Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
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@@ -299,7 +299,7 @@ def get_rag_system():
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return LangChainRAGSystem()
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def main():
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"""Main Streamlit application
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st.set_page_config(
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page_title="EduBot for iCodeGuru",
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page_icon="π",
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@@ -307,316 +307,89 @@ def main():
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initial_sidebar_state="expanded"
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)
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#
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st.
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-
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.main-header {
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background: linear-gradient(90deg, #667eea 0%, #764ba2 100%);
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padding: 2rem;
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border-radius: 10px;
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margin-bottom: 2rem;
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text-align: center;
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}
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.main-header h1 {
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color: white;
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margin: 0;
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font-size: 2.5rem;
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}
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.main-header p {
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color: #f0f0f0;
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margin: 0.5rem 0 0 0;
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font-size: 1.1rem;
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}
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.metric-card {
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background: #f8f9fa;
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padding: 1rem;
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border-radius: 10px;
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border-left: 4px solid #667eea;
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margin: 0.5rem 0;
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}
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.status-online {
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color: #28a745;
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font-weight: bold;
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}
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.status-offline {
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color: #dc3545;
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font-weight: bold;
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}
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.chat-input {
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position: fixed;
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bottom: 0;
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background: white;
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padding: 1rem;
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border-top: 1px solid #e0e0e0;
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}
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.source-card {
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background: #f8f9fa;
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border: 1px solid #e9ecef;
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border-radius: 8px;
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padding: 0.8rem;
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margin: 0.3rem 0;
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}
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.quick-action-btn {
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background: linear-gradient(45deg, #667eea, #764ba2);
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color: white;
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border: none;
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padding: 0.5rem 1rem;
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border-radius: 20px;
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margin: 0.2rem;
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}
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</style>
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""", unsafe_allow_html=True)
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# Enhanced Header
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st.markdown("""
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<div class="main-header">
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<h1>π EduBot for iCodeGuru</h1>
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<p>Powered by LangChain | Ask questions based on iCodeGuru's knowledge base</p>
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</div>
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""", unsafe_allow_html=True)
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# Initialize RAG system
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rag_system = get_rag_system()
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#
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with st.sidebar:
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st.
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# Status indicator
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if rag_system.vectorstore:
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try:
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doc_count = rag_system.vectorstore._collection.count()
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if doc_count > 0:
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st.markdown('<p class="status-online">π’ System Online</p>', unsafe_allow_html=True)
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else:
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st.markdown('<p class="status-offline">π΄ No Knowledge Base</p>', unsafe_allow_html=True)
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except:
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st.markdown('<p class="status-offline">π‘ System Loading</p>', unsafe_allow_html=True)
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st.markdown("---")
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# Admin Actions
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col1, col2 = st.columns(2)
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with col1:
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if st.button("π Refresh KB", type="primary", use_container_width=True):
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with st.spinner("Loading documents..."):
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success = rag_system.ingest_documents()
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if success:
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st.balloons()
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st.success("Knowledge base updated!")
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st.rerun()
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st.
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st.rerun()
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-
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if st.button("π Browse Available Content", use_container_width=True):
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st.session_state.show_topics = True
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if st.button("π‘ Get Sample Question", use_container_width=True):
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random_questions = [
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"What tutorials are available in iCodeGuru?",
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"Show me resources about web development",
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"What programming languages does iCodeGuru cover?",
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"Find me beginner-friendly content",
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"What are the latest tutorials added?"
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]
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import random
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random_q = random.choice(random_questions)
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st.session_state.messages.append({"role": "user", "content": f"π² {random_q}"})
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st.rerun()
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st.markdown("---")
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#
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st.markdown("### π System Statistics")
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if rag_system.vectorstore:
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try:
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doc_count = rag_system.vectorstore._collection.count()
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st.
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<div class="metric-card">
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<strong>π Documents:</strong><br>
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<span style="font-size: 1.5rem; color: #667eea;">{doc_count}</span>
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</div>
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""", unsafe_allow_html=True)
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except:
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st.
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<div class="metric-card">
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<strong>π Documents:</strong><br>
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<span style="color: #dc3545;">N/A</span>
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</div>
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""", unsafe_allow_html=True)
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# Conversation count
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chat_count = len([msg for msg in st.session_state.get("messages", []) if msg["role"] == "user"])
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st.markdown(f"""
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<div class="metric-card">
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<strong>π¬ Questions Asked:</strong><br>
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<span style="font-size: 1.5rem; color: #28a745;">{chat_count}</span>
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</div>
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""", unsafe_allow_html=True)
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st.markdown("---")
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# Tech Stack
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st.markdown("### π οΈ Technology Stack")
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tech_stack = {
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"π§ ": "ChromaDB",
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"β‘": "Groq LLM",
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"π": "LangChain",
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"π¨": "Streamlit",
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"π€": "HuggingFace"
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}
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for icon, tech in tech_stack.items():
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st.markdown(f"{icon} **{tech}**")
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st.markdown("---")
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st.
