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Create app.py
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app.py
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import gradio as gr
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from transformers import AutoModel, AutoTokenizer
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from PIL import Image
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import torch
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# Load the model
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tokenizer = AutoTokenizer.from_pretrained("ucaslcl/GOT-OCR2_0", trust_remote_code=True)
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model = AutoModel.from_pretrained(
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"ucaslcl/GOT-OCR2_0",
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trust_remote_code=True,
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low_cpu_mem_usage=True,
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use_safetensors=True,
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device_map="cuda",
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pad_token_id=tokenizer.eos_token_id
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)
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model = model.eval().cuda()
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# Run inference
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def run_ocr(image, task="Plain Text OCR", ocr_type="ocr", ocr_box="", ocr_color="red"):
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if isinstance(image, str):
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image = Image.open(image).convert("RGB")
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elif isinstance(image, Image.Image):
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image = image.convert("RGB")
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else:
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return "Invalid image input."
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result = model.chat(tokenizer, image, ocr_type=ocr_type)
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return result
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# Gradio UI with API exposed
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iface = gr.Interface(
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fn=run_ocr,
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inputs=[
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gr.Image(type="filepath", label="Image"),
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gr.Dropdown(choices=["Plain Text OCR", "Format Text OCR", "Fine-grained OCR (Box)", "Fine-grained OCR (Color)", "Multi-crop OCR", "Multi-page OCR"], value="Plain Text OCR", label="Task"),
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gr.Dropdown(choices=["ocr", "format"], value="ocr", label="OCR Type"),
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gr.Textbox(label="OCR Box", placeholder="Optional, e.g. [100,100,200,200]"),
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gr.Dropdown(choices=["red", "green", "blue"], value="red", label="OCR Color")
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],
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outputs=gr.Textbox(label="OCR Output"),
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allow_flagging="never",
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allow_api=True # β
This line enables API access!
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)
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iface.launch()
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