Four gunmen reportedly attacked the building with grenades and gun.
Shots can be heard in videos shared on social media.
At least three people are reported to have been injured in the attack.
The four suspects have been killed, police said.
Karachi police chief Ghulam Nabi Memon said: “Four attackers have been killed, they had come in a silver Corolla car.”
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