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app.py
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ChatGPT + Robotics Gradio demo.
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Author: Sai Vemprala
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For details, please check out our blog post: https://aka.ms/ChatGPT-Robotics, and our paper:
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https://www.microsoft.com/en-us/research/uploads/prod/2023/02/ChatGPT___Robotics.pdf
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In this demo, we provide a quick way to interact with ChatGPT in robotics settings using some custom prompts.
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As seen in our paper, we provide prompts for several scenarios: robot manipulation, drone navigation
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(in a simulated setting (airsim) as well as real life), and embodied AI. embodied_agent_closed_loop is an
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experimental setting where observations from a scene can be described to ChatGPT as text.
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Parts of the code were inspired by https://huggingface.co/spaces/VladislavMotkov/chatgpt_webui/
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'''
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import gradio as gr
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from revChatGPT.V1 import Chatbot
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access_token = None
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def parse_text(text):
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lines = text.split("\n")
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for i,line in enumerate(lines):
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if "```" in line:
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items = line.split(
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if items[-1]:
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lines[i] = f'<pre><code class="{items[-1]}">'
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else:
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lines[i] = f
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else:
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if i>0:
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lines[i] =
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return "".join(lines)
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access_token = info
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config = {}
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config.update({"access_token": access_token})
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global chatgpt
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chatgpt = Chatbot(config=config)
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def ask(prompt):
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message = ""
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for data in chatgpt.ask(prompt):
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message = data["message"]
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return parse_text(message)
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def query_chatgpt(inputs, history, message):
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history = history or []
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output = ask(inputs)
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history.append((inputs, output))
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return history, history,
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def initialize_prompt(prompt_type, history):
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history = history or []
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if prompt_type:
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prompt_file =
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with open(prompt_file, "r") as f:
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prompt = f.read()
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output = ask(prompt)
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history.append(("<ORIGINAL PROMPT>", output))
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return history, history
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def display_prompt(show, prompt_type):
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if not prompt_type:
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show = False
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return
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else:
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if show:
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prompt_file =
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with open(prompt_file, "r") as f:
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prompt = f.read()
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return prompt
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else:
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return
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with gr.Blocks() as demo:
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gr.Markdown("""<h3><center>ChatGPT + Robotics</center></h3>""")
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gr.Markdown(
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"This is a companion app to the work [ChatGPT for Robotics: Design Principles and Model Abilities](https://aka.ms/ChatGPT-Robotics).
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if not access_token:
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gr.Markdown("""<h4>Login to ChatGPT</h4>""")
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with gr.Row():
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login = gr.Button("Login")
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login.click(configure_chatgpt, inputs=[info])
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l=os.listdir('./prompts')
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li=[x.split('.')[0] for x in l]
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show_prompt = gr.Checkbox(label="Display prompt")
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prompt_display = gr.Textbox(interactive=False, label="Prompt")
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show_prompt.change(fn=display_prompt, inputs=[show_prompt, prompt_type], outputs=prompt_display)
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initialize = gr.Button(value="Initialize")
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gr.Markdown("""<h4>Conversation</h4>""")
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chatgpt_robot = gr.Chatbot()
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message = gr.Textbox(
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state = gr.State()
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initialize.click(fn=initialize_prompt, inputs=[prompt_type, state], outputs=[chatgpt_robot, state])
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message.submit(query_chatgpt, inputs=[message, state], outputs=[chatgpt_robot, state, message])
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demo.launch()
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"""
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ChatGPT + Robotics Gradio demo.
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Author: Sai Vemprala
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For details, please check out our blog post: https://aka.ms/ChatGPT-Robotics, and our paper:
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https://www.microsoft.com/en-us/research/uploads/prod/2023/02/ChatGPT___Robotics.pdf
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In this demo, we provide a quick way to interact with ChatGPT in robotics settings using some custom prompts.
