That depends on your schedule. I do my weekday workouts in the morning, so I don’t have time to eat before my morning workouts. That may not be optimal, but given my life commitments, I have no other option. For short workouts, I find I do not need much fuel.
For my weekend workouts, I eat about 2.5-3 hours in advance.