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create app.py
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app.py
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import os
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import streamlit as st
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from langchain.chains import ConversationChain
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from langchain_openai import ChatOpenAI
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from langchain.memory import ConversationBufferMemory
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from streamlit_extras.add_vertical_space import add_vertical_space
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# Set up OpenAI API Key securely
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if "HPToken" in st.secrets:
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os.environ["OPENAI_API_KEY"] = st.secrets["HPToken"]
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else:
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st.error("🔑 OpenAI API Key is missing! Please add it to Streamlit secrets.")
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st.stop()
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# Initialize chatbot with memory
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def init_chatbot(model="gpt-4o-mini"):
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try:
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memory = ConversationBufferMemory()
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chatbot = ConversationChain(llm=ChatOpenAI(model=model), memory=memory, verbose=False)
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return chatbot
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except Exception as e:
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st.error(f"⚠️ Error initializing chatbot: {e}")
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return None
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if "chatbot" not in st.session_state:
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st.session_state.chatbot = init_chatbot()
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# Custom Styling
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st.markdown("""
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<style>
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body {
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background-color: #f5f5f5;
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}
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.stChatMessage {
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padding: 10px;
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border-radius: 10px;
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margin: 5px 0;
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}
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.user-message {
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background-color: #dcf8c6;
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text-align: right;
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}
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.bot-message {
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background-color: #ffffff;
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}
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</style>
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""", unsafe_allow_html=True)
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# Sidebar - Model Selection
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st.sidebar.title("⚙️ Settings")
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model_choice = st.sidebar.radio("Select Model", ("gpt-4o-mini", "gpt-4", "gpt-3.5-turbo"))
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# Update chatbot model if changed
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if model_choice != st.session_state.chatbot.llm.model_name:
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st.session_state.chatbot = init_chatbot(model_choice)
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# Title and Description
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st.title("💬 LangChain AI Chatbot")
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st.write("### Hi, I'm a chatbot powered by GPT. How can I assist you today?")
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# Chat history storage
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if "chat_history" not in st.session_state:
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st.session_state.chat_history = []
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# User Input via Chat Input (better UX)
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user_input = st.chat_input("Type your message here...")
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# Process input
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if user_input:
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with st.spinner("Thinking..."):
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try:
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response = st.session_state.chatbot.run(user_input)
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if response:
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st.session_state.chat_history.append(("user", user_input))
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st.session_state.chat_history.append(("bot", response))
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except Exception as e:
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st.error(f"⚠️ Error generating response: {e}")
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# Display chat history
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st.write("### 🗨️ Conversation")
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for role, text in st.session_state.chat_history:
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with st.chat_message(role):
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st.markdown(f"**{role.capitalize()}**: {text}")
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# Collapsible Chat History
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with st.expander("📜 View Full Chat History"):
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for role, text in st.session_state.chat_history:
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st.write(f"**{role.capitalize()}**: {text}")
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# Add spacing
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add_vertical_space(2)
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# Footer
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st.markdown("---")
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st.markdown("Developed with ❤️ using Streamlit & LangChain")
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