Create app.py
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app.py
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import gradio as gr
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from transformers import Pix2StructProcessor, Pix2StructForConditionalGeneration
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from PIL import Image
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# Load model and processor
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model = Pix2StructForConditionalGeneration.from_pretrained("google/pix2struct-screen2words-large")
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processor = Pix2StructProcessor.from_pretrained("google/pix2struct-screen2words-large")
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# Define the function
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def describe_ui(image):
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inputs = processor(images=image, return_tensors="pt")
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outputs = model.generate(**inputs)
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return processor.decode(outputs[0], skip_special_tokens=True)
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# Launch the Gradio interface
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gr.Interface(
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fn=describe_ui,
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inputs=gr.Image(type="pil"),
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outputs="text",
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title="UI Screen Describer (Pix2Struct)",
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description="Upload a screenshot or UI image and get an automatic description powered by Google’s Pix2Struct model."
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).launch()
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