You can use the same syntax for custom modules to get the parameters, e.g.:
my_custom_model.my_custom_layer.parameters()

That being said, modules do not contain the learning rate, which is set in the creation of the optimizer.
If you want to use layer-specific learning rates, you could use the per-parameter options 198.