#!/bin/env python3 import os import tempfile import streamlit as st from streamlit_chat import message from rag import ChatPDF st.set_page_config(page_title="ChatPDF") def display_messages(): st.subheader("Chat") for i, (msg, is_user) in enumerate(st.session_state["messages"]): message(msg, is_user=is_user, key=str(i)) st.session_state["thinking_spinner"] = st.empty() def process_input(): if st.session_state["user_input"] and len(st.session_state["user_input"].strip()) > 0: user_text = st.session_state["user_input"].strip() with st.session_state["thinking_spinner"], st.spinner(f"Thinking"): agent_text = st.session_state["assistant"].ask(user_text) agent_text = agent_text.split("Answer: [/INST]")[1].strip() st.session_state["messages"].append((user_text, True)) st.session_state["messages"].append((agent_text, False)) def read_and_save_file(): st.session_state["assistant"].clear() st.session_state["messages"] = [] st.session_state["user_input"] = "" for file in st.session_state["file_uploader"]: with tempfile.NamedTemporaryFile(delete=False) as tf: tf.write(file.getbuffer()) file_path = tf.name with st.session_state["ingestion_spinner"], st.spinner(f"Ingesting {file.name}"): st.session_state["assistant"].ingest(file_path) os.remove(file_path) def page(): if len(st.session_state) == 0: st.session_state["messages"] = [] st.session_state["assistant"] = ChatPDF() st.header("ChatPDF") st.subheader("Upload a document") st.file_uploader( "Upload document", type=["pdf"], key="file_uploader", on_change=read_and_save_file, label_visibility="collapsed", accept_multiple_files=True, ) st.session_state["ingestion_spinner"] = st.empty() display_messages() st.text_input("Message", key="user_input", on_change=process_input) if __name__ == "__main__": page()