How thick is the purple heart wood you are using?
I have cut purple heart wood about 1/4" thick but, I honestly don't remember what blade I used. I know that it is hard wood and hard on blades and dulls them quickly. It is also "splintery" and "oily" and burns easily if you use a dull blade and/or keep trying to push it too hard. (heat)
If you plan on doing any gluing with purple heart you MUST wipe it down with acetone or paint thinner to dry the oil out just before gluing. You may even want to wipe the board down before trying to apply a pattern or tape to it.
Also, don't get too excited about the beautiful color because after about a month it will start to get dull, brownish color.
My advice is to just try different blades, take your time and don't try to push or force it into the blade and keep a sharp eye on how sharp the blade is. Change blades often (about every 6" of cutting or so).
Rog