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Update app.py
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app.py
CHANGED
@@ -1,64 +1,87 @@
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import gradio as gr
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from huggingface_hub import InferenceClient
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"""
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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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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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"""
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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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demo = gr.ChatInterface(
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respond,
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additional_inputs=[
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gr.Textbox(value="You are a friendly Chatbot.", 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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import gradio as gr
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from huggingface_hub import InferenceClient
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# Define available models
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MODELS = {
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"Zephyr 7B Beta": "HuggingFaceH4/zephyr-7b-beta",
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"GPT-2": "gpt2",
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"GPT-2 Medium": "gpt2-medium",
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"DistilGPT-2": "distilgpt2",
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"German GPT-2": "german-nlp-group/german-gpt2",
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"German Wechsel GPT-2": "benjamin/gpt2-wechsel-german",
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"T5 Base": "t5-base",
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"T5 Large": "t5-large"
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}
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def create_inference_client(model_name):
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"""Create an InferenceClient for the selected model."""
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try:
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return InferenceClient(model_name)
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except Exception as e:
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print(f"Error creating client for {model_name}: {e}")
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return None
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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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model_name,
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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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"""Generate response using selected model."""
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# Create client for selected model
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client = create_inference_client(MODELS[model_name])
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if not client:
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return "Error: Could not create model client."
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# Prepare chat history
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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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# Generate response
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try:
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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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token = message.choices[0].delta.content or ""
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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 during generation: {e}"
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def create_chat_interface():
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"""Create Gradio ChatInterface with model selection."""
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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="You are a friendly Chatbot.", label="System message"),
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gr.Dropdown(list(MODELS.keys()), value="Zephyr 7B Beta", label="Select Model"),
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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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return demo
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if __name__ == "__main__":
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chat_interface = create_chat_interface()
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chat_interface.launch(share=True)
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