import tensorflow as tf


def read_image(image_path):
    image = tf.io.read_file(image_path)
    image = tf.image.decode_png(image, channels=3)
    image.set_shape([None, None, 3])
    image = tf.cast(image, dtype=tf.float32) / 255.0
    return image