WiscSort: External Sorting for Byte-Addressable Storage

Author:

Banakar Vinay1,Wu Kan2,Patel Yuvraj3,Keeton Kimberly2,Arpaci-Dusseau Andrea C.1,Arpaci-Dusseau Remzi H.1

Affiliation:

1. University of Wisconsin Madison

2. Google

3. University of Edinburgh

Abstract

We present WiscSort, a new approach to high-performance concurrent sorting for existing and future byte-addressable storage (BAS) devices. WiscSort carefully reduces writes, exploits random reads by splitting keys and values during sorting, and performs interference-aware scheduling with thread pool sizing to avoid I/O bandwidth degradation. We introduce the BRAID model which encompasses the unique characteristics of BAS devices. Many state-of-the-art sorting systems do not comply with the BRAID model and deliver sub-optimal performance, whereas WiscSort demonstrates the effectiveness of complying with BRAID. We show that WiscSort is 2-7 x faster than competing approaches on a standard sort benchmark. We evaluate the effectiveness of key-value separation on different key-value sizes and compare our concurrency optimizations with various other concurrency models. Finally, we emulate generic BAS devices and show how our techniques perform well with various combinations of hardware properties.

Publisher

Association for Computing Machinery (ACM)

Subject

General Earth and Planetary Sciences,Water Science and Technology,Geography, Planning and Development

Reference66 articles.

1. 2011. Level DB. https://github.com/google/leveldb 2011. Level DB. https://github.com/google/leveldb

2. 2011. SQLite Virtual Database Engine External Sorter. https://github.com/sqlite/sqlite/blob/master/src/vdbesort.c 2011. SQLite Virtual Database Engine External Sorter. https://github.com/sqlite/sqlite/blob/master/src/vdbesort.c

3. 2012. Rocks DB. http://rocksdb.org/ 2012. Rocks DB. http://rocksdb.org/

4. 2022. Apache Avro. https://avro.apache.org/. [Accessed 26-Sep-2022]. 2022. Apache Avro. https://avro.apache.org/. [Accessed 26-Sep-2022].

5. 2022. Compute Express Link. https://www.computeexpresslink.org/. 2022. Compute Express Link. https://www.computeexpresslink.org/.

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Sorting on Byte-Addressable Storage: The Resurgence of Tree Structure;Proceedings of the VLDB Endowment;2024-02

2. PMLDS: An LSM-Tree Direct Managed Storage for Key-Value Stores on Byte-Addressable Devices;Proceedings of the 52nd International Conference on Parallel Processing;2023-08-07

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