Power/Performance/Area Evaluations for Next-Generation HPC Processors using the A64FX Chip

2021 
Future HPC systems, including post-exascale supercomputers, will face severe problems such as the slowing-down of Moore's law and the limitation of power supply. To achieve desired system performance improvement while counteracting these issues, the hardware design optimization is a key factor. In this paper, we investigate the future directions of SIMD-based processor architectures by using the A64FX chip and a customized version of power/performance/area simulators, i.e., Gem5 and McPAT. More specifically, based on the A64FX chip, we firstly customize various energy parameters in the simulators, and then evaluate the power and area reductions by scaling the technology node down to 3nm. Moreover, we investigate also the achievable FLOPS improvement at 3nm by scaling the number of cores, SIMD width, and FP pipeline width under power/area constraints. The evaluation result indicates that no further SIMD/pipeline width scaling will help with improving FLOPS due to the memory system bottleneck, especially on L1 data caches and FP register files. Based on the observation, we discuss the future directions of SIMD-based HPC processors.
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