Line up with the left-hand railing of the stairs and aim at the longer shaped smudge just above and to the left of the large black smudge roughly halfway up the wall.
Left-click jump throw.

The smoke takes quite a long time to land.
After throwing the nade, then running with your knife you should be in tracks by the time it pops.