import gradio as gr from gradio import ChatMessage from utils import stream_from_transformers_agent from gradio.context import Context from gradio import Request import pickle import os from dotenv import load_dotenv from agent import get_agent load_dotenv() sessions_path = "sessions.pkl" sessions = pickle.load(open(sessions_path, "rb")) if os.path.exists(sessions_path) else {} agent = get_agent() app = None def append_example_message(x: gr.SelectData, messages): if x.value["text"] is not None: message = x.value["text"] if "files" in x.value: if isinstance(x.value["files"], list): message = "Here are the files: " for file in x.value["files"]: message += f"{file}, " else: message = x.value["files"] messages.append(ChatMessage(role="user", content=message)) return messages def add_message(message, messages): messages.append(ChatMessage(role="user", content=message)) return messages def interact_with_agent(messages, request: Request): session_hash = request.session_hash prompt = messages[-1]['content'] agent.logs = sessions.get(session_hash + "_logs", []) for msg in stream_from_transformers_agent(agent, prompt): messages.append(msg) yield messages yield messages def persist(component): def resume_session(value, request: Request): session_hash = request.session_hash print(f"Resuming session for {session_hash}") state = sessions.get(session_hash, value) agent.logs = sessions.get(session_hash + "_logs", []) return state def update_session(value, request: Request): session_hash = request.session_hash print(f"Updating persisted session state for {session_hash}") sessions[session_hash] = value sessions[session_hash + "_logs"] = agent.logs pickle.dump(sessions, open(sessions_path, "wb")) return Context.root_block.load(resume_session, inputs=[component], outputs=component) component.change(update_session, inputs=[component], outputs=[]) return component with gr.Blocks(fill_height=True) as demo: chatbot = persist(gr.Chatbot( value=[], label="SQuAD Agent", type="messages", avatar_images=( None, "https://em-content.zobj.net/source/twitter/53/robot-face_1f916.png", ), scale=1, autoscroll=True, show_copy_all_button=True, show_copy_button=True, placeholder="""