Armed attackers then entered the bank and a gun battle is going on with security forces, Tolo News reports.
Civilians and members of the security forces are reportedly among casualties.
There was no immediate claim of responsibility but Taliban and Islamic State militants have carried out many deadly attacks in recent months.