kryman27 commited on
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c4d2029
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Create app.py

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  1. app.py +35 -0
app.py ADDED
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+ from transformers import TrOCRProcessor, VisionEncoderDecoderModel
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+ from PIL import Image
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+ import pdf2image
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+ import gradio as gr
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+
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+ # Załaduj model TroCR
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+ processor = TrOCRProcessor.from_pretrained("microsoft/trocr-large-stage1")
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+ model = VisionEncoderDecoderModel.from_pretrained("microsoft/trocr-large-stage1")
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+
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+ # Funkcja do przetwarzania faktur
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+ def process_invoice(pdf_file):
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+ # Konwersja PDF do obrazu
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+ images = pdf2image.convert_from_bytes(pdf_file.read())
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+
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+ # Przetwarzanie pierwszej strony faktury
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+ image = images[0].convert("RGB")
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+ pixel_values = processor(images=image, return_tensors="pt").pixel_values
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+
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+ # Uruchomienie modelu AI
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+ generated_ids = model.generate(pixel_values)
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+ extracted_text = processor.batch_decode(generated_ids, skip_special_tokens=True)[0]
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+
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+ return extracted_text
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+
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+ # Tworzenie UI w Gradio
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+ interface = gr.Interface(
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+ fn=process_invoice,
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+ inputs=gr.File(type="file"),
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+ outputs="text",
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+ title="AI Invoice Processor",
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+ description="Wgraj fakturę PDF, a AI wyodrębni dane tekstowe.",
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+ )
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+
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+ # Uruchomienie aplikacji
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+ interface.launch()