All adapters use the same pipeline. Images are first downloaded into the appropriate control image format. The control image and prompt are passed to the StableDiffusionXLAdapterPipeline. Let’s have a look at a simple example using the Sketch Adapter.   Copied from diffusers.utils import load_image, make_image_grid