To quote the immortal sage H.J.S.
"Normally I'm not a praying man, but Superman if you're up there save me!"

Seriously though, I think your only hope is to find a LARGE body of water and head to the middle. I would guess seeking shelter in a cave wouldn't work due to the oxygen being consumed by the fire. You'd just smother unless the cave was really big/deep.

-Blast