Spaces:
Runtime error
Runtime error
support streaming output
Browse files
app.py
CHANGED
@@ -134,29 +134,33 @@ def create_component(params, comp='Slider'):
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@spaces.GPU(duration=120)
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def chat(img, msgs, ctx, params=None, vision_hidden_states=None):
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default_params = {"num_beams":3, "repetition_penalty": 1.2, "max_new_tokens": 1024}
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if params is None:
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params = default_params
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if img is None:
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def upload_img(image, _chatbot, _app_session):
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@@ -169,46 +173,51 @@ def upload_img(image, _chatbot, _app_session):
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return _chatbot, _app_session
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def respond(
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if _app_cfg.get('ctx', None) is None:
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_chat_bot
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_context = _app_cfg['ctx'].copy()
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if _context:
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_context.append({"role": "user", "content": _question})
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else:
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_context = [
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if params_form == 'Beam Search':
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params = {
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'sampling': False,
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'num_beams': num_beams,
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'repetition_penalty': repetition_penalty,
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"max_new_tokens": 896
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}
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else:
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params = {
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'sampling': True,
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'top_p': top_p,
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'top_k': top_k,
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'temperature': temperature,
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'repetition_penalty': repetition_penalty_2,
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"max_new_tokens": 896
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}
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code, _answer, _, sts = chat(_app_cfg['img'], _context, None, params)
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print('<Assistant>:', _answer)
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_chat_bot.append((_question,
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if code == 0:
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_app_cfg['ctx']=_context
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_app_cfg['sts']=sts
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return '', _chat_bot, _app_cfg
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def regenerate_button_clicked(_question, _chat_bot, _app_cfg
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if len(_chat_bot) <= 1:
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_chat_bot.append(('Regenerate', 'No question for regeneration.'))
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return '', _chat_bot, _app_cfg
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@@ -218,9 +227,18 @@ def regenerate_button_clicked(_question, _chat_bot, _app_cfg, params_form, num_b
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_question = _chat_bot[-1][0]
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_chat_bot = _chat_bot[:-1]
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_app_cfg['ctx'] = _app_cfg['ctx'][:-2]
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return
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with gr.Blocks() as demo:
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with gr.Row():
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@@ -235,25 +253,43 @@ with gr.Blocks() as demo:
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temperature = create_component(temperature_slider)
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repetition_penalty_2 = create_component(repetition_penalty_slider2)
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regenerate = create_component({'value': 'Regenerate'}, comp='Button')
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with gr.Column(scale=3, min_width=500):
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app_session = gr.State({'sts':None,'ctx':None,'img':None})
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bt_pic = gr.Image(label="Upload an image to start")
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chat_bot = gr.Chatbot(label=f"Chat with {model_name}")
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txt_message = gr.Textbox(label="Input text")
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[txt_message, chat_bot, app_session,
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[txt_message, chat_bot, app_session]
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)
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txt_message.submit(
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[txt_message, chat_bot, app_session, params_form, num_beams, repetition_penalty, repetition_penalty_2, top_p, top_k, temperature],
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[txt_message, chat_bot, app_session]
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)
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bt_pic.upload(lambda: None, None, chat_bot, queue=False).then(upload_img, inputs=[bt_pic,chat_bot,app_session], outputs=[chat_bot,app_session])
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# launch
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#demo.launch(share=False, debug=True, show_api=False, server_port=8080, server_name="0.0.0.0")
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demo.launch()
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@spaces.GPU(duration=120)
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def chat(img, msgs, ctx, params=None, vision_hidden_states=None):
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default_params = {"stream": False, "sampling": False, "num_beams":3, "repetition_penalty": 1.2, "max_new_tokens": 1024}
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if params is None:
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params = default_params
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if img is None:
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yield "Error, invalid image, please upload a new image"
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else:
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try:
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image = img.convert('RGB')
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answer = model.chat(
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image=image,
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msgs=msgs,
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tokenizer=tokenizer,
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**params
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)
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# if params['stream'] is False:
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# res = re.sub(r'(<box>.*</box>)', '', answer)
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# res = res.replace('<ref>', '')
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# res = res.replace('</ref>', '')
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# res = res.replace('<box>', '')
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# answer = res.replace('</box>', '')
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# else:
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for char in answer:
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yield char
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except Exception as err:
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print(err)
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traceback.print_exc()
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yield ERROR_MSG
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def upload_img(image, _chatbot, _app_session):
