from transformers import AutoProcessor, AutoModelForZeroShotImageClassification
model = AutoModelForZeroShotImageClassification.from_pretrained(checkpoint)
processor = AutoProcessor.from_pretrained(checkpoint)

Let's take a different image to switch things up.

from PIL import Image
import requests
url = "https://unsplash.com/photos/xBRQfR2bqNI/download?ixid=MnwxMjA3fDB8MXxhbGx8fHx8fHx8fHwxNjc4Mzg4ODEx&force=true&w=640"
image = Image.open(requests.get(url, stream=True).raw)
image