Fixes for the failures of AMD CI (#42718)
* Bump timm requirement
* Add sync to avoid params not transfered
* Multi-device BLT error
* Multi-device EfficientNet error
* Multi-device Ernie error
* Multi-device Mimi error
* Makes
* Stop using .to and use no_split_modules instead
* Restore no_split to Ernie
