In the departments that require you to have training beforehand, they don’t give you any training (other than orientation, etc, that you’d get in any job). I think the OP’s “no special training” just meant no training in firefighting or having to know anything about the job.

The CPAT can be tough but if you’re physically fit, anyone can pass it. You don’t need to know firefighting stuff. They tell you what to do.