If you're doing high performance Java you're definitely looking at the compiler output. At least you should be.
It's arguably more important with Java than with the compiler output for something like C++, as C2 is much more unpredictable and dependent on runtime circumstances. You also want to be real certain that bounds and null checks are omitted as those come at a pretty big performance premium.