MangoDB perhaps? I have never actually used it myself, but I've read a lot about it. It supports have as many dimensions as you want. Also, maybe Redis hash tab

MangoDB perhaps? I have never actually used it myself, but I've read a lot about it. It supports have as many dimensions as you want. Also, maybe Redis hash tables if need for the data to be stored in memory for speed.