Victoria Police said they entered the system just before 10pm and waded through chest high waters.
They emerged underneath the Flinders Walk on the northern side of the Yarra River.
The group, who ranged in age from 20-56 years, were spoken to by police and advised of the dangers of their actions, Victoria Police said.
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