How do you pronounce “Animagi?”

I have heard:

‘Ani-MAY-guy’

‘A-ni-MAY-ji’ (like above but with soft g)

And

‘Ani-MAH-ghee’ (hard g)

Can’t remember how Stephen Fry says it… But the YouTube videos are driving me crazy. Is there a consensus on this?