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Protein Sequence Pattern Matching: Leveraging Application Specific Hardware Accelerators

delete2014-02-01
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AI
S
Sagi Manole *
A
Amit Golander
S
Shlomo Weiss
DOI:10.1109/TC.2012.187delete
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摘要

摘要

En 中文
Digitalization has brought a tremendous momentum to health care research. Recognition of patterns in proteins is crucial for identifying possible functions of newly discovered proteins, as well as analysis of known proteins for previously undetermined activity. In this paper, the workload consists of locating patterns from the PROSITE database in protein sequences. We optimize the pattern search task by using a new breed of processors that merge network and server attributes. We leverage massive multithreading and regular-expression (RegX) hardware accelerators; the latter were designed and built for an entirely different application-high-bandwidth deep-packet inspection. Our multithreading optimization achieves 18x improvement, but by harnessing a RegX accelerator we were able to further demonstrate a significant 392x improvement relative to software pattern matching. Moreover, performance per area and power consumption are improved by multiple orders of magnitude as well.
Keyword:
Protein sequence
pattern matching
hardware accelerator
multithreading
SMT
CMP

期刊

IEEE Transactions on Computers 封面图
IEEE Transactions on Computers
IF:
3.8
论文数:
5.3K
被引数:
9.8K

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ibm israel
学者数:
68
论文数: 44
被引数: 0
I
international business machines (ibm)
学者数:
5.7K
论文数: 4.5K
被引数: 4
T
Tel Aviv University
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3.7W
论文数: 3.0W
被引数: 3.6W
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