RASA: Efficient Register-Aware Systolic Array Matrix Engine for CPU

2021 58th ACM/IEEE Design Automation Conference (DAC)(2021)

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摘要
As AI-based applications become pervasive, CPU vendors are starting to incorporate matrix engines within the datapath to boost efficiency. Systolic arrays have been the premier architectural choice as matrix engines in offload accelerators. However, we demonstrate that incorporating them inside CPUs can introduce under-utilization and stalls due to limited register storage to amortize the fill and...
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关键词
Runtime,Design automation,Pipelines,Systolic arrays,Energy efficiency,Registers,Engines
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