I would be reluctant to form a relationship with someone I was attracted to who was otherwise unavailable. I think attraction wears off more quickly once you are involved with someone - it can go on for years if it is unrequited with just a bit of hope or flirtation.

Why not wait for the attraction to go away and then form the relationship?