Rule is ambiguous, and don't set a time limit but "once the ref has signalled for a penalty kick to be taken, the kick must be taken" I'd read as once the ref blows his whistle you have to begin your run up. At most a couple of seconds delay would be allowed.
Otherwise someone could just take...