Dash: Scalable Hashing on Persistent Memory
Baotong Lu, Xiangpeng Hao, Tianzheng Wang, Eric Lo
Abstract
Byte-addressable persistent memory (PM) brings hash tables the potential of low latency, cheap persistence and instant recovery. The recent advent of Intel Optane DC Persistent Memory Modules (DCPMM) further accelerates this trend. Many new hash table designs have been proposed, but most of them were based on emulation and perform sub-optimally on real PM. They were also piece-wise and partial solutions that side-step many important properties, in particular good scalability, high load factor and instant recovery. We present Dash, a holistic approach to building dynamic and scalable hash tables on real PM hardware with all the aforementioned properties. Based on Dash, we adapted two popular dynamic hashing schemes (extendible hashing and linear hashing). On a 24-core machine with Intel Optane DCPMM, we show that compared to state-of-the-art, Dash-enabled hash tables can achieve up to ∼3.9× higher performance with up to over 90% load factor and an instant recovery time of 57ms regardless of data size.
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Install the CLIlune papers fulltext 39f66075-9a36-4054-8d3b-1924f4822e28Cited by top-tier papers51
- Viper: An Efficient Hybrid PMem-DRAM Key-Value StoreLawrence Benson, Hendrik Makait, Tilmann RablVLDB 2021 · 86 citations
- APEX: A High-Performance Learned Index on Persistent MemoryBaotong Lu, Jialin Ding, Eric Lo, Umar Farooq Minhas et al.VLDB 2022 · 73 citations
- ROART: Range-query Optimized Persistent ARTShaonan Ma, Kang Chen, Shimin Chen, Mengxing Liu et al.FAST 2021 · 73 citations
- Understanding the Idiosyncrasies of Real Persistent MemoryShashank Gugnani, Arjun Kashyap, Xiaoyi LuVLDB 2021 · 67 citations
- Characterizing the performance of intel optane persistent memory: a close look at its on-DIMM bufferingLingfeng Xiang, Xingsheng Zhao, Jia Rao, Song Jiang et al.EuroSys 2022 · 56 citations
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