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MICRO2024顶会

CacheCraft: Enhancing GPU Performance under Memory Protection through Reconstructed Caching

Soyoung Park, Hojung Namkoong, Boyeol Choi, Michael B. Sullivan, Jungrae Kim

2024年份
4被引次数
1顶会引用

摘要

Contemporary GPUs use Error Correcting Codes (ECC) to protect against memory errors. GPUs with Graphics DDR (GDDR) utilize in-band ECC (a.k.a. inline ECC), which sequentially accesses data and redundancy to enable ECC functionality using non-ECC memory chips. However, the additional access reduces data throughput and can incur significant performance penalties for bandwidth-intensive applications. This paper introduces CacheCraft, a novel GPU micro-architecture engineered to address the inefficiencies of current in-band ECC protection. It reconfigures the traditional 128B cache line from four 32B sectors into four 30B sectors and one 8B sector. This adjustment creates a 2B space in each 32B memory chunk, designated for storing the redundancy of the sector data, thereby enabling a single memory access to deliver reliable data. Our evaluation shows that this single-access in-band ECC can significantly mitigate the bandwidth penalty of memory protection. While traditional in-band ECC increases memory access by 41.9% (peaking at 96.9%), CacheCraft reduces this extra bandwidth requirement to 21.9 % (peaking at 28.2 %). This significant reduction (47.8 % on average and up to 89.4 %) can substantially enhance the performance of memory-intensive applications by as much as 23.5 %.

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