For the record: for a computer systems course I TAed, the two professors, myself and the other TA spent 6 hours total in a room grading, for midterms and finals

For the record: for a computer systems course I TAed, the two professors, myself and the other TA spent 6 hours total in a room grading, for midterms and finals. For two different semesters. So, it varies.