far enough in to accomplish your goal (water prevention? hearing protection? ) but not so far that you could not safely remove them. ear plugs are considered to be safe but unfortunately i do not have enough information about you the type you are using or the reason you use them to offer you more specific comments.
are ear plugs safe? . how far into the ear are the ear plugs supposed to go?