If you have them as separate instances of Parameter, you can arrange them however you want manually.
If you only have one large multi-dimension Parameter, you could multiply the parameters .grad by an appropriate weight after the backward and before the optimizer call to get something similar to a different learning rate.
Best regards
Thomas