Thanks for the detailed answer, that helps me to understand better what you do. Good to know that for MAXPY the GEMV might be sometimes not the best choice. I also try to understand the algorithms and details better how you optimize them. Then I will also look at the results for MAXPY that Juchao just shared as well. Thanks a lot, Frank