Unless Iraq is declaring our diplomatic corps to be persona non grata, the embassy will still be US soil and Marines guard the diplomats.
If they want to kick everybody out, then raze the building on the way out.
That whole our embassy is sovereign soil stuff is a myth, an old wives tale. Its not true. Look it up.