If you want to leave Australia permanently, 
then you don't need to renounce anything.
You can just leave.*
Nor do you need your partner's permission. 
Understand however, that if you ever want to come back to Australia,
then you'll need to "start over".
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* Well, as soon as you can get a flight in these difficult times