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Create app.py
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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 dotenv import load_dotenv
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from langchain_community.tools import ArxivQueryRun, WikipediaQueryRun
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from langchain_community.utilities import WikipediaAPIWrapper, ArxivAPIWrapper
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from langchain_community.tools.tavily_search import TavilySearchResults
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from langchain_groq import ChatGroq
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from langgraph.graph import StateGraph, START, END
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from langgraph.prebuilt import ToolNode, tools_condition
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from langgraph.checkpoint.memory import MemorySaver
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from langchain_core.messages import AIMessage, HumanMessage
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from langgraph.graph.message import add_messages
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from typing import Annotated
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from typing_extensions import TypedDict
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# Load environment
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load_dotenv()
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os.environ["TAVILY_API_KEY"] = os.getenv("TAVILY_API_KEY")
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os.environ["GROQ_API_KEY"] = os.getenv("GROQ_API_KEY")
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# Define tools
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arxiv = ArxivQueryRun(api_wrapper=ArxivAPIWrapper(top_k_results=2, doc_content_chars_max=1000))
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wiki = WikipediaQueryRun(api_wrapper=WikipediaAPIWrapper(top_k_results=1, doc_content_chars_max=1000))
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tavily = TavilySearchResults()
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tools = [arxiv, wiki, tavily]
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# LangGraph State
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class State(TypedDict):
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messages: Annotated[list, add_messages]
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name: str
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birthday: str
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# LLM
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llm = ChatGroq(model="deepseek-r1-distill-llama-70b")
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llm_with_tools = llm.bind_tools(tools=tools)
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# Memory
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memory = MemorySaver()
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# Define node
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def ai_assistance(state: State):
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result = llm_with_tools.invoke(state["messages"])
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return {"messages": [result]}
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# Build LangGraph
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builder = StateGraph(State)
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builder.add_node("AI_Assistance", ai_assistance)
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builder.add_node("tools", ToolNode(tools))
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builder.add_edge(START, "AI_Assistance")
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builder.add_conditional_edges("AI_Assistance", tools_condition)
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builder.add_edge("tools", "AI_Assistance")
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graph = builder.compile(checkpointer=memory)
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# Streamlit UI setup
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st.set_page_config(page_title="LangGraph Chatbot", layout="wide")
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st.markdown("""
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<style>
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.stChatMessage {
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padding: 12px;
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margin-bottom: 12px;
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border-radius: 12px;
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max-width: 90%;
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}
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.user {
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background-color: #dcf8c6;
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align-self: flex-end;
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}
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.bot {
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background-color: #f1f0f0;
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align-self: flex-start;
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}
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.input-box {
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display: flex;
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align-items: center;
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gap: 0.5rem;
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}
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#floating-container {
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display: flex;
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align-items: center;
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justify-content: space-between;
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padding: 0.25rem 0.75rem;
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background-color: #f9f9f9;
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border-radius: 0.75rem;
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margin-top: 1rem;
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border: 1px solid #ccc;
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}
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.floating-popup {
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margin-top: 0.5rem;
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padding: 0.5rem;
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border-radius: 0.5rem;
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border: 1px solid #ccc;
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background-color: white;
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}
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</style>
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""", unsafe_allow_html=True)
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st.title("🧠 LangGraph Chatbot (Groq + Tools)")
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# Initialize session
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if "thread_id" not in st.session_state:
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st.session_state.thread_id = "1"
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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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if "show_upload" not in st.session_state:
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st.session_state.show_upload = False
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if "selected_tools" not in st.session_state:
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st.session_state.selected_tools = ["Arxiv", "Wikipedia", "Tavily"]
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# Show chat
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for msg in st.session_state.chat_history:
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role = "user" if isinstance(msg, HumanMessage) else "bot"
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st.markdown(f"<div class='stChatMessage {role}'>{msg.content}</div>", unsafe_allow_html=True)
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# Custom Chat Input Box UI
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with st.container():
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with st.form("chat_form", clear_on_submit=True):
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st.markdown('<div id="floating-container">', unsafe_allow_html=True)
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col1, col2 = st.columns([1, 17])
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with col1:
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toggle = st.form_submit_button("➕", use_container_width=True)
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with col2:
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user_input = st.text_input("Ask me", label_visibility="collapsed",placeholder="Ask me Anything")
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st.markdown('</div>', unsafe_allow_html=True)
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# Floating Popup for Uploads and Tools
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if toggle:
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st.session_state.show_upload = not st.session_state.show_upload
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if st.session_state.show_upload:
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with st.expander("📎 Upload Files or Images", expanded=False,width=300):
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st.file_uploader("Upload:", type=["txt", "pdf", "docx"], key="text_file")
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st.file_uploader("Upload image:", type=["jpg", "jpeg", "png"], key="img_file")
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st.session_state.selected_tools = st.multiselect(
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"🛠 Select Tools:",
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["Arxiv", "Wikipedia", "Tavily"],
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default=st.session_state.selected_tools,
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width= 300
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)
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submitted = st.form_submit_button(label = "Send")
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if submitted and user_input:
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st.session_state.chat_history.append(HumanMessage(content=user_input))
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config = {"configurable": {"thread_id": st.session_state.thread_id}}
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result = graph.invoke({"messages": st.session_state.chat_history}, config=config)
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st.session_state.chat_history.append(result["messages"][-1])
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st.rerun()
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