Update app.py
Browse files
app.py
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import gradio as gr
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from huggingface_hub import InferenceClient
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top_p,
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):
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messages = [{"role": "system", "content": system_message}]
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for val in history:
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if val[0]:
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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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messages.append({"role": "user", "content": message})
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response = ""
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for message in client.chat_completion(
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messages,
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max_tokens=max_tokens,
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stream=True,
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temperature=temperature,
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top_p=top_p,
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):
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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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import gradio as gr
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from huggingface_hub import InferenceClient
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class ChatBot:
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def __init__(self, model_name="hemhemoh/Gemma-2-2b-it-wazobia-wellness-bot"):
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self.client = InferenceClient(model_name)
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def format_messages(self, message, history):
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# Gemma doesn't support system messages, so we'll only include chat history
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formatted_messages = []
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for user_msg, assistant_msg in history:
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if user_msg:
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formatted_messages.append({"role": "user", "content": user_msg})
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if assistant_msg:
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formatted_messages.append({"role": "assistant", "content": assistant_msg})
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# Add the current message
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formatted_messages.append({"role": "user", "content": message})
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return formatted_messages
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def generate_response(
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self,
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message,
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history,
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max_tokens=512,
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temperature=0.7,
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top_p=0.95,
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):
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messages = self.format_messages(message, history)
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response = ""
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try:
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for chunk in self.client.chat_completion(
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messages,
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max_tokens=max_tokens,
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stream=True,
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temperature=temperature,
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top_p=top_p,
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):
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if chunk.choices and chunk.choices[0].delta.content is not None:
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token = chunk.choices[0].delta.content
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response += token
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yield response
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except Exception as e:
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yield f"Error: {str(e)}"
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def main():
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chatbot = ChatBot()
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demo = gr.ChatInterface(
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chatbot.generate_response,
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additional_inputs=[
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gr.Slider(
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minimum=1,
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maximum=2048,
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value=512,
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step=1,
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label="Max new tokens"
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),
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gr.Slider(
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minimum=0.1,
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maximum=4.0,
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value=0.7,
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step=0.1,
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label="Temperature"
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),
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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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title="Gemma Chat Interface",
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description="Chat with the Gemma model. Note: System messages are not supported."
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)
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demo.launch()
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if __name__ == "__main__":
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main()
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