Bumblebee: A MemCache Design for Die-stacked and Off-chip Heterogeneous Memory Systems
Yifan Hua, Shengan Zheng, Ji Yin, Weidong Chen, Linpeng Huang
Abstract
Emerging die-stacked memories can provide higher bandwidth than traditional off-chip DRAM and serve as an off-chip DRAM cache or part of OS-visible memory (POM). This paper presents Bumblebee, a new hybrid memory architecture combining the advantages of both DRAM cache and POM. The ratio of DRAM cache to POM is adjustable in real time to better exploit both temporal and spatial locality benefits for different memory access patterns. Our evaluations indicate at least 35.2% performance improvement and 10.9% ∼ 20.1% less memory dynamic energy consumption for Bumblebee over state-of-the-art designs, as well as orders of magnitude less metadata storage space.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Builds on3
- Serpens: a high bandwidth memory based accelerator for general-purpose sparse matrix-vector multiplicationLinghao Song, Yuze Chi, Licheng Guo, Jason CongDAC 2022 · 56 citations
- Hybrid2: Combining Caching and Migration in Hybrid Memory SystemsEvangelos Vasilakis, Vassilis Papaefstathiou, Pedro Trancoso, Ioannis SourdisHPCA 2020 · 37 citations
- RedCache: Reduced DRAM CachingPayman Behnam, Mahdi Nazm BojnordiDAC 2020 · 5 citations
Related papers
- Blenda: Dynamically-Reconfigurable Stacked DRAMMohammad Bakhshalipour, Hamidreza Zare, Farid Samandi, Fatemeh Golshan et al.MICRO 2024 · 1 citation
- NOMAD: Enabling Non-blocking OS-managed DRAM Cache via Tag-Data DecouplingYoungin Kim, Hyeonjin Kim, William J. SongHPCA 2023 · 10 citations
- JPDHeap: A JVM Heap Design for PM-DRAM MemoriesLitong You, Tianxiao Gu, Shengan Zheng, Jianmei Guo et al.DAC 2021 · 2 citations
- OpenMem: Hardware/Software Cooperative Management for Mobile Memory SystemFei Wen, Mian Qin, Paul Gratz, A. L. Narasimha ReddyDAC 2021 · 9 citations
- Maximizing Persistent Memory Bandwidth Utilization for OLAP WorkloadsBjörn Daase, Lars Jonas Bollmeier, Lawrence Benson, Tilmann RablSIGMOD 2021 · 38 citations
