The paper studies a single service queueing system with priority and non-priority units, and with non-preemptive queue discipline. The service time of a priority unit has an arbitrary distribution, whereas service time of a non-priority unit is deterministic. The steady state probability generating functions of the queue size and the system size are obtained.