Mischa Barton was driving around aimlessly in her classic Cadillac yesterday in L.A., smoking some sort of roll-up.

Mischa — who pled no contest to DUI in 2008 — got sidelined after running out of gas.

As for what she was smoking … no word yet from her rep.