When I graduated: nothing
What I see now: usually nothing...sometimes flowers at hooding or graduation...once there was a donation to the adviser's charity ($5/student)
If you are going to do something, don't go crazy overthinking it- it is the thought that counts. A heartfelt THANK YOU would work just fine.