Accelerator Memory Reuse in the Dark Silicon Era

作者:Cota Emilio G*; Mantovani Paolo; Petracca Michele; Casu Mario R; Carloni Luca P
来源:IEEE Computer Architecture Letters, 2014, 13(1): 9-12.
DOI:10.1109/L-CA.2012.29

摘要

Accelerators integrated on-die with General-Purpose CPUs (GP-CPUs) can yield significant performance and power improvements. Their extensive use, however, is ultimately limited by their area overhead; due to their high degree of specialization, the opportunity cost of investing die real estate on accelerators can become prohibitive, especially for general-purpose architectures. In this paper we present a novel technique aimed at mitigating this opportunity cost by allowing GP-CPU cores to reuse accelerator memory as a non-uniform cache architecture (NUCA) substrate. On a system with a last level-2 cache of 128kB, our technique achieves on average a 25% performance improvement when reusing four 512 kB accelerator memory blocks to form a level-3 cache. Making these blocks reusable as NUCA slices incurs on average in a 1.89% area overhead with respect to equally-sized ad hoc cache slices.

  • 出版日期2014-6