# Function to extract text from a PDF file
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def extract_text_from_pdf(uploaded_file):
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try:
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doc = fitz.open(stream=uploaded_file, filetype="pdf")
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text = ""
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for page_num in range(doc.page_count):
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page = doc[page_num]
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text += page.get_text()
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doc.close()
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return text
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except Exception as e:
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st.error(f"Error extracting text from PDF: {str(e)}")
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return None
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# Streamlit app
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def main():
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# Read the PDF file and extract text
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pdf_text = extract_text_from_pdf(uploaded_file)
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if pdf_text is not None:
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# Display the extracted text
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st.subheader("Extracted Text from PDF")
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st.text(pdf_text)
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# Input for user question
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question = st.text_input("Ask a question about the PDF:")
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# Button to trigger question answering
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if st.button("Get Answer"):
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if question:
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# Use the QA model to get the answer
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answer = qa_model(question=question, context=pdf_text)
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st.subheader("Answer:")
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st.write(answer["answer"])
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else:
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st.warning("Please enter a question.")
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if __name__ == "__main__":
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main()
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