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import streamlit as st | |
from llama_cpp import Llama | |
# Load the model once per session | |
if 'llm' not in st.session_state: | |
st.session_state.llm = Llama.from_pretrained( | |
repo_id="Divyansh12/check", | |
filename="unsloth.F16.gguf", | |
verbose=True, | |
n_ctx=32768, | |
n_threads=2, | |
chat_format="chatml" | |
) | |
# Define the function to get responses from the model | |
def respond(message, history): | |
messages = [] | |
for user_message, assistant_message in history: | |
if user_message: | |
messages.append({"role": "user", "content": user_message}) | |
if assistant_message: | |
messages.append({"role": "assistant", "content": assistant_message}) | |
messages.append({"role": "user", "content": message}) | |
response = "" | |
# Stream the response from the model | |
response_stream = st.session_state.llm.create_chat_completion( | |
messages=messages, | |
stream=True, | |
max_tokens=512, # Use a default value for simplicity | |
temperature=0.7, # Use a default value for simplicity | |
top_p=0.95 # Use a default value for simplicity | |
) | |
# Collect the response chunks | |
for chunk in response_stream: | |
if len(chunk['choices'][0]["delta"]) != 0 and "content" in chunk['choices'][0]["delta"]: | |
response += chunk['choices'][0]["delta"]["content"] | |
return response # Return the full response | |
# Streamlit UI | |
st.title("Simple Chatbot") | |
st.write("### Interact with the chatbot!") | |
# User input field | |
user_message = st.text_area("Your Message:", "") | |
# Chat history | |
if 'history' not in st.session_state: | |
st.session_state.history = [] | |
# Button to send the message | |
if st.button("Send"): | |
if user_message: # Check if user has entered a message | |
# Get the response from the model | |
response = respond(user_message, st.session_state.history) | |
# Add user message and model response to history | |
st.session_state.history.append((user_message, response)) | |
# Clear the input field after sending | |
user_message = "" # Reset user_message to clear input | |
# Display the chat history | |
st.write("### Chat History") | |
for user_msg, assistant_msg in st.session_state.history: | |
st.write(f"**User:** {user_msg}") | |
st.write(f"**Assistant:** {assistant_msg}") | |