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import threading | |
import gradio as gr | |
from qa_engine import logger, Config, QAEngine | |
from discord_bot import DiscordClient | |
config = Config() | |
qa_engine = QAEngine( | |
llm_model_id=config.question_answering_model_id, | |
embedding_model_id=config.embedding_model_id, | |
index_repo_id=config.index_repo_id, | |
prompt_template=config.prompt_template, | |
use_docs_for_context=config.use_docs_for_context, | |
add_sources_to_response=config.add_sources_to_response, | |
use_messages_for_context=config.use_messages_in_context, | |
debug=config.debug | |
) | |
def gradio_interface(): | |
with gr.Blocks() as demo: | |
chatbot = gr.Chatbot() | |
msg = gr.Textbox() | |
clear = gr.ClearButton([msg, chatbot]) | |
def respond(message, chat_history): | |
context = ''.join(f'User: {msg} \nBot:{bot_msg}\n' for msg, bot_msg in chat_history) | |
logger.info(f'Context: {context}') | |
response = qa_engine.get_response(message, context) | |
bot_message = response.get_answer() + response.get_sources_as_text() + '\n' | |
chat_history.append((message, bot_message)) | |
return '', chat_history | |
msg.submit(respond, [msg, chatbot], [msg, chatbot]) | |
demo.launch(share=True) | |
def discord_bot_inference_thread(): | |
client = DiscordClient( | |
qa_engine=qa_engine, | |
channel_ids=config.discord_channel_ids, | |
num_last_messages=config.num_last_messages, | |
use_names_in_context=config.use_names_in_context, | |
enable_commands=config.enable_commands, | |
debug=config.debug | |
) | |
client.run(config.discord_token) | |
def discord_bot(): | |
thread = threading.Thread(target=discord_bot_inference_thread) | |
thread.start() | |
with gr.Blocks() as demo: | |
gr.Markdown(f'Discord bot is running.') | |
demo.queue(concurrency_count=100) | |
demo.queue(max_size=100) | |
demo.launch() | |
if __name__ == '__main__': | |
if config.app_mode == 'gradio': | |
gradio_interface() | |
elif config.app_mode == 'discord': | |
discord_bot() | |
else: | |
raise ValueError( | |
f'Invalid app mode: {config.app_mode}, ', | |
f'set APP_MODE to "gradio" or "discord"' | |
) | |