Title :
Deep packet inspection using parallel Bloom filters
Author :
Dharmapurikar, Sarang ; Krishnamurthy, Praveen ; Sproull, Todd ; Lockwood, John
Author_Institution :
Comput. Sci. & Eng. Dept., Washington Univ. in Saint Louis, MO, USA
Abstract :
Recent advances in network packet processing focus on payload inspection for applications that include content-based billing, layer-7 switching and Internet security. Most of the applications in this family need to search for predefined signatures in the packet payload. Hence an important building block of these processors is string matching infrastructure. Since conventional software-based algorithms for string matching have not kept pace with high network speeds, specialized high-speed, hardware-based solutions are needed. We describe a technique based on Bloom filters for detecting predefined signatures (a string of bytes) in the packet payload. A Bloom filter is a data structure for representing a set of strings in order to support membership queries. We use hardware Bloom filters to isolate all packets that potentially contain predefined signatures. Another independent process eliminates false positives produced by Bloom filters. We outline our approach for string matching at line speeds and present a performance analysis. Finally, we report the results for a prototype implementation of this system on the FPX platform. Our analysis shows that with the state-of-the-art FPGAs, a set of 10,000 strings can be scanned in the network data at the line speed of OC-48 (2.4 Gbps).
Keywords :
data structures; field programmable gate arrays; logic design; packet switching; query processing; string matching; 2.4 Gbit/s; FPGA; FPX platform; Internet security; content-based billing; deep packet inspection; false positive elimination; hardware Bloom filters; hash functions; layer-7 switching; membership queries data structure; network data line speed; network packet processing; packet payload predefined signatures; parallel Bloom filters; payload inspection; payload scanning; string matching infrastructure; Application software; Data structures; Hardware; IP networks; Information filtering; Information filters; Inspection; Packet switching; Payloads; Performance analysis;
Conference_Titel :
High Performance Interconnects, 2003. Proceedings. 11th Symposium on
Print_ISBN :
0-7695-2012-X
DOI :
10.1109/CONECT.2003.1231477