Create app.py
Browse files
app.py
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import streamlit as st
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from transformers import pipeline
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import time
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# Page configuration
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st.set_page_config(page_title="AI Q&A Assistant", layout="wide")
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# Custom styling
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st.markdown("""
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<style>
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.header {
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background-color: #1565C0;
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padding: 60px;
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text-align: center;
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border-radius: 15px;
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color: white;
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font-family: 'Arial', sans-serif;
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}
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.header h1 {
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font-size: 50px;
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font-weight: bold;
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}
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.qa-box {
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background-color: #f5f5f5;
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padding: 20px;
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border-radius: 10px;
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margin: 10px 0;
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}
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</style>
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<div class="header">
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<h1>🤔 AI Q&A Assistant</h1>
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<p>Get answers to your questions from any text</p>
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</div>
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""", unsafe_allow_html=True)
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# Load model
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@st.cache_resource
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def load_qa_model():
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return pipeline("question-answering", model="distilbert-base-cased-distilled-squad")
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qa_model = load_qa_model()
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# Main content
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col1, col2 = st.columns([6, 4])
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with col1:
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st.subheader("Context")
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context = st.text_area(
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"Enter the text passage:",
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height=300,
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help="This is the text that the AI will use to answer questions"
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)
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with col2:
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st.subheader("Question")
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question = st.text_input(
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"Ask a question about the text:",
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help="Make sure your question can be answered using the provided text"
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)
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# History tracking
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if 'qa_history' not in st.session_state:
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st.session_state.qa_history = []
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if qa_model and st.button("Get Answer"):
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if context and question:
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with st.spinner("Finding answer..."):
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start_time = time.time()
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result = qa_model(
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question=question,
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context=context
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)
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end_time = time.time()
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# Add to history
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st.session_state.qa_history.append({
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'question': question,
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'answer': result['answer'],
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'confidence': result['score']
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})
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# Display result
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st.markdown(f"""
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<div class="qa-box">
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<h3>Answer:</h3>
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<p>{result['answer']}</p>
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<small>Confidence: {result['score']:.2%}</small><br>
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<small>Response time: {(end_time - start_time):.2f} seconds</small>
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</div>
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""", unsafe_allow_html=True)
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else:
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st.warning("Please provide both context and a question")
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# Display history
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if st.session_state.qa_history:
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st.subheader("Question History")
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for i, qa in enumerate(reversed(st.session_state.qa_history[-5:])):
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st.markdown(f"""
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<div class="qa-box">
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<strong>Q: {qa['question']}</strong><br>
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A: {qa['answer']}<br>
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<small>Confidence: {qa['confidence']:.2%}</small>
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</div>
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""", unsafe_allow_html=True)
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# Clear history button
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if st.session_state.qa_history:
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if st.button("Clear History"):
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st.session_state.qa_history = []
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st.experimental_rerun()
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