The way I've practiced is to breath in through your nose only and out through both your mouth and nose. I find that if I breath in through my mouth it tends to dehydrate my mouth.
But I don't think about it when I'm in a song, so I probably do both, and especially breath in through my mouth when I need to get air fast, that's a natural reflex.