import tensorflow as tf
import numpy as np
from PIL import Image


def preprocess_image(image_file):
    img = Image.open(image_file).convert("RGB")
    img = img.resize((256, 256))
    img = np.array(img) / 255.0
    img = np.expand_dims(img, axis=0)
    return img