Only 2 pieces can be purchased, in the Cleric's Guild in New Garand Temple if you have completed 3 vs 11 and are a member of that Guild. Other pieces are rewards for quests and item drops in Inori Tomb, Mercian Crypt, and Askatir Mine.
So some can be bought, others are random drops, others guaranteed.