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return _chatbot, _app_session
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def respond(_chat_bot, _app_cfg, params_form, num_beams, repetition_penalty, repetition_penalty_2, top_p, top_k, temperature):
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_question = _chat_bot[-1][0]
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print('<Question>:', _question)
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if _app_cfg.get('ctx', None) is None:
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_chat_bot[-1][1] = 'Please upload an image to start'
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yield (_chat_bot, _app_cfg)
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else:
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_context = _app_cfg['ctx'].copy()
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if _context:
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_context.append({"role": "user", "content": _question})
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else:
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_context = [{"role": "user", "content": _question}]
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if params_form == 'Beam Search':
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params = {
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'sampling': False,
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'stream': False,
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'num_beams': num_beams,
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'repetition_penalty': repetition_penalty,
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"max_new_tokens": 896
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}
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else:
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params = {
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'sampling': True,
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'stream': True,
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'top_p': top_p,
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'top_k': top_k,
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'temperature': temperature,
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'repetition_penalty': repetition_penalty_2,
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"max_new_tokens": 896
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}
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gen = chat(_app_cfg['img'], _context, None, params)
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_chat_bot[-1][1] = ""
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for _char in gen:
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_chat_bot[-1][1] += _char
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_context[-1]["content"] += _char
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yield (_chat_bot, _app_cfg)
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def request(_question, _chat_bot, _app_cfg):
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_chat_bot.append((_question, None))
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return '', _chat_bot, _app_cfg
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def regenerate_button_clicked(_question, _chat_bot, _app_cfg):
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if len(_chat_bot) <= 1:
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_chat_bot.append(('Regenerate', 'No question for regeneration.'))
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return '', _chat_bot, _app_cfg
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_question = _chat_bot[-1][0]
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_chat_bot = _chat_bot[:-1]
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_app_cfg['ctx'] = _app_cfg['ctx'][:-2]
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return request(_question, _chat_bot, _app_cfg)
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# return respond(_chat_bot, _app_cfg, params_form, num_beams, repetition_penalty, repetition_penalty_2, top_p, top_k, temperature)
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def clear_button_clicked(_question, _chat_bot, _app_cfg, _bt_pic):
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_chat_bot.clear()
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_app_cfg['sts'] = None
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_app_cfg['ctx'] = None
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_app_cfg['img'] = None
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_bt_pic = None
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return '', _chat_bot, _app_cfg, _bt_pic
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with gr.Blocks() as demo:
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with gr.Row():
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temperature = create_component(temperature_slider)
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repetition_penalty_2 = create_component(repetition_penalty_slider2)
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regenerate = create_component({'value': 'Regenerate'}, comp='Button')
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clear = create_component({'value': 'Clear'}, comp='Button')
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with gr.Column(scale=3, min_width=500):
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app_session = gr.State({'sts':None,'ctx':None,'img':None})
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bt_pic = gr.Image(label="Upload an image to start")
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chat_bot = gr.Chatbot(label=f"Chat with {model_name}")
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txt_message = gr.Textbox(label="Input text")
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clear.click(
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clear_button_clicked,
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[txt_message, chat_bot, app_session, bt_pic],
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[txt_message, chat_bot, app_session, bt_pic],
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queue=False
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)
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txt_message.submit(
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request,
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#[txt_message, chat_bot, app_session, params_form, num_beams, repetition_penalty, repetition_penalty_2, top_p, top_k, temperature],
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[txt_message, chat_bot, app_session],
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[txt_message, chat_bot, app_session],
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queue=False
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).then(
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respond,
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[chat_bot, app_session, params_form, num_beams, repetition_penalty, repetition_penalty_2, top_p, top_k, temperature],
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[chat_bot, app_session]
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)
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regenerate.click(
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regenerate_button_clicked,
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[txt_message, chat_bot, app_session],
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[txt_message, chat_bot, app_session],
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queue=False
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).then(
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respond,
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[chat_bot, app_session, params_form, num_beams, repetition_penalty, repetition_penalty_2, top_p, top_k, temperature],
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[chat_bot, app_session]
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)
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bt_pic.upload(lambda: None, None, chat_bot, queue=False).then(upload_img, inputs=[bt_pic,chat_bot,app_session], outputs=[chat_bot,app_session])
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# launch
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#demo.launch(share=False, debug=True, show_api=False, server_port=8080, server_name="0.0.0.0")
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demo.queue()
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demo.launch()
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