Yes, Moon Invoice supports custom unit for your services/tasks, products

Steps: 
1. Go at Add/Edit Task and Product and set your own unit type
2. Choose those edited task or product at Invoice/Estimate/Purchase order and go at preview you will see your unit type here.

- Moon Invoice