pipeline = DiffusionPipeline.from_pretrained("runwayml/stable-diffusion-v1-5", use_safetensors=True) However, model weights are not necessarily stored in separate subfolders like in the example above. Sometimes, all the weights are stored in a single .safetensors file. In this case, if the weights are Stable Diffusion weights, you can load the file directly with the from_single_file() method:   Copied from diffusers import StableDiffusionPipeline