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Create 6_SQL.py
Browse files- pages/6_SQL.py +121 -0
pages/6_SQL.py
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import streamlit as st
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import os
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from langchain_huggingface import HuggingFaceEndpoint, ChatHuggingFace
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from langchain_core.messages import HumanMessage, SystemMessage
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# --- Load Environment Token ---
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hf = os.getenv('Data_science')
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os.environ['HUGGINGFACEHUB_API_TOKEN'] = hf
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os.environ['HF_TOKEN'] = hf
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# --- Streamlit Page Configuration ---
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st.set_page_config(page_title="ποΈ SQL Mentor Chat", page_icon="ποΈ", layout="centered")
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# --- Custom CSS Styling ---
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st.markdown("""
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<style>
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.main {
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background: linear-gradient(135deg, #430089 0%, #82ffa1 100%);
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padding: 2rem;
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font-family: 'Segoe UI', sans-serif;
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}
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h1, h2, h3, h4, h5, h6, p, label, .css-10trblm, .css-q8sbsg {
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color: #ffffff !important;
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text-align: center;
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}
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.stTextInput > div > div > input {
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background-color: rgba(255, 255, 255, 0.1);
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color: white;
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border: 1px solid rgba(255, 255, 255, 0.5);
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border-radius: 8px;
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padding: 0.6em;
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}
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.stTextInput > div > div > input::placeholder {
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color: rgba(255, 255, 255, 0.6);
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}
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.stButton>button {
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background: rgba(255, 255, 255, 0.15);
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border: 2px solid rgba(255, 255, 255, 0.4);
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color: white;
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font-size: 18px;
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font-weight: bold;
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padding: 0.8em 1.2em;
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border-radius: 12px;
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width: 100%;
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transition: all 0.3s ease;
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box-shadow: 0 4px 12px rgba(0, 0, 0, 0.25);
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}
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.stButton>button:hover {
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background: rgba(255, 255, 255, 0.3);
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border-color: white;
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color: white;
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}
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.stSidebar > div:first-child {
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background: #2c3e50;
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padding: 1rem;
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border-radius: 0 15px 15px 0;
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}
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.stSidebar h1, .stSidebar h2, .stSidebar h3, .stSidebar label, .stSidebar p {
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color: white !important;
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}
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hr {
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border: 1px solid rgba(255, 255, 255, 0.3);
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margin: 2em 0;
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}
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</style>
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""", unsafe_allow_html=True)
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# --- Title ---
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st.title("ποΈ SQL Mentor Chat")
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st.markdown("### π¬ Ask your SQL queries below. Learn by doing!")
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# --- Sidebar for Experience ---
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st.sidebar.title("π Mentor Preferences")
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exp = st.sidebar.selectbox("π Select your experience level:", ["Beginner", "Intermediate", "Expert"])
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# --- Model Initialization ---
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sql_model_skeleton = HuggingFaceEndpoint(
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repo_id='HuggingFaceH4/zephyr-7b-beta',
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provider='hf-inference',
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temperature=0.7,
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max_new_tokens=110,
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task='conversational'
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)
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sql_mentor = ChatHuggingFace(
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llm=sql_model_skeleton,
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repo_id='HuggingFaceH4/zephyr-7b-beta',
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provider='hf-inference',
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temperature=0.7,
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max_new_tokens=110,
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task='conversational'
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)
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# --- Session History Key ---
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PAGE_KEY = "chat_history_sql"
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if PAGE_KEY not in st.session_state:
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st.session_state[PAGE_KEY] = []
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# --- Chat Form ---
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with st.form(key="chat_form"):
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user_input = st.text_input("π Ask your SQL question:", placeholder="e.g. What does GROUP BY do in SQL?")
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submit = st.form_submit_button("π€ Send")
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# --- Process Query ---
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if submit and user_input:
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system_prompt = (
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f"Act as a SQL mentor with {exp.lower()} expertise. "
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f"Respond in a clear and friendly tone. "
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f"Only answer SQL-related questions and keep responses under 150 words. "
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f"If a question is outside SQL, politely say it's out of scope."
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)
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messages = [SystemMessage(content=system_prompt), HumanMessage(content=user_input)]
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result = sql_mentor.invoke(messages)
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st.session_state[PAGE_KEY].append((user_input, result.content))
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# --- Display Chat History ---
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st.subheader("π Chat History")
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for user, bot in st.session_state[PAGE_KEY]:
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st.markdown(f"**π You:** {user}")
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st.markdown(f"**π§ Mentor:** {bot}")
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st.markdown("---")
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