2025 Beyond Page Migration: Enhancing Tiered Memory Performance via Integrated Last-Level Cache Management and Page Migration
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작성자 연구소장 작성일 26-01-07 16:13본문
- Year
- 2025
Abstract
Emerging memory interconnect technologies, such as Compute
Express Link (CXL), enable scalable memory expansion by inte-
grating heterogeneous memory components like local DRAM and
CXL-attached DRAM. These tiered memory systems offer potential
benefits in bandwidth and capacity, but their heterogeneous per-
formance characteristics pose significant challenges for efficient
memory management. Traditional approaches, including hotness-
based page placement, prioritize latency reduction by retaining
frequently accessed data in near memory. However, these methods
often fail to utilize aggregate memory bandwidth effectively, leading
to imbalanced traffic and performance degradation under memory-
heavy workloads. Additionally, the reliance on costly page migra-
tions introduces overheads that impede responsiveness to workload
variations. To address these challenges, we propose TierTune, a
dynamic memory management framework integrating Last-Level
Cache (LLC) partitioning and page migration. TierTune dynam-
ically partitions the LLC between near and far memory nodes,
rapidly mitigating latency imbalances and balancing memory traf-
fic more effectively than software-based page migration. We extend
this approach with a migration policy that dynamically redistributes
pages to address persistent imbalances, incorporating cache hier-
archy effects and bandwidth pressure into placement decisions.
Experimental evaluations demonstrate that TierTune improves
performance by 19.6% on average compared to state-of-the-art page
migration policies across diverse workloads by balancing memory
traffic more effectively and reducing migration overheads.
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