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| import torch | |
| from transformers import AutoModelForCausalLM, AutoTokenizer | |
| import streamlit as st | |
| import airllm | |
| # Load GEMMA 2B model and tokenizer | |
| tokenizer = AutoTokenizer.from_pretrained("google/gemma-2-27b") | |
| model = AutoModelForCausalLM.from_pretrained( | |
| "google/gemma-2-27b", | |
| device_map="auto", | |
| torch_dtype=torch.bfloat16 | |
| ) | |
| # Load the base version of the model | |
| #model = AutoModelForCausalLM.from_pretrained(model_name) | |
| # Initialize AirLLM | |
| air_llm = airllm.AirLLM(model, tokenizer) | |
| # Streamlit app configuration | |
| st.set_page_config( | |
| page_title="Chatbot with GEMMA 2B and AirLLM", | |
| page_icon="π€", | |
| layout="wide", | |
| initial_sidebar_state="expanded", | |
| ) | |
| # App title | |
| st.title("Conversational Chatbot with GEMMA 2B and AirLLM") | |
| # Sidebar configuration | |
| st.sidebar.header("Chatbot Configuration") | |
| theme = st.sidebar.selectbox("Choose a theme", ["Default", "Dark", "Light"]) | |
| # Set theme based on user selection | |
| if theme == "Dark": | |
| st.markdown( | |
| """ | |
| <style> | |
| .reportview-container { | |
| background: #2E2E2E; | |
| color: #FFFFFF; | |
| } | |
| .sidebar .sidebar-content { | |
| background: #333333; | |
| } | |
| </style> | |
| """, | |
| unsafe_allow_html=True | |
| ) | |
| elif theme == "Light": | |
| st.markdown( | |
| """ | |
| <style> | |
| .reportview-container { | |
| background: #FFFFFF; | |
| color: #000000; | |
| } | |
| .sidebar .sidebar-content { | |
| background: #F5F5F5; | |
| } | |
| </style> | |
| """, | |
| unsafe_allow_html=True | |
| ) | |
| # Chat input and output | |
| user_input = st.text_input("You: ", "") | |
| if st.button("Send"): | |
| if user_input: | |
| # Generate response using AirLLM | |
| response = air_llm.generate_response(user_input) | |
| st.text_area("Bot:", value=response, height=200, max_chars=None) | |
| else: | |
| st.warning("Please enter a message.") | |
| # Footer | |
| st.sidebar.markdown( | |
| """ | |
| ### About | |
| This is a conversational chatbot built using the base version of the GEMMA 2B model and AirLLM. | |
| """ | |
| ) | |