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Commit ·
c85385e
1
Parent(s): d4a2e62
Implemented facility chat
Browse files- app.py +115 -50
- requirements.txt +2 -1
app.py
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import gradio as gr
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from huggingface_hub import InferenceClient
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import os
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"""
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For more information on `huggingface_hub` Inference API support, please check the docs: https://huggingface.co/docs/huggingface_hub/v0.22.2/en/guides/inference
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"""
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client = InferenceClient("HuggingFaceH4/zephyr-7b-beta")
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def respond(
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message,
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history: list[tuple[str, str]],
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system_message,
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max_tokens,
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temperature,
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top_p,
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):
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messages = [{"role": "system", "content": system_message}]
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messages.append({"role": "user", "content": val[0]})
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if val[1]:
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messages.append({"role": "assistant", "content": val[1]})
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"""
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For information on how to customize the ChatInterface, peruse the gradio docs: https://www.gradio.app/docs/chatinterface
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"""
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secrets = os.environ['openAIToken']
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demo = gr.ChatInterface(
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respond,
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additional_inputs=[
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gr.Textbox(value=secrets, label="System message"),
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gr.Slider(minimum=1, maximum=2048, value=512, step=1, label="Max new tokens"),
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gr.Slider(minimum=0.1, maximum=4.0, value=0.7, step=0.1, label="Temperature"),
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gr.Slider(
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minimum=0.1,
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maximum=1.0,
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value=0.95,
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step=0.05,
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label="Top-p (nucleus sampling)",
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),
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],
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)
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if __name__ == "__main__":
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from openai import OpenAI
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import gradio as gr
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import os
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client = OpenAI(api_key=os.environ['openAIToken'])
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assistantId = os.environ['assistantId']
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def createThread():
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return client.beta.threads.create()
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def addMessage(text, threadId):
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return client.beta.threads.messages.create(
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thread_id=threadId,
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role="user",
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content=text
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)
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list_of_suggestions = []
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latest_suggestions = ""
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def handle_suggestions(string_of_suggestions):
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local_message = None
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parts = string_of_suggestions.split('#s#')
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list_of_suggestions = [x.strip('"') for x in parts[0].strip('][').split('", ') if x.strip('"')]
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print(list_of_suggestions)
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if len(parts) > 1:
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local_message = parts[1]
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return list_of_suggestions, local_message
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def create_suggestions_list(suggestions):
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update_show = [gr.update(visible=True, value=w) for w in suggestions]
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update_hide = [gr.update(visible=False, value="") for _ in range(6-len(suggestions))]
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return update_show + update_hide
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btn_list = []
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list_of_suggestions = ""
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CSS ="""
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.contain { display: flex; flex-direction: column; }
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.gradio-container { height: 100vh !important; }
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#chatbot { flex-grow: 1; overflow: auto;}
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"""
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with gr.Blocks(css=CSS, fill_height=True) as demo:
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streaming_thread = createThread()
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chatbot = gr.Chatbot(label="Facility managment bot", elem_id="chatbot") #just to fit the notebook
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with gr.Row():
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for i in range(6):
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btn = gr.Button(visible=False)
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btn_list.append(btn)
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msg = gr.Textbox(label="Answer")
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with gr.Row():
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clear_btn = gr.ClearButton(chatbot)
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btn = gr.Button("Submit")
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def user(user_message, history):
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return "", history + [[user_message, None]]
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def respond(chat_history):
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print("Responding")
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global btn_list
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message = chat_history[-1][0]
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threadId = streaming_thread.id
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chat_history[-1][1] = ""
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addMessage(message, threadId)
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global list_of_suggestions
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list_of_suggestions = []
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string_of_suggestions = ""
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is_loading_suggestions = False
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is_it_first_response = True
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with client.beta.threads.runs.stream(
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thread_id=threadId,
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assistant_id=assistantId,
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) as stream:
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for text in stream.text_deltas:
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print(text, end="")
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local_message = None
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if "[" in text and is_it_first_response:
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is_loading_suggestions = True
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is_it_first_response = False
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if is_loading_suggestions != True:
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local_message = text
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else:
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string_of_suggestions = string_of_suggestions + text
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if "#s#" in string_of_suggestions:
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is_loading_suggestions = False
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list_of_suggestions, local_message = handle_suggestions(string_of_suggestions)
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if local_message is not None:
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chat_history[-1][1] += local_message
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yield {chatbot: chat_history}
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stream.until_done()
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def update_suggestions():
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global list_of_suggestions
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btn_list = create_suggestions_list(list_of_suggestions)
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return btn_list
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def hide_suggestions():
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return [gr.update(visible=False, value="") for _ in range(6)]
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def disable_msg():
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message_box = gr.Textbox(value=None, interactive=False)
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return message_box
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def enable_msg():
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message_box = gr.Textbox(value=None, interactive=True)
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return message_box
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add_user_message_flow = [user, [msg,chatbot], [msg,chatbot]]
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chat_response_flow = [respond, [chatbot], [chatbot]]
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update_suggestions_flow = [update_suggestions, None, btn_list]
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hide_suggestions_flow = [hide_suggestions, None, btn_list]
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disable_msg_flow = [disable_msg, None, msg]
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enable_msg_flow = [enable_msg, None, msg]
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btn.click(*add_user_message_flow).then(*hide_suggestions_flow).then(*disable_msg_flow).then(*chat_response_flow).then(*update_suggestions_flow).then(*enable_msg_flow)
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msg.submit(*add_user_message_flow).then(*hide_suggestions_flow).then(*disable_msg_flow).then(*chat_response_flow).then(*update_suggestions_flow).then(*enable_msg_flow)
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for sug_btn in btn_list:
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add_suggestion_message_flow = [user, [sug_btn, chatbot], [msg, chatbot]]
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sug_btn.click(*add_suggestion_message_flow).then(*hide_suggestions_flow).then(*disable_msg_flow).then(*chat_response_flow).then(*update_suggestions_flow).then(*enable_msg_flow)
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if __name__ == "__main__":
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demo.launch()
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gr.close_all()
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requirements.txt
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huggingface_hub==0.22.2
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huggingface_hub==0.22.2
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openai==1.28.0
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