SC2021Top-tier venue
LogECMem: coupling erasure-coded in-memory key-value stores with parity logging
Liangfeng Cheng, Yuchong Hu, Zhaokang Ke, Jia Xu, Qiaori Yao, Dan Feng, Weichun Wang, Wei Chen
Abstract
In-memory key-value stores are often used to speed up Big Data workloads on modern HPC clusters. To maintain their high availability, erasure coding has been recently adopted as a low-cost redundancy scheme instead of replication. Existing erasure-coded update schemes, however, have either low performance or high memory overhead. In this paper, we propose a novel parity logging-based architecture, HybridPL, which creates a hybrid of in-place update (for data and XOR parity chunks) and log-based update (for the remaining parity chunks), so as to balance the update performance and memory cost, while maintaining efficient single-failure repairs. We realize HybridPL as an in-memory key-value store called LogECMem, and further design efficient repair schemes for multiple failures. We prototype LogECMem and conduct experiments on different workloads. We show that LogECMem achieves better update performance over existing erasure-coded update schemes with low memory overhead, while maintaining high basic I/O and repair performance.
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Cited by top-tier papers2
- TSUE: A Two-Stage Data Update Method for an Erasure Coded Cluster File SystemZheng Wei, Jing Xing, Yida Gu, Wenjing Huang et al.HPDC 2025
- Stripeless Data Placement for Erasure-Coded In-Memory StorageJian Gao, Jiwu Shu, Bin Yan, Yuhao Zhang et al.OSDI 2025
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