Update app.py
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app.py
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import torch
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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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from PIL import Image
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from transformers import Pix2StructForConditionalGeneration, Pix2StructProcessor
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# Load model and processor
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model = Pix2StructForConditionalGeneration.from_pretrained(
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model.eval()
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processor = Pix2StructProcessor.from_pretrained("google/pix2struct-screen2words-large")
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# Define the function
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@spaces.GPU
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def describe_ui(image):
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predictions = model.generate(**inputs)
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return processor.decode(predictions[0], skip_special_tokens=False)
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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=
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title="UI Screen Describer (Pix2Struct)",
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description="Upload a screenshot or UI image and
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).launch()
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import torch
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import spaces
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import gradio as gr
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from transformers import Pix2StructForConditionalGeneration, Pix2StructProcessor
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from PIL import Image
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# Load model and processor
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model = Pix2StructForConditionalGeneration.from_pretrained(
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"google/pix2struct-screen2words-large", dtype=torch.bfloat16
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).to("cuda")
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model.eval()
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processor = Pix2StructProcessor.from_pretrained("google/pix2struct-screen2words-large")
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# Define the function
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@spaces.GPU
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def describe_ui(image, text):
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# text 為使用者輸入的 prompt,可為空字串
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inputs = processor(images=image, text=text or "", return_tensors="pt").to(
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dtype=torch.bfloat16, device="cuda"
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)
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predictions = model.generate(**inputs)
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return processor.decode(predictions[0], skip_special_tokens=False)
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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=[
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gr.Image(type="pil", label="Upload UI Screenshot"),
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gr.Textbox(label="Optional prompt / instruction", placeholder="e.g. Describe layout and buttons"),
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],
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outputs=gr.Textbox(label="Model Output"),
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title="UI Screen Describer (Pix2Struct)",
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description="Upload a screenshot or UI image and optionally enter a text prompt. The model (Google Pix2Struct) will generate a detailed description.",
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).launch()
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