>
> To ensure everything works as expected, we recommend re-applying a pipeline method on a new pipeline created with [`~DiffusionPipeline.from_pipe`].  
```python
pipe_sag = StableDiffusionSAGPipeline.from_pipe(
pipe_sd
)