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""" Demonstrates how to use the `ChatInterface` to create a chatbot using OpenAI's with async/await. """ import panel as pn from openai import AsyncOpenAI pn.extension() def custom_serializer(widget): if isinstance(widget, str): return widget elif hasattr(widget, "objects"): return widget.objects[0].object elif hasattr(widget, "object"): return widget.object elif hasattr(widget, "value"): return widget.value return widget async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): def _send(click, suggestion): instance.widgets[0].value = suggestion messages = instance.serialize(custom_serializer=custom_serializer) response = await aclient.chat.completions.create( model="gpt-3.5-turbo", messages=messages, stream=True, ) parts = "" async for chunk in response: part = chunk.choices[0].delta.content if part: parts += part yield parts suggestion_buttons = [] for _ in range(2): suggestion = await aclient.chat.completions.create( model="gpt-3.5-turbo", temperature=1.25, messages=[ *messages[-2:], { "role": "user", "content": "Output a follow up question to continue the conversation.", }, ], ) suggestion_button = pn.widgets.Button( name=suggestion.choices[0].message.content, styles={"color": "darkgrey"} ) pn.bind( _send, suggestion_button, suggestion.choices[0].message.content, watch=True ) suggestion_buttons.append(suggestion_button) yield pn.Column(parts, pn.layout.Divider(), pn.Row(*suggestion_buttons)) aclient = AsyncOpenAI() chat_interface = pn.chat.ChatInterface(callback=callback, callback_user="ChatGPT") chat_interface.send( "Send a message to get a reply from ChatGPT!", user="Help", respond=False ) chat_interface.servable()
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