import json import os from pathlib import Path import add_qwen_libs # NOQA import gradio as gr import jsonlines from schema import GlobalConfig from qwen_agent.actions import RetrievalQA from qwen_agent.llm import get_chat_model from qwen_agent.log import logger from qwen_agent.memory import Memory # Read config with open(Path(__file__).resolve().parent / 'server_config.json', 'r') as f: server_config = json.load(f) server_config = GlobalConfig(**server_config) llm = get_chat_model(model=server_config.server.llm, api_key=server_config.server.api_key, model_server=server_config.server.model_server) mem = Memory(llm=llm, stream=False) cache_file = os.path.join(server_config.path.cache_root, 'browse.jsonl') cache_file_popup_url = os.path.join(server_config.path.cache_root, 'popup_url.jsonl') PAGE_URL = {} with open(Path(__file__).resolve().parent / 'css/main.css', 'r') as f: css = f.read() with open(Path(__file__).resolve().parent / 'js/main.js', 'r') as f: js = f.read() def add_text(history, text): history = history + [(text, None)] return history, gr.update(value='', interactive=False) def rm_text(history): if not history: gr.Warning('No input content!') elif not history[-1][1]: return history, gr.update(value='', interactive=False) else: history = history[:-1] + [(history[-1][0], None)] return history, gr.update(value='', interactive=False) def add_file(history, file): history = history + [((file.name,), None)] return history def set_page_url(access_token): lines = {access_token: []} assert os.path.exists(cache_file_popup_url) for line in jsonlines.open(cache_file_popup_url): _access_token = line['access_token'] if _access_token not in lines: lines[_access_token] = [] lines[_access_token].append(line) if access_token not in PAGE_URL: PAGE_URL[access_token] = [] PAGE_URL[access_token].append(lines[access_token][-1]['url']) logger.info('The current access page is: ' + PAGE_URL[access_token][-1]) def initialize(request: gr.Request): access_token = request.session["access_token"] or request.query_params["access_token"] set_page_url(access_token) return access_token def bot(history, access_token): set_page_url(access_token) if not history: yield history else: now_page = None _ref = '' if not os.path.exists(cache_file): gr.Info("Please add this page to LLMBB's Reading List first!") else: for line in jsonlines.open(cache_file): if line["access_token"] == access_token and line['url'] == PAGE_URL[access_token][-1]: now_page = line if not now_page: gr.Info( "This page has not yet been added to the LLMBB's reading list!" ) elif not now_page['raw']: gr.Info('Please reopen later, LLMBB is analyzing this page...') else: _ref_list = mem.get( history[-1][0], [now_page], max_token=server_config.server.max_ref_token) if _ref_list: _ref = '\n'.join( json.dumps(x, ensure_ascii=False) for x in _ref_list) else: _ref = '' # TODO: considering history for retrieval qa agent = RetrievalQA(stream=True, llm=llm) history[-1][1] = '' response = agent.run(user_request=history[-1][0], ref_doc=_ref) for chunk in response: if chunk is not None: history[-1][1] += chunk yield history # save history if now_page: now_page['session'] = history lines = [] for line in jsonlines.open(cache_file): if line["access_token"] == access_token and line['url'] != PAGE_URL[access_token][-1]: lines.append(line) lines.append(now_page) with jsonlines.open(cache_file, mode='w') as writer: for new_line in lines: writer.write(new_line) def load_history_session(history, access_token): now_page = None if not os.path.exists(cache_file): gr.Info("Please add this page to LLMBB's Reading List first!") return [] for line in jsonlines.open(cache_file): if line["access_token"] == access_token and line['url'] == PAGE_URL[access_token][-1]: now_page = line if not now_page: gr.Info("Please add this page to LLMBB's Reading List first!") return [] if not now_page['raw']: gr.Info('Please wait, LLMBB is analyzing this page...') return [] return now_page['session'] def clear_session(access_token): if not os.path.exists(cache_file): return None now_page = None lines = [] for line in jsonlines.open(cache_file): if line["access_token"] == access_token and line['url'] == PAGE_URL[access_token][-1]: now_page = line else: lines.append(line) if not now_page: return None now_page['session'] = [] lines.append(now_page) with jsonlines.open(cache_file, mode='w') as writer: for new_line in lines: writer.write(new_line) return None with gr.Blocks(css=css, theme='soft') as demo: access_token = gr.State("") chatbot = gr.Chatbot([], elem_id='chatbot', height=480, avatar_images=(None, (os.path.join( Path(__file__).resolve().parent, 'img/logo.png')))) with gr.Row(): with gr.Column(scale=7): txt = gr.Textbox(show_label=False, placeholder='Chat with LLMBB...', container=False) # with gr.Column(scale=0.06, min_width=0): # smt_bt = gr.Button('โŽ') with gr.Column(scale=1, min_width=0): clr_bt = gr.Button('๐Ÿงน', elem_classes='bt_small_font') with gr.Column(scale=1, min_width=0): stop_bt = gr.Button('๐Ÿšซ', elem_classes='bt_small_font') with gr.Column(scale=1, min_width=0): re_bt = gr.Button('๐Ÿ”', elem_classes='bt_small_font') txt_msg = txt.submit(add_text, [chatbot, txt], [chatbot, txt], queue=False).then(bot, [chatbot, access_token], chatbot) txt_msg.then(lambda: gr.update(interactive=True), None, [txt], queue=False) # txt_msg_bt = smt_bt.click(add_text, [chatbot, txt], [chatbot, txt], # queue=False).then(bot, chatbot, chatbot) # txt_msg_bt.then(lambda: gr.update(interactive=True), # None, [txt], # queue=False) clr_bt.click(clear_session, [access_token], chatbot, queue=False) re_txt_msg = re_bt.click(rm_text, [chatbot], [chatbot, txt], queue=False).then(bot, [chatbot, access_token], chatbot) re_txt_msg.then(lambda: gr.update(interactive=True), None, [txt], queue=False) stop_bt.click(None, None, None, cancels=[txt_msg, re_txt_msg], queue=False) demo.load(initialize, [], [access_token]).then(load_history_session, [chatbot, access_token], chatbot) demo.queue() # demo.queue().launch(server_name=server_config.server.server_host, server_port=server_config.server.app_in_browser_port)