It's good that you've both agreed you could no longer continue the therapeutic relationship. That's a crucial point.
About a romantic relationship with your therapist I'd urge you to be careful. It must be hard to go from a relationship where the focus in only on you to a two-sided one.
But if you think you can transition from one relationship to another then go for it I would say. Just be careful. So many people get hurt.