Agence France-Presse reported the damage had been caused by a drone strike, not a missile.
Several videos, circulated by the AP and the BBC, show pillars of smoke rising from inside the facility. There was no immediate comment from the embassy.
Saturday’s strike in Baghdad came after a drone attack in northern Iraq on Thursday killed a French soldier and wounded several others stationed there as part of an international counterterrorism training exercise.