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Update app.py
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app.py
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import
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import gradio as gr
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from lmdeploy.serve.gradio.app import *
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os.system('sh download.sh')
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tp=1)
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async def reset_local_demo(instruction_txtbox: gr.Textbox,
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state_chatbot: gr.State, request: gr.Request):
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"""reset the session.
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Args:
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instruction_txtbox (str): user's prompt
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state_chatbot (Sequence): the chatting history
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request (gr.Request): the request from a user
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"""
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state_chatbot = []
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return (
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state_chatbot,
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state_chatbot,
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gr.Textbox.update(value=''),
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)
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async def cancel_local_demo(state_chatbot: gr.State, cancel_btn: gr.Button,
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reset_btn: gr.Button, request: gr.Request):
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"""stop the session.
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Args:
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instruction_txtbox (str): user's prompt
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state_chatbot (Sequence): the chatting history
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request (gr.Request): the request from a user
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"""
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return (state_chatbot, disable_btn, disable_btn)
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async def chat_stream_demo(
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instruction: str,
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state_chatbot: Sequence,
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cancel_btn: gr.Button,
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reset_btn: gr.Button,
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request: gr.Request,
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):
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"""Chat with AI assistant.
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Args:
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instruction (str): user's prompt
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state_chatbot (Sequence): the chatting history
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request (gr.Request): the request from a user
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"""
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session_id = random.randint(0,100000)
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bot_summarized_response = ''
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state_chatbot = state_chatbot + [(instruction, None)]
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messages = []
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for item in state_chatbot:
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messages.append(dict(role='user', content=item[0]))
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if item[1] is not None:
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messages.append(dict(role='assistant', content=item[1]))
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yield (state_chatbot, state_chatbot, disable_btn, disable_btn,
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f'{bot_summarized_response}'.strip())
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async for outputs in InterFace.async_engine.generate(
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messages,
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session_id,
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stream_response=True,
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sequence_start=True,
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sequence_end=True):
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response = outputs.response
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if outputs.finish_reason == 'length':
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gr.Warning('WARNING: exceed session max length.'
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' Please restart the session by reset button.')
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if outputs.generate_token_len < 0:
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gr.Warning('WARNING: running on the old session.'
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' Please restart the session by reset button.')
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if state_chatbot[-1][-1] is None:
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state_chatbot[-1] = (state_chatbot[-1][0], response)
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else:
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state_chatbot[-1] = (state_chatbot[-1][0],
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state_chatbot[-1][1] + response
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) # piece by piece
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yield (state_chatbot, state_chatbot, disable_btn, disable_btn,
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f'{bot_summarized_response}'.strip())
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yield (state_chatbot, state_chatbot, disable_btn, disable_btn,
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f'{bot_summarized_response}'.strip())
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with gr.Blocks(css=CSS, theme=THEME) as demo:
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state_chatbot = gr.State([])
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with gr.Column(elem_id='container'):
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gr.Markdown('## LMDeploy Playground')
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chatbot = gr.Chatbot(
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elem_id='chatbot',
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label=InterFace.async_engine.
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instruction_txtbox = gr.Textbox(
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placeholder='Please input the instruction',
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label='Instruction')
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with gr.Row():
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cancel_btn = gr.Button(value='Cancel', interactive=False
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reset_btn = gr.Button(value='Reset'
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instruction_txtbox.submit(
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lambda: gr.Textbox.update(value=''),
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[],
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[instruction_txtbox],
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)
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cancel_btn.click(
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[state_chatbot, chatbot, instruction_txtbox],
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cancels=[send_event])
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from lmdeploy.serve.gradio.turbomind_coupled import *
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from lmdeploy.messages import TurbomindEngineConfig
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backend_config = TurbomindEngineConfig(max_batch_size=1, cache_max_entry_count=0.05)
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model_path = 'internlm/internlm2-chat-20b-4bits'
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InterFace.async_engine = AsyncEngine(
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model_path=model_path,
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backend='turbomind',
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backend_config=backend_config,
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tp=1)
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with gr.Blocks(css=CSS, theme=THEME) as demo:
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state_chatbot = gr.State([])
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state_session_id = gr.State(0)
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with gr.Column(elem_id='container'):
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gr.Markdown('## LMDeploy Playground')
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chatbot = gr.Chatbot(
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elem_id='chatbot',
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label=InterFace.async_engine.engine.model_name)
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instruction_txtbox = gr.Textbox(
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placeholder='Please input the instruction',
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label='Instruction')
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with gr.Row():
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cancel_btn = gr.Button(value='Cancel', interactive=False)
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reset_btn = gr.Button(value='Reset')
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with gr.Row():
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request_output_len = gr.Slider(1,
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2048,
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value=512,
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step=1,
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label='Maximum new tokens')
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top_p = gr.Slider(0.01, 1, value=0.8, step=0.01, label='Top_p')
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temperature = gr.Slider(0.01,
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1.5,
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value=0.7,
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step=0.01,
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label='Temperature')
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send_event = instruction_txtbox.submit(chat_stream_local, [
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instruction_txtbox, state_chatbot, cancel_btn, reset_btn,
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state_session_id, top_p, temperature, request_output_len
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], [state_chatbot, chatbot, cancel_btn, reset_btn])
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instruction_txtbox.submit(
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lambda: gr.Textbox.update(value=''),
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[],
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[instruction_txtbox],
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cancel_btn.click(
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cancel_local_func,
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[state_chatbot, cancel_btn, reset_btn, state_session_id],
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[state_chatbot, cancel_btn, reset_btn],
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cancels=[send_event])
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reset_btn.click(reset_local_func,
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[instruction_txtbox, state_chatbot, state_session_id],
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[state_chatbot, chatbot, instruction_txtbox],
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cancels=[send_event])
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def init():
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with InterFace.lock:
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InterFace.global_session_id += 1
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new_session_id = InterFace.global_session_id
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return new_session_id
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demo.load(init, inputs=None, outputs=[state_session_id])
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demo.queue(concurrency_count=InterFace.async_engine.instance_num,
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max_size=100).launch()
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