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Update app.py
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app.py
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import streamlit as st
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from transformers import pipeline
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from PyPDF2 import PdfReader
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import PyPDF2
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import fitz
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import os
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import nltk
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#
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#
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#
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main()
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import streamlit as st
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from transformers import pipeline
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from PyPDF2 import PdfReader
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import PyPDF2
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import fitz
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import os
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import nltk
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nltk.download('punkt')
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def get_pdf_text(pdf_docs):
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text = ""
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for pdf in pdf_docs:
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pdf_reader = PdfReader(pdf)
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for page in pdf_reader.pages:
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text += page.extract_text()
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return text
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def main():
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st.title('Question Generator from PDFs')
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pipe = pipeline(
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task = 'text2text-generation',
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model = 'ramsrigouthamg/t5_squad_v1'
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)
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file = st.file_uploader(label='Upload',accept_multiple_files=True)
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pr = st.button(label='Start')
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if pr:
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st.write('Hi')
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raw_text = get_pdf_text(file)
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sentences = nltk.sent_tokenize(text=raw_text)
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# st.write(sts)
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# for i in sentences:
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# st.write(i)
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questions = []
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st.subheader("Generated Questions are: ")
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s = pipe(sentences)
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for i in s:
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questions.append(i['generated_text'][10:])
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st.write(i['generated_text'][10:])
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if st.toggle(label='Show Pipeline Output'):
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st.write(s)
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if st.toggle(label='Show Questions list'):
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st.write(questions)
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# for i in sts:
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# x = pipe(i)
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# questions.append(x)
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# st.write(x)
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if __name__ == '__main__':
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main()
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