Astrakhan and Anatoly Gujvin warships of the Caspian Flotilla of the Navy of the Russian Federation, which were on an unofficial friendly visit to Azerbaijan, left the port of Baku on September 20, Report informs, citing the Azerbaijani Defense Ministry.