Conflict Detection-Based Run-Length Encoding - AVX-512 CD Instruction Set in Action.
Research output: Contribution to book/conference proceedings/anthology/report › Conference contribution › Contributed › peer-review
Contributors
Abstract
Data as well as hardware characteristics are two key aspects for efficient data management. This holds in particular for the field of in-memory data processing. Aside from increasing main memory capacities, efficient in-memory processing benefits from novel processing concepts based on lightweight compressed data. Thus, an active research field deals with the adaptation of new hardware features such as vectorization using SIMD instructions to speedup lightweight data compression algorithms. Following this trend, we propose a novel approach for run-length encoding, a well-known and often applied lightweight compression technique. Our novel approach is based on newly introduced conflict detection (CD) instructions in Intel's AVX-512 instruction set extension. As we are going to show, our CD-based approach has unique properties and outperforms the state-of-the-art RLE approach for data sets with small run lengths.
Details
Original language | English |
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Title of host publication | Proceedings - IEEE 34th International Conference on Data Engineering Workshops, ICDEW 2018 |
Publisher | IEEE, New York [u. a.] |
Pages | 96-101 |
Number of pages | 6 |
ISBN (electronic) | 9781538663066 |
Publication status | Published - 2 Jul 2018 |
Peer-reviewed | Yes |
Conference
Title | 34th IEEE International Conference on Data Engineering Workshops, ICDEW 2018 |
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Duration | 16 - 19 April 2018 |
City | Paris |
Country | France |
External IDs
Scopus | 85049809911 |
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ORCID | /0000-0001-8107-2775/work/142253476 |
Keywords
ASJC Scopus subject areas
Keywords
- AVX 512, Lightweight data compression, Run length encoding, Vectorization