I'm running Gazebo at 10 times realtime and inference through cuda, trust me it's working. If Firefox doesn't take advantage of it that's its problem. I've enabled every config setting for acceleration I could find.

Is it possible your os is handing it your integrated gfx on cpu instead of your GPU?