wood fence and vines

I have a wood fence surrounding my house and would like to plant an evergreen vine that will cover it. I would prefer something that flowers, maybe roses. The fence is a tight picket privacy type, 6 foot tall and the spacing between the boards is about 1/16 inch. I live in zone 7, maryland. What would grow to cover it in about 2 to 3 years maximum, without damaging the fence?

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