Efficient HPC Data Motion via Scratchpad Memory
Kayla O Seager, Ananta Tiwari, Michael A. Laurenzano, Joshua Peraza, Pietro Cicotti, Laura Carrington · 2012
Abstract — The energy required to move data accounts for a significant portion of the energy consumption of a modern supercomputer. To make systems of today more energy efficient and to bring exascale computing closer to the realm of possibilities, data motion must be made more energy efficient. Because the motion of each bit throughout the memory hierarchy has a large energy and performance cost, energy efficiency will improve if we can ensure that only the bits absolutely necessary for the computation are moved through the hierarchy. Toward reaching that end, in this work we explore the possible benefits of using a softwaremanaged scratchpad memory for HPC applications. Our goal is to observe how data movement (and the associated energy costs) changes when we utilize software-managed scratchpad memory (SPM) instead of the traditional hardware-managed caches. Using an approximate but plausible model for the behavior of SPM, we show via memory simulation tools that HPC applications can benefit from hardware containing both scratchpad and traditional cache memory in order to move an average of 39 % fewer bits to and from main memory, with a maximum improvement of 69%. I.