with open(filepath, 'rb') as file:
  pdf_stream = io.BytesIO(file.read())
images = convert_from_bytes(pdf_stream.read())
paths = []
# Save images
for i, image in enumerate(images):
  image.save(f'page{i}.png', 'PNG')
  paths.append(f'page{i}.png')


# Load the document segmentation model
# docseg_model_name = 'DILHTWD/documentlayoutsegmentation_YOLOv8_ondoclaynet'
docseg_model = YOLO("yolov8x-doclaynet-epoch64-imgsz640-initiallr1e-4-finallr1e-5.pt")

# Process the images with the model
results = docseg_model(source=paths, save=True, show_labels=True, show_conf=True, show_boxes=True)