I had no idea there was such a strange thing as Iranian embassy in Baghdad.
I'll bet you did and forgot. It's been in the news several times in the past 6 months alone. In April, an Iranian diplomat of the embassy was killed (most likely by the Iranians themselves), and in August an embassy diplomat there was kidnapped. He was just set free.