pLPAQ : Accelerating LPAQ Compression on FPGA
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
Original language | English |
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Title of host publication | 2022 International Conference on Field-Programmable Technology (ICFPT) |
Publisher | Institute of Electrical and Electronics Engineers, Inc. |
Number of pages | 6 |
ISBN (electronic) | 978-1-6654-5336-3 |
ISBN (print) | 978-1-6654-5337-0 |
Publication status | Published - 2022 |
Conference
Title | 2022 International Conference on Field-Programmable Technology (ICFPT 2022) |
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Location | Hong Kong University of Science and Technology |
Place | China |
City | Hong Kong |
Period | 5 - 9 December 2022 |
Link(s)
Abstract
In recent years, the demand for data storage space has increased dramatically due to the exponential growth of data volume. Data compression is of great significance since it saves data storage space and reduces data transfer demand. Compression algorithms based on statistical models have a much higher compression ratio than dictionary-based methods, but the high computational time cost of statistical modeling limits their wider application. In this paper, we introduce pLPAQ, an FPGA-based design of a powerful compression algorithm LPAQ based on statistical models. A novel hardware accelerator is proposed to speed up LPAQ by fully utilizing the parallelism of FPGA. Experimental results show that the proposed design can achieve a throughput of 12 MB/s on Xilinx Virtex Plus UltraScale XCVU9P card, 25x faster than executing on AMD Ryzen R7 4800U at 2.8 GHz and 80x faster compared with the naive FPGA implementation on average.
Research Area(s)
- Data Compression, FPGA, LPAQ
Citation Format(s)
pLPAQ: Accelerating LPAQ Compression on FPGA. / Tang, Dongdong; Sun, Xuan; Guan, Nan et al.
2022 International Conference on Field-Programmable Technology (ICFPT). Institute of Electrical and Electronics Engineers, Inc., 2022.
2022 International Conference on Field-Programmable Technology (ICFPT). Institute of Electrical and Electronics Engineers, Inc., 2022.
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review