The embeddings help create a better alignment between text and images, allowing the latent diffusion model to generate better images. The simplest way to use Kandinsky 2.2 is:   Copied import torch
from diffusers import AutoPipelineForImage2Image
from diffusers.utils import make_image_grid, load_image

pipeline = AutoPipelineForImage2Image.from_pretrained(
    "kandinsky-community/kandinsky-2-2-decoder", torch_dtype=torch.float16, use_safetenso