Systematic CXL Memory Characterization and Performance Analysis at Scale
Jinshu Liu, Hamid Hadian, Yuyue Wang, Daniel S. Berger, Marie Nguyen, Xun Jian, Sam H. Noh, Huaicheng Li
摘要
Compute Express Link (CXL) has emerged as a pivotal interconnect for memory expansion. Despite its potential, the performance implications of CXL across devices, latency regimes, processors, and workloads remain underexplored. We present Melody, a framework for systematic characterization and analysis of CXL memory performance. Melody builds on an extensive evaluation spanning 265 workloads, 4 real CXL devices, 7 latency levels, and 5 CPU platforms. Melody yields many insights: workload sensitivity to sub-μs CXL latencies (140-410ns), the first disclosure of CXL tail latencies, CPU tolerance to CXL latencies, a novel approach (SPA) for pinpointing CXL bottlenecks, and CPU prefetcher inefficiencies under CXL.
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引用它的顶会 Paper18
- Beluga: A CXL-Based Memory Architecture for Scalable and Efficient LLM KVCache ManagementXinjun Yang, Qingda Hu, Junru Li, Feifei Li 等SIGMOD 2026 · 被引用 24 次
- Octopus: Enhancing CXL Memory Pods via Sparse TopologyYuhong Zhong, Fiodar Kazhamiaka, Pantea Zardoshti, Shuwei Teng 等NSDI 2026 · 被引用 15 次
- Tiered Memory Management Beyond HotnessJinshu Liu, Hamid Hadian, Hanchen Xu, Huaicheng LiOSDI 2025 · 被引用 13 次
- Tigon: A Distributed Database for a CXL PodYibo Huang, Haowei Chen, Newton Ni, Yan Sun 等OSDI 2025 · 被引用 12 次
- Cylon: Fast and Accurate Full-System Emulation of CXL-SSDsDongha Yoon, Hansen Idden, Jinshu Liu, Berkay Inceisci 等FAST 2026 · 被引用 6 次
它引用的顶会 Paper10
- Pond: CXL-Based Memory Pooling Systems for Cloud PlatformsHuaicheng Li, Daniel S. Berger, Lisa Hsu, Daniel Ernst 等ASPLOS 2023 · 被引用 328 次
- TPP: Transparent Page Placement for CXL-Enabled Tiered-MemoryHasan Al Maruf, Hao Wang, Abhishek Dhanotia, Johannes Weiner 等ASPLOS 2023 · 被引用 255 次
- Demystifying CXL Memory with Genuine CXL-Ready Systems and DevicesYan Sun, Yifan Yuan, Zeduo Yu, Reese Kuper 等MICRO 2023 · 被引用 133 次
- Managing Memory Tiers with CXL in Virtualized EnvironmentsYuhong Zhong, Daniel S. Berger, Carl A. Waldspurger, Ryan Wee 等OSDI 2024 · 被引用 77 次
- MEMTIS: Efficient Memory Tiering with Dynamic Page Classification and Page Size DeterminationTaehyung Lee, Sumit Kumar Monga, Changwoo Min, Young Ik EomSOSP 2023 · 被引用 67 次
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