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As seen in our paper, we provide prompts for several scenarios: robot manipulation, drone navigation
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(in a simulated setting (airsim) as well as real life), and embodied AI. embodied_agent_closed_loop is an
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experimental setting where observations from a scene can be described to ChatGPT as text.
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Parts of the code were inspired by https://huggingface.co/spaces/VladislavMotkov/chatgpt_webui/
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"""
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import gradio as gr
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from revChatGPT.V1 import Chatbot
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access_token = None
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def parse_text(text):
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lines = text.split("\n")
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for i, line in enumerate(lines):
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if "```" in line:
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items = line.split("`")
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if items[-1]:
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lines[i] = f'<pre><code class="{items[-1]}">'
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else:
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lines[i] = f"</code></pre>"
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else:
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if i > 0:
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lines[i] = "<br/>" + line.replace(" ", " ")
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return "".join(lines)
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def configure_chatgpt(info):
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access_token = info
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config = {}
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config.update({"access_token": access_token})
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global chatgpt
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chatgpt = Chatbot(config=config)
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def ask(prompt):
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message = ""
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for data in chatgpt.ask(prompt):
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message = data["message"]
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return parse_text(message)
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def query_chatgpt(inputs, history, message):
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history = history or []
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output = ask(inputs)
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history.append((inputs, output))
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return history, history, ""
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def initialize_prompt(prompt_type, history):
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history = history or []
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if prompt_type:
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prompt_file = "./prompts/" + str(prompt_type) + ".txt"
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with open(prompt_file, "r") as f:
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prompt = f.read()
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output = ask(prompt)
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history.append(("<ORIGINAL PROMPT>", output))
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return history, history
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def display_prompt(show, prompt_type):
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if not prompt_type:
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show = False
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return "Error - prompt not selected"
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else:
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if show:
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prompt_file = "./prompts/" + str(prompt_type) + ".txt"
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with open(prompt_file, "r") as f:
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prompt = f.read()
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return prompt
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else:
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return ""
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with gr.Blocks() as demo:
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gr.Markdown("""<h3><center>ChatGPT + Robotics</center></h3>""")
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gr.Markdown(
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"This is a companion app to the work [ChatGPT for Robotics: Design Principles and Model Abilities](https://aka.ms/ChatGPT-Robotics). <br>
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This space allows you to work with ChatGPT to get it to generate code for robotics tasks, such as get a robot arm to manipulate objects, or have a drone fly around in a 3D world. <br>
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See [README](https://huggingface.co/spaces/microsoft/ChatGPT-Robotics/blob/main/README.md) for detailed instructions."
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)
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if not access_token:
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gr.Markdown("""<h4>Login to ChatGPT</h4>""")
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with gr.Row():
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login = gr.Button("Login")
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login.click(configure_chatgpt, inputs=[info])
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l = os.listdir("./prompts")
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li = [x.split(".")[0] for x in l]
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gr.Markdown("""<h4>Initial Prompt for ChatGPT</h4>""")
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prompt_type = gr.components.Dropdown(
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li,
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label="Select sample prompt",
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value=None,
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info="Choose a prompt based on the robot/scenario you're interested in (e.g. pick airsim or real_drone to start a drone scenario)",
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)
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show_prompt = gr.Checkbox(label="Display prompt")
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prompt_display = gr.Textbox(interactive=False, label="Prompt")
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show_prompt.change(fn=display_prompt, inputs=[show_prompt, prompt_type], outputs=prompt_display)
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initialize = gr.Button(value="Initialize")
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gr.Markdown("""<h4>Conversation</h4>""")
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chatgpt_robot = gr.Chatbot()
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message = gr.Textbox(
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placeholder="Enter query",
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label="",
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info='Talk to ChatGPT and ask it to help with specific tasks! For example, "take off and reach an altitude of five meters"',
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)
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state = gr.State()
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initialize.click(fn=initialize_prompt, inputs=[prompt_type, state], outputs=[chatgpt_robot, state])
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message.submit(query_chatgpt, inputs=[message, state], outputs=[chatgpt_robot, state, message])
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demo.launch()
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