Modeling memory bandwidth patterns on NUMA machines with performance counters

Daniel Goodman, Roni Haecki, Tim Harris

Computers used for data analytics are often NUMA systems with multiple sockets per machine, multiple cores per socket, and multiple thread contexts per core. To get the peak perfor…