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import streamlit as st |
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from pathlib import Path |
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from langchain.agents import create_sql_agent |
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from langchain.sql_database import SQLDatabase |
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from langchain.agents.agent_types import AgentType |
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from langchain.callbacks import StreamlitCallbackHandler |
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from langchain_community.agent_toolkits.sql.toolkit import SQLDatabaseToolkit |
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from sqlalchemy import create_engine |
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import sqlite3 |
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from langchain_groq import ChatGroq |
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st.set_page_config(page_title="LangChain: Chat with SQL DB", page_icon="π¦") |
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st.title("π¦ LangChain: Chat with SQL DB") |
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LOCALDB = "USE_LOCALDB" |
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MYSQL = "USE_MYSQL" |
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radio_opt = ["Use SQLLite 3 Database- STUDENT.db", "Connect to you MySQL Database"] |
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selected_opt = st.sidebar.radio(label="Choose the DB which you want to chat", options=radio_opt) |
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if radio_opt.index(selected_opt) == 1: |
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db_uri = MYSQL |
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mysql_host = st.sidebar.text_input("Provide MySQL Host") |
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mysql_user = st.sidebar.text_input("MYSQL User") |
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mysql_password = st.sidebar.text_input("MYSQL password (leave blank if no password)", type="password") |
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mysql_db = st.sidebar.text_input("MySQL database") |
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else: |
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db_uri = LOCALDB |
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api_key = st.sidebar.text_input(label="GROQ API Key", type="password") |
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if not api_key: |
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st.info("Please add the Groq API key to continue") |
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st.stop() |
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if db_uri == MYSQL and not all([mysql_host, mysql_user, mysql_db]): |
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st.info("Please enter all required MySQL database information") |
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st.stop() |
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llm = ChatGroq(groq_api_key=api_key, model_name="llama-3.1-8b-instant", streaming=True) |
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@st.cache_resource(ttl="2h") |
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def configure_db(db_uri, mysql_host=None, mysql_user=None, mysql_password=None, mysql_db=None): |
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if db_uri == LOCALDB: |
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dbfilepath = (Path(__file__).parent/"STUDENT.db").absolute() |
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print(dbfilepath) |
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creator = lambda: sqlite3.connect(f"file:{dbfilepath}?mode=ro", uri=True) |
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return SQLDatabase(create_engine("sqlite:///", creator=creator)) |
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elif db_uri == MYSQL: |
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if not (mysql_host and mysql_user and mysql_db): |
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st.error("Please provide MySQL host, user, and database name.") |
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st.stop() |
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if mysql_password: |
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connection_string = f"mysql+mysqlconnector://{mysql_user}:{mysql_password}@{mysql_host}/{mysql_db}" |
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else: |
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connection_string = f"mysql+mysqlconnector://{mysql_user}@{mysql_host}/{mysql_db}" |
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return SQLDatabase(create_engine(connection_string)) |
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try: |
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if db_uri == MYSQL: |
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db = configure_db(db_uri, mysql_host, mysql_user, mysql_password, mysql_db) |
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else: |
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db = configure_db(db_uri) |
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except Exception as e: |
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st.error(f"Error connecting to database: {str(e)}") |
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st.stop() |
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toolkit = SQLDatabaseToolkit(db=db, llm=llm) |
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agent = create_sql_agent( |
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llm=llm, |
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toolkit=toolkit, |
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verbose=True, |
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agent_type=AgentType.ZERO_SHOT_REACT_DESCRIPTION |
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) |
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if "messages" not in st.session_state or st.sidebar.button("Clear message history"): |
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st.session_state["messages"] = [{"role": "assistant", "content": "How can I help you?"}] |
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for msg in st.session_state.messages: |
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st.chat_message(msg["role"]).write(msg["content"]) |
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user_query = st.chat_input(placeholder="Ask anything from the database") |
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if user_query: |
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st.session_state.messages.append({"role": "user", "content": user_query}) |
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st.chat_message("user").write(user_query) |
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with st.chat_message("assistant"): |
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try: |
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streamlit_callback = StreamlitCallbackHandler(st.container()) |
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response = agent.run(user_query, callbacks=[streamlit_callback]) |
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st.session_state.messages.append({"role": "assistant", "content": response}) |
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st.write(response) |
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except Exception as e: |
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error_message = f"An error occurred: {str(e)}" |
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st.error(error_message) |
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st.session_state.messages.append({"role": "assistant", "content": error_message}) |