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Create app.py

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  1. app.py +42 -0
app.py ADDED
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+ import gradio as gr
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+ from PIL import Image
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+ from mineru_vl_utils import MinerUClient
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+ from transformers import AutoProcessor, Qwen2VLForConditionalGeneration
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+
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+ # Charger le modèle MinerU
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+ model_path = "opendatalab/MinerU2.5-2509-1.2B"
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+ model = Qwen2VLForConditionalGeneration.from_pretrained(
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+ model_path,
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+ torch_dtype="auto",
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+ device_map="auto"
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+ )
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+ processor = AutoProcessor.from_pretrained(model_path, use_fast=True)
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+
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+ client = MinerUClient(
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+ backend="transformers",
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+ model=model,
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+ processor=processor
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+ )
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+
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+ def extract_from_image(image):
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+ # Conversion si nécessaire
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+ if not isinstance(image, Image.Image):
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+ image = Image.fromarray(image)
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+
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+ # Extraction
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+ blocks = client.two_step_extract(image)
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+ # On retourne le texte concaténé
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+ extracted_text = "\n".join([b.text for b in blocks if hasattr(b, "text")])
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+ return extracted_text
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+
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+ # Interface Gradio
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+ demo = gr.Interface(
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+ fn=extract_from_image,
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+ inputs=gr.Image(type="pil"),
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+ outputs="text",
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+ title="MinerU2.5 - Document Extract",
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+ description="Upload an image or PDF page and extract structured text with MinerU2.5"
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+ )
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+
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+ if __name__ == "__main__":
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+ demo.launch()