High-Throughput BitPacking Compression
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| Titel: | High-Throughput BitPacking Compression |
|---|---|
| Autoren: | Lisa, Nusrat Jahan, Nguyen, Tuan Duy Anh, Habich, Dirk, Kumar, Akash, Lehner, Wolfgang |
| Weitere Verfasser: | Konofaos, Nikos, Kitsos, Paris |
| Quelle: | Jahan Lisa, N, Nguyen, T D A, Habich, DI, Kumar, A & Lehner, W 2019, High-Throughput BitPacking Compression. in N Konofaos & P Kitsos (eds), Proceedings-Euromicro Conference on Digital System Design, DSD 2019., 8875016, IEEE Signal Processing Society, Proceedings-Euromicro Conference on Digital System Design, DSD 2019, pp. 643-646, 22nd Euromicro Conference on Digital System Design, DSD 2019, Kallithea, Chalkidiki, Greece, 28/08/2019. https://doi.org/10.1109/DSD.2019.00101 |
| Verlagsinformationen: | IEEE, 2019. |
| Publikationsjahr: | 2019 |
| Schlagwörter: | ddc:004, In-Memory-Datenbanksysteme, leichte Datenkompression, FPGA, BitPacking, in-memory database systems, BitPacking, lightweight data compression, 0202 electrical engineering, electronic engineering, information engineering, 02 engineering and technology, FPGA, in-memory database systems, lightweight data compression, FPGA, BitPacking |
| Beschreibung: | To efficiently support analytical applications from a data management perspective, in-memory column store database systems are state-of-the art. In this kind of database system, lossless lightweight integer compression schemes are crucial to keep the memory storage as low as possible and to speedup query processing. In this specific compression domain, BitPacking is one of the most frequently applied compression scheme. However, (de) compression should not come with any additional cost during run time, but should be provided transparently without compromising the overall system performance. To achieve that, we focus on acceleration of BitPacking using Field Programmable Gate Arrays (FPGAs). Therefore, we outline several FPGA designs for BitPacking in this paper. As we are going to show in our evaluation, our specific designs provide the BitPacking compression scheme with high-throughput. |
| Publikationsart: | Article Contribution for newspaper or weekly magazine Conference object |
| DOI: | 10.1109/dsd.2019.00101 |
| Zugangs-URL: | https://tud.qucosa.de/api/qucosa:82192/attachment/ATT-0/ https://tud.qucosa.de/id/qucosa:82192 |
| Rights: | IEEE Copyright |
| Dokumentencode: | edsair.doi.dedup.....6c092ea2e98bdeb8f5b485e644f03943 |
| Datenbank: | OpenAIRE |
Nájsť tento článok vo Web of Science | Abstract: | To efficiently support analytical applications from a data management perspective, in-memory column store database systems are state-of-the art. In this kind of database system, lossless lightweight integer compression schemes are crucial to keep the memory storage as low as possible and to speedup query processing. In this specific compression domain, BitPacking is one of the most frequently applied compression scheme. However, (de) compression should not come with any additional cost during run time, but should be provided transparently without compromising the overall system performance. To achieve that, we focus on acceleration of BitPacking using Field Programmable Gate Arrays (FPGAs). Therefore, we outline several FPGA designs for BitPacking in this paper. As we are going to show in our evaluation, our specific designs provide the BitPacking compression scheme with high-throughput. |
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| DOI: | 10.1109/dsd.2019.00101 |