MOSCOW, July 3 (Reuters) - Power supply has been restored to the Atyrau oil refinery in Kazakhstan, and the resumption of power to the Caspian Pipeline Consortium is being prepared, Interfax news agency cited Kazakhstan's energy ministry as saying on Monday. (Reporting by Vladimir Soldatkin Editing by Mark Potter)