Training is very slow

My model works fine in pytorch
But when I try to transfer to lightning,it is training slowly

In pytorch trainning 1 epochs only need 20 secs, but in lightning it cost 120 secs
I check my RTX3090 usage is very low ( < 10%)
Any idea?