I’d probably refer to them as something to do with their shape or color but not a known word to make it original - maybe a mixture of two? 
Such as, alphires, gemphyx, or just a combination of anything. 
I feel creating your own word rather than using a word that has a meaning would make it seem like an actual new item rather than diamonds.