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Add application file
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app.py
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import gradio as gr
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import torch
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from transformers import TrOCRProcessor, VisionEncoderDecoderModel
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device = "cuda:0" if torch.cuda.is_available() else "cpu"
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# Load model
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processor = TrOCRProcessor.from_pretrained("microsoft/trocr-base-handwritten")
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model = VisionEncoderDecoderModel.from_pretrained("ericvo/scribbl-scan-trocr")
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model.to(device)
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def transcribe(image):
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pixel_values = processor(image, return_tensors="pt").pixel_values
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generated_ids = model.generate(pixel_values)
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return processor.batch_decode(generated_ids, skip_special_tokens=True)[0]
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iface = gr.Interface(transcribe, gr.Image(), "text")
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iface.launch()
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