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An analysis of LSM caching in NVRAM

Published: 14 May 2017 Publication History

Abstract

The rise of NVRAM technologies promises to change the way we think about system architectures. In order to fully exploit its advantages, it is required to develop systems specially tailored for NVRAM devices. Not only this imposes great challenges, but developing full system architectures from scratch is undesirable in many scenarios due to prohibitive development costs. Instead, we analyze in this paper the behavior of an existing log-structured persistent key-value store, namely LevelDB, when run on top of an emulated NVRAM device. We investigate initial opportunities for improvement when adapting a system tailored for HDD/SSDs to run on top of an NVRAM environment. Furthermore, we analyze the behavior of the legacy DRAM caching component of LevelDB and whether more suitable caching policies are required.

References

[1]
Apache Cassandra. http://cassandra.apache.org/. Accessed: 2017-02-17.
[2]
Apache HBase. https://hbase.apache.org/. Accessed: 2017-02-17.
[3]
Direct Access for files. https://www.kernel.org/doc/Documentation/filesystems/dax.txt. Accessed: 2017-02-17.
[4]
LevelDB. http://leveldb.org/. Accessed: 2017-02-17.
[5]
NVML. http://pmem.io/nvml/libpmem/. Accessed: 2017-02-17.
[6]
Riak. http://basho.com/products/riak-kv/. Accessed: 2017-02-17.
[7]
RocksDB. http://rocksdb.org/. Accessed: 2017-02-17.
[8]
P. Bonnet. What's Up with the Storage Hierarchy? CIDR 2017, 8th Biennial Conference on Innovative Data Systems Research (Online Proceedings), 2017.
[9]
F. Chang, J. Dean, S. Ghemawat, W. C. Hsieh, D. A. Wallach, M. Burrows, T. Chandra, A. Fikes, and R. E. Gruber. Bigtable: A Distributed Storage System for Structured Data. Proceedings of the 7th USENIX Symposium on Operating Systems Design and Implementation, 2006.
[10]
B. F. Cooper, A. Silberstein, E. Tam, R. Ramakrishnan, and R. Sears. Benchmarking cloud serving systems with YCSB. Proceedings of the 1st ACM Symposium on Cloud Computing (SoCC), 2010.
[11]
S. Dulloor, S. Kumar, A. Keshavamurthy, P. Lantz, D. Reddy, R. Sankaran, and J. Jackson. System Software For Persistent Memory. Eurosys Conference, 2014.
[12]
S. R. Dulloor. Systems and Applications for Persistent Memory. https://smartech.gatech.edu/bitstream/handle/1853/54396/DULLOOR-DISSERTATION-2015.pdf, 2015. PhD Thesis.
[13]
T. Johnson and D. E. Shasha. 2Q: A Low Overhead High Performance Buffer Management Replacement Algorithm. PVLDB, 1994.
[14]
J. Li, A. Pavlo, and S. Dong. NVMRocks: RocksDB on Non-Volatile Memory Systems. http://istc-bigdata.org/index.php/nvmrocks-rocksdb-on-non-volatile-memory-systems/. Accessed: 2017-02-17.
[15]
P. E. O'Neil, E. Cheng, D. Gawlick, and E. J. O'Neil. The Log-Structured Merge-Tree (LSM-Tree). Acta Inf., 1996.
[16]
I. Oukid, D. Booss, W. Lehner, P. Bumbulis, and T. Willhalm. SOFORT: a hybrid SCM-DRAM storage engine for fast data recovery. International Workshop on Data Management on New Hardware, 2014.
[17]
S. Pelley, T. F. Wenisch, B. T. Gold, and B. Bridge. Storage Management in the NVRAM Era. PVLDB, 2013.
[18]
SNIA. NVM Programming Model V1.1. http://www.snia.org/sites/default/files/NVMProgrammingModel_v1.1.pdf, 2015.
[19]
M. Wilcox. Add support for NV-DIMMs to ext4. https://lwn.net/Articles/613384/. Accessed: 2017-02-17.
[20]
J. Xu and S. Swanson. NOVA A Log-structured File System for Hybrid Volatile/Non-volatile Main Memories. Proceedings of the 14th USENIX Conference on File and Storage Technologies (FAST), 2016.

Cited By

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  • (2022)Multi-versioned log-structured index2022 Ivannikov Memorial Workshop (IVMEM)10.1109/IVMEM57067.2022.9983963(35-42)Online publication date: 23-Sep-2022
  • (2021)Selective caching: a persistent memory approach for multi-dimensional index structuresDistributed and Parallel Databases10.1007/s10619-021-07327-0Online publication date: 14-Mar-2021
  • (2020)WAL-assisted Tiering: Painlessly Improving Your Favorite Log-Structured KV Store Instead of Building a New OneProceedings of the International Symposium on Memory Systems10.1145/3422575.3422802(304-316)Online publication date: 28-Sep-2020
  • Show More Cited By

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cover image ACM Other conferences
DAMON '17: Proceedings of the 13th International Workshop on Data Management on New Hardware
May 2017
70 pages
ISBN:9781450350259
DOI:10.1145/3076113
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 14 May 2017

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SIGMOD/PODS'17

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Overall Acceptance Rate 94 of 127 submissions, 74%

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Cited By

View all
  • (2022)Multi-versioned log-structured index2022 Ivannikov Memorial Workshop (IVMEM)10.1109/IVMEM57067.2022.9983963(35-42)Online publication date: 23-Sep-2022
  • (2021)Selective caching: a persistent memory approach for multi-dimensional index structuresDistributed and Parallel Databases10.1007/s10619-021-07327-0Online publication date: 14-Mar-2021
  • (2020)WAL-assisted Tiering: Painlessly Improving Your Favorite Log-Structured KV Store Instead of Building a New OneProceedings of the International Symposium on Memory Systems10.1145/3422575.3422802(304-316)Online publication date: 28-Sep-2020
  • (2020)Selective Caching: A Persistent Memory Approach for Multi-Dimensional Index Structures2020 IEEE 36th International Conference on Data Engineering Workshops (ICDEW)10.1109/ICDEW49219.2020.00010(115-120)Online publication date: Apr-2020
  • (2019)A scalable and persistent key-value store using non-volatile memoryProceedings of the 34th ACM/SIGAPP Symposium on Applied Computing10.1145/3297280.3298991(464-467)Online publication date: 8-Apr-2019
  • (2018)A Comparative Study of Secondary Indexing Techniques in LSM-based NoSQL DatabasesProceedings of the 2018 International Conference on Management of Data10.1145/3183713.3196900(551-566)Online publication date: 27-May-2018
  • (2018)Managing Non-Volatile Memory in Database SystemsProceedings of the 2018 International Conference on Management of Data10.1145/3183713.3196897(1541-1555)Online publication date: 27-May-2018

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