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Create app.py
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app.py
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import streamlit as st
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from groq import Groq
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import pdfplumber
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import os
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import gc
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from dotenv import load_dotenv
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load_dotenv()
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# Initialize the Groq client
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client = Groq(api_key=os.environ.get("GROQ_API_KEY"))
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def generate_response_groq(context, query):
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"""Generate response using Groq API."""
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prompt = f"Context: {context}\nQuestion: {query}\nAnswer:"
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chat_completion = client.chat.completions.create(
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messages=[
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{
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"role": "user",
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"content": prompt,
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}
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],
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model="llama3-8b-8192",
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)
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response = chat_completion.choices[0].message.content
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return response
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def extract_text_from_pdf(pdf_file):
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"""Extract text from PDF file using pdfplumber."""
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text = ""
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with pdfplumber.open(pdf_file) as pdf:
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for page in pdf.pages:
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text += page.extract_text() or ""
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return text
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# Set the page layout to wide for better UI space
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st.set_page_config(page_title="PDF Query Application", layout="wide")
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# Sidebar
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st.sidebar.title("PDF Query Assistant")
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st.sidebar.image("https://upload.wikimedia.org/wikipedia/commons/thumb/a/af/PDF_file_icon.svg/1024px-PDF_file_icon.svg.png", use_column_width=True) # Adding an image in the sidebar
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st.sidebar.markdown("### Navigation")
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st.sidebar.markdown("Use this app to upload a PDF and ask questions about its content.")
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st.sidebar.markdown("")
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# Main UI layout
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st.title("π PDF Query Application")
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st.markdown("""
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<style>
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.main-content {background-color: #f0f2f6; padding: 20px; border-radius: 10px;}
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.stButton>button {background-color: #4CAF50; color: white; font-size: 16px; border-radius: 10px;}
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.stTextInput>div>div>input {background-color: #f0f2f6; color: black; border-radius: 5px;}
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</style>
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""", unsafe_allow_html=True)
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st.markdown("<div class='main-content'>", unsafe_allow_html=True)
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uploaded_file = st.file_uploader("Upload a PDF file", type="pdf")
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if uploaded_file:
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st.success("PDF uploaded successfully! π")
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document_text = extract_text_from_pdf(uploaded_file)
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st.text_area("π Extracted Text", document_text, height=200)
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query = st.text_input("π Enter your query")
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if st.button("π¬ Get Answer"):
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if query:
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with st.spinner("Generating response..."):
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response = generate_response_groq(document_text, query)
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st.write("**Response:**")
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st.write(response)
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# Clear memory after generating response
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gc.collect()
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else:
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st.error("Please enter a query.")
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st.markdown("</div>", unsafe_allow_html=True)
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# Footer
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st.sidebar.markdown("### About")
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st.sidebar.info("Developed with β€οΈ using Streamlit and Groq API.")
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st.sidebar.markdown("---")
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st.sidebar.write("For more information, visit [Groq](https://www.groq.com) and [Streamlit](https://streamlit.io).")
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# Customize the theme and color contrast
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st.markdown("""
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<style>
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.css-1aumxhk {background-color: #E8EAF6;}
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.stTextInput>div>div>input {border-color: #3f51b5;}
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.stTextArea>div>div>textarea {border-color: #3f51b5;}
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.stButton>button {background-color: #3f51b5; color: white; font-size: 16px;}
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</style>
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""", unsafe_allow_html=True)
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