I've got a personal rule that I have lived by for 2000 dives, (deep, mix, under the ice, and cave diving, as well as openwater):
If I'm diving solo beyond 60', (my personal comfort level for making a free ascent), I carry a redundant gas supply.
If I'm diving beyond 100', (it doesn't matter...