A hostage situation was under way at the Pizza House restaurant, said Captain Mohamed Hussein. Many of the restaurant's workers are foreigners, mostly from Ethiopia.
Hussein had no immediate information about any casualties.
The Somalia-based extremist group al-Shabab often targets high-profile areas of Mogadishu, including hotels, military checkpoints and areas near the presidential palace. It has vowed to step up attacks after the recently elected government launched a new military offensive against it.
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