DocumentCode
1952315
Title
Multi-Core Architecture on FPGA for Large Dictionary String Matching
Author
Wang, Qingbo ; Prasanna, Viktor K.
Author_Institution
Ming Hsieh Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
fYear
2009
fDate
5-7 April 2009
Firstpage
96
Lastpage
103
Abstract
FPGA has long been considered an attractive platform for high performance implementations of string matching. However, as the size of pattern dictionaries continues to grow, such large dictionaries can be stored in external DRAM only. The increased memory latency and limited bandwidth pose new challenges to FPGA-based designs, and the lack of spatial and temporal locality in data access also leads to low utilization of memory bandwidth. In this paper, we propose a multi-core architecture on FPGA to address these challenges. We adopt the popular Aho-Corasick (AC-opt) algorithm for our string matching engine. Utilizing the data access feature in this algorithm, we design a specialized BRAM buffer for the cores to exploit a data reuse existing in such applications. Several design optimization techniques are utilized to realize a simple design with high clock rate for the string matching engine. An implementation of a 2-core system with one shared BRAM buffer on a Virtex-5 LX155 achieves up to 3.2 Gbps throughput on a 64 MB state transition table stored in DRAM. Performance of systems with more cores is also evaluated for this architecture, and a throughput of over 5.5 Gbps can be obtained for some application scenarios.
Keywords
DRAM chips; buffer storage; field programmable gate arrays; performance evaluation; string matching; Aho-Corasick algorithm; BRAM buffer; FPGA multicore architecture; Virtex-5 LX155; data reuse; external DRAM; field programmable gate arrays; large dictionary string matching; memory latency; string matching engine; system performance; Algorithm design and analysis; Bandwidth; Buffer storage; Delay; Design optimization; Dictionaries; Engines; Field programmable gate arrays; Random access memory; Throughput; FPGA; Multi-core Architecture; String Matching;
fLanguage
English
Publisher
ieee
Conference_Titel
Field Programmable Custom Computing Machines, 2009. FCCM '09. 17th IEEE Symposium on
Conference_Location
Napa, CA
Print_ISBN
978-0-7695-3716-0
Type
conf
DOI
10.1109/FCCM.2009.43
Filename
5290944
Link To Document