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# Initialize session state
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if "messages" not in st.session_state:
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st.session_state.messages = []
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if "show_topics" not in st.session_state:
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st.session_state.show_topics = False
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#
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if len(st.session_state.messages) == 0:
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st.markdown("""
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### π Welcome to iCodeGuru EduBot!
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I'm your knowledge assistant for iCodeGuru content. I can help you find:
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- **Tutorials and courses** from iCodeGuru
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- **Specific topics** and learning materials
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- **Resources and references** from the knowledge base
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- **Answers** based on iCodeGuru's educational content
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π **Ask me anything about iCodeGuru's content!**
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""")
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# Sample questions
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st.markdown("### π‘ Try these sample questions:")
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sample_questions = [
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"What tutorials are available?",
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"Show me Python resources",
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"Find web development content",
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"What beginner courses exist?"
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]
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cols = st.columns(2)
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for i, question in enumerate(sample_questions):
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with cols[i % 2]:
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if st.button(f"β {question}", key=f"sample_{i}", use_container_width=True):
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st.session_state.messages.append({"role": "user", "content": question})
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st.rerun()
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# Show topics if requested
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if st.session_state.get("show_topics", False):
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with st.expander("π Available iCodeGuru Content", expanded=True):
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st.markdown("""
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Based on iCodeGuru's knowledge base, I can help you find:
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- **Video Tutorials** and course materials
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- **Programming Languages** covered by iCodeGuru
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- **Project Examples** and case studies
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- **Learning Paths** and structured content
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- **Tips and Tricks** from iCodeGuru experts
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- **Resource Links** and references
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*Ask me to find specific content from iCodeGuru's library!*
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""")
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if st.button("Close Content Browser"):
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st.session_state.show_topics = False
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st.rerun()
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# Chat History with Enhanced Styling
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if st.session_state.messages:
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st.markdown("### π¬ Conversation History")
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for i, message in enumerate(st.session_state.messages):
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with st.chat_message(message["role"]):
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# Enhanced message display
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if message["role"] == "user":
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st.markdown(f"**You:** {message['content']}")
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else:
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st.markdown(message["content"])
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# Enhanced sources display
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if "sources" in message and message["sources"]:
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with st.expander(f"π Sources ({len(message['sources'])} found)", expanded=False):
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for j, source in enumerate(message["sources"], 1):
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st.markdown(f"""
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<div class="source-card">
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<strong>Source {j}:</strong><br>
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{source}
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</div>
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""", unsafe_allow_html=True)
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# Enhanced User Input Area
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st.markdown("---")
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#
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with col1:
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user_input = st.text_input(
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"π¬ Ask about iCodeGuru content:",
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placeholder="e.g., Show me Python tutorials from iCodeGuru",
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key="user_input"
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)
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with col2:
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send_button = st.button("Send π", type="primary", use_container_width=True)
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#
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#
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if (
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# Add user message
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st.session_state.messages.append({"role": "user", "content": question})
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# Display user message
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with st.chat_message("user"):
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st.markdown(
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# Get
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with st.chat_message("assistant"):
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with st.spinner("π€
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response = rag_system.get_answer(
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answer = response.get("answer", "
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source_docs = response.get("source_documents", [])
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st.markdown(answer)
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#
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if source_docs:
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sources = []
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for doc in source_docs[:
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content_preview = doc.page_content[:
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sources.append(f"
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if sources:
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with st.expander(
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for i, source in enumerate(sources, 1):
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st.markdown(f""
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<div class="source-card">
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<strong>π Source {i}:</strong><br>
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{source}
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</div>
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""", unsafe_allow_html=True)
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# Add to session state
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st.session_state.messages.append({
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"role": "assistant",
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"content": answer,
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st.session_state.messages.append({"role": "assistant", "content": answer})
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else:
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st.session_state.messages.append({"role": "assistant", "content": answer})
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# Clear input and rerun
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if send_button:
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st.rerun()
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# Footer
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st.markdown("---")
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st.markdown("""
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<div style="text-align: center; color: #666; padding: 1rem;">
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<p>π <strong>EduBot for iCodeGuru</strong> | Your gateway to iCodeGuru's knowledge</p>
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<p>Made with β€οΈ using Streamlit β’ LangChain β’ ChromaDB β’ Groq</p>
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</div>
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""", unsafe_allow_html=True)
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if __name__ == "__main__":
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main()
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return LangChainRAGSystem()
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def main():
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"""Main Streamlit application."""
