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Create app.py
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app.py
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import spaces
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import gradio as gr
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from transformers import pipeline
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import torch
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# Initialize the pipeline
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pipe = pipeline(
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"text-generation",
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model="google/medgemma-27b-text-it",
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torch_dtype=torch.bfloat16,
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device="cuda",
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)
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@spaces.GPU
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def generate_response(system_prompt, user_prompt):
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messages = [
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{"role": "system", "content": system_prompt},
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{"role": "user", "content": user_prompt},
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]
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output = pipe(text=messages, max_new_tokens=2048)
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return output[0]["generated_text"][-1]["content"]
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# Create Gradio UI
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demo = gr.Interface(
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fn=generate_response,
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inputs=[
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gr.Textbox(label="System Prompt", value="You are a helpful medical assistant."),
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gr.Textbox(label="User Prompt", placeholder="Enter your question here..."),
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],
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outputs=gr.Textbox(label="Generated Response"),
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title="MedGemma Medical Assistant",
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description="Enter a system and user prompt to generate a medically-informed response."
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)
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# Launch the app
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demo.launch()
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