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import streamlit as st | |
import os | |
from langchain_huggingface import HuggingFaceEndpoint, ChatHuggingFace | |
from langchain_core.messages import HumanMessage, AIMessage, SystemMessage | |
hf = os.getenv('hf') | |
os.environ['HUGGINGFACEHUB_API_TOKEN'] = hf | |
os.environ['HF_TOKEN'] = hf | |
# --- Config --- | |
st.set_page_config(page_title="AI Mentor Chat", layout="centered") | |
st.title("🤖 AI Mentor Chat") | |
# --- Sidebar for selections --- | |
st.sidebar.title("Mentor Preferences") | |
sub = st.sidebar.text_input("Enter subject:", value="Python") | |
exp1 = ['<1', '1', '2', '3', '4', '5', '5+'] | |
exp = st.sidebar.selectbox("Select experience:", exp1) | |
# Map experience to label | |
experience_map = { | |
'<1': 'New bie mentor', | |
'1': '1', '2': '2', '3': '3', '4': '4', '5': '5', | |
'5+': 'Professional' | |
} | |
experience_label = experience_map[exp] | |
# --- Initialize Chat Model --- | |
deep_seek_skeleton = HuggingFaceEndpoint( | |
repo_id='google/gemma-2-9b-it', | |
provider='nebius', | |
temperature=0.7, | |
max_new_tokens=150, | |
task='conversational' | |
) | |
deep_seek = ChatHuggingFace( | |
llm=deep_seek_skeleton, | |
repo_id='google/gemma-2-9b-it', | |
provider='nebius', | |
temperature=0.7, | |
max_new_tokens=150, | |
task='conversational' | |
) | |
# --- Session State --- | |
PAGE_KEY = "excel_chat_history" | |
try: | |
# --- Session State --- | |
if PAGE_KEY not in st.session_state: | |
st.session_state[PAGE_KEY] = [] | |
# --- Chat Form --- | |
with st.form(key="chat_form"): | |
user_input = st.text_input("Ask your question:") | |
submit = st.form_submit_button("Send") | |
# --- Chat Logic --- | |
if submit and user_input: | |
# Add system context | |
system_prompt = f"""Act as a microsoft excel mentor with {experience_label} years of experience. Teach in a friendly, approachable manner while following these strict rules: | |
1. Only answer questions related to microsoft excel | |
2. For any non-microsoft excel query, respond with exactly: "I specialize only in microsoft excel programming. This appears to be a non-microsoft excel topic." | |
3. Never suggest you can help with non-microsoft excel topics | |
4. Keep explanations clear, practical, and beginner-friendly when appropriate | |
5. Include practical examples when explaining concepts | |
6. For advanced topics, assume the student has basic microsoft excel knowledge""" | |
# Create message list | |
messages = [SystemMessage(content=system_prompt), HumanMessage(content=user_input)] | |
# Get model response | |
result = deep_seek.invoke(messages) | |
# Append to history | |
st.session_state[PAGE_KEY].append((user_input, result.content)) | |
# --- Display Chat History --- | |
st.subheader("🗨️ Chat History") | |
for user, bot in st.session_state[PAGE_KEY]: | |
st.markdown(f"**You:** {user}") | |
st.markdown(f"**Mentor:** {bot}") | |
st.markdown("---") | |
except: | |
st.warning('The token limit has reached please revisit in 24 hours!') |