import mlx.core as mx
from PIL import Image


class MLXVisionAnalyzer:
    def __init__(self, model_name="apple/mlx-vit-base-patch16-224"):
        self.model = mx.load_model(model_name)

    def analyze_image(self, image_path):
        img = Image.open(image_path)
        preprocessed = self._preprocess_image(img)
        return self.model(mx.array(preprocessed))

    def _preprocess_image(self, img):
        # Image preprocessing pipeline
        pass
