pipeline = DiffusionPipeline.from_pretrained(
"stabilityai/stable-diffusion-xl-base-1.0",
torch_dtype=torch.float16,
variant="fp16",
use_safetensors=True,
).to("cuda")
```  
Benefits of using the Diffusers-multifolder layout include:  
1. Faster to load each component file individually or in parallel.