It literally has handed power down from father to son twice.
It has had sons win elections and then hold the office twice. We can call it dynastic in a sense similar to US political dynasties, but that’s different from being literally hereditary.
As the citizens cannot advocate for a change in leaders, a change in direction of the party or an entirely new political system