Many of the victims had sought shelter there from torrential rain, a fire brigade spokesman said.
Initial signs suggested the fire started by accident, he added.
Firefighters battled the blaze into the early hours while police and soldiers joined emergency crews helping rescue people trapped in the wreckage, said city Mayor Oko Vanderpuije.
Floods from several hours of heavy rains submerged buildings and vehicles across the city on Wednesday.
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