A massive firefight has broken out between police and an unknown number of gunmen in a restaurant in Dhaka's diplomatic zone, police said Friday night, with reports that some people may have been taken hostage.

"Unknown number of people are still inside but we cannot confirm whether they are held hostage," Gulshan area police officer Sayedur Rahman told AFP.