Material for Fence Rails

I'm wanting to build a 6' high cedar dog ear fence. I am going to have 3 rails; top, middle, then a base rail that's made of pressure treated lumber. What material do I use for the middle and top rail? The local lumber yards don't have cedar 2x4s, only the dog ear cedar pickets.