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st.set_page_config(
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page_title="EduBot for iCodeGuru",
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page_icon="π",
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initial_sidebar_state="expanded"
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)
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# Header
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st.title("π EduBot for @icodeguru0")
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st.markdown("**Powered by LangChain** | Ask anything based on pre-loaded iCodeGuru knowledge.")
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# Initialize RAG system
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rag_system = get_rag_system()
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# Sidebar for admin functions
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with st.sidebar:
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st.header("βοΈ Admin Panel")
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if st.button("π Refresh Knowledge Base", type="primary"):
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success = rag_system.ingest_documents()
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if success:
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st.balloons()
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if st.button("ποΈ Clear Conversation"):
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rag_system.reset_conversation()
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st.markdown("---")
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st.subheader("π System Info")
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# Show vectorstore stats
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if rag_system.vectorstore:
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try:
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doc_count = rag_system.vectorstore._collection.count()
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st.metric("Documents in KB", doc_count)
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except:
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st.metric("Documents in KB", "N/A")
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st.markdown("---")
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+
st.caption("π§ **ChromaDB** for vector storage")
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+
st.caption("β‘ **Groq LLM** for answers")
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st.caption("π **LangChain** for orchestration")
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+
# Main chat interface
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| 346 |
st.markdown("---")
|
| 347 |
|
| 348 |
+
# Initialize session state for chat history
|
| 349 |
+
if "messages" not in st.session_state:
|
| 350 |
+
st.session_state.messages = []
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| 351 |
|
| 352 |
+
# Display chat history
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| 353 |
+
for message in st.session_state.messages:
|
| 354 |
+
with st.chat_message(message["role"]):
|
| 355 |
+
st.markdown(message["content"])
|
| 356 |
+
if "sources" in message and message["sources"]:
|
| 357 |
+
with st.expander("π Sources"):
|
| 358 |
+
for i, source in enumerate(message["sources"], 1):
|
| 359 |
+
st.markdown(f"**Source {i}:** {source}")
|
| 360 |
|
| 361 |
+
# User input
|
| 362 |
+
if prompt := st.chat_input("π¬ Ask your question about iCodeGuru..."):
|
| 363 |
+
# Add user message to chat history
|
| 364 |
+
st.session_state.messages.append({"role": "user", "content": prompt})
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|
| 365 |
|
| 366 |
# Display user message
|
| 367 |
with st.chat_message("user"):
|
| 368 |
+
st.markdown(prompt)
|
| 369 |
|
| 370 |
+
# Get assistant response
|
| 371 |
with st.chat_message("assistant"):
|
| 372 |
+
with st.spinner("π€ Thinking..."):
|
| 373 |
+
response = rag_system.get_answer(prompt)
|
| 374 |
+
answer = response.get("answer", "No answer available.")
|
| 375 |
source_docs = response.get("source_documents", [])
|
| 376 |
|
| 377 |
st.markdown(answer)
|
| 378 |
|
| 379 |
+
# Show sources if available
|
| 380 |
if source_docs:
|
| 381 |
sources = []
|
| 382 |
+
for doc in source_docs[:3]: # Show top 3 sources
|
| 383 |
+
source = doc.metadata.get('source_file', 'Unknown source')
|
| 384 |
+
content_preview = doc.page_content[:100] + "..." if len(doc.page_content) > 100 else doc.page_content
|
| 385 |
+
sources.append(f"{source}: {content_preview}")
|
| 386 |
|
| 387 |
if sources:
|
| 388 |
+
with st.expander("π Sources"):
|
| 389 |
for i, source in enumerate(sources, 1):
|
| 390 |
+
st.markdown(f"**Source {i}:** {source}")
|
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|
| 391 |
|
| 392 |
+
# Add to session state with sources
|
| 393 |
st.session_state.messages.append({
|
| 394 |
"role": "assistant",
|
| 395 |
"content": answer,
|
|
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|
| 399 |
st.session_state.messages.append({"role": "assistant", "content": answer})
|
| 400 |
else:
|
| 401 |
st.session_state.messages.append({"role": "assistant", "content": answer})
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|
| 402 |
|
| 403 |
if __name__ == "__main__":
|
| 404 |
main()
|