Exploring the Relation between Monolithic 3D L1 GPU Cache Capacity and Warp Scheduling Efficiency

Cong Thuan Do, Young-Ho Gong, C. Kim, S. Kim, S. Chung
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引用次数: 4

Abstract

The warp scheduler plays an important role in the GPU for efficient utilization of hardware resources. However, the efficiency of the warp scheduler is often limited by the L1 cache (especially, L1 data cache) capacity; providing large capacity for an L1 cache is challenging due to the increased latency. In this paper, we adopt Monolithic 3D (M3D) technology to design a large capacity L1 cache for GPU performance enhancement, not deteriorating the latency. Our evaluation results show that the M3D L1 cache improves GPU performance by 2.18~2.24× on average, compared to the 2D conventional L1 cache.
探讨单片3D L1 GPU缓存容量与Warp调度效率的关系
warp调度器在GPU中发挥着重要的作用,可以有效地利用硬件资源。然而,warp调度器的效率通常受到L1缓存(尤其是L1数据缓存)容量的限制;由于延迟增加,为L1缓存提供大容量是一项挑战。在本文中,我们采用单片3D (Monolithic 3D, M3D)技术设计了一个大容量L1缓存,以提高GPU的性能,而不会恶化延迟。我们的评估结果表明,与2D传统L1缓存相比,M3D L1缓存平均提高了2.18~2.24倍的GPU性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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