AUB ScholarWorks

Hadoop extensions for distributed computing on reconfigurable active SSD clusters

Show simple item record

dc.contributor.author Kaitoua A.
dc.contributor.author Hajj H.
dc.contributor.author Saghir M.A.R.
dc.contributor.author Artail H.
dc.contributor.author Akkary H.
dc.contributor.author Awad M.
dc.contributor.author Sharafeddine M.
dc.contributor.author Mershad K.
dc.contributor.editor
dc.date 2014
dc.date.accessioned 2017-10-04T11:07:28Z
dc.date.available 2017-10-04T11:07:28Z
dc.date.issued 2014
dc.identifier 10.1145/2608199
dc.identifier.isbn
dc.identifier.issn 15443566
dc.identifier.uri http://hdl.handle.net/10938/14634
dc.description.abstract In this article, we propose new extensions to Hadoop to enable clusters of reconfigurable active solid-state drives (RASSDs) to process streaming data from SSDs using FPGAs. We also develop an analytical model to estimate the performance of RASSD clusters running under Hadoop. Using the Hadoop RASSD platform and network simulators, we validate our design and demonstrate its impact on performance for different workloads taken from Stanford's Phoenix MapReduce project. Our results show that for a hardware acceleration factor of 20×, compute-intensive workloads processing 153MB of data can run up to 11× faster than a standard Hadoop cluster. © 2014 ACM.
dc.format.extent
dc.language English
dc.publisher Association for Computing Machinery; NEW YORK
dc.relation.ispartof Publication Name: Transactions on Architecture and Code Optimization; Publication Year: 2014; Volume: 11; no. 2;
dc.relation.ispartofseries
dc.relation.uri
dc.source Scopus
dc.subject.other
dc.title Hadoop extensions for distributed computing on reconfigurable active SSD clusters
dc.type Article
dc.contributor.affiliation Kaitoua, A., Electrical and Computer Engineering Department, American University of Beirut, Bless street, Beirut, Lebanon
dc.contributor.affiliation Hajj, H., Electrical and Computer Engineering Department, American University of Beirut, Bless street, Beirut, Lebanon
dc.contributor.affiliation Saghir, M.A.R., Electrical and Computer Engineering Department, Texas A and M University at Qatar, P.O. Box 23874, Doha, Qatar
dc.contributor.affiliation Artail, H., Electrical and Computer Engineering Department, American University of Beirut, Bless street, Beirut, Lebanon
dc.contributor.affiliation Akkary, H., Electrical and Computer Engineering Department, American University of Beirut, Bless street, Beirut, Lebanon
dc.contributor.affiliation Awad, M., Electrical and Computer Engineering Department, American University of Beirut, Bless street, Beirut, Lebanon
dc.contributor.affiliation Sharafeddine, M., Electrical and Computer Engineering Department, American University of Beirut, Bless street, Beirut, Lebanon
dc.contributor.affiliation Mershad, K., Electrical and Computer Engineering Department, American University of Beirut, Bless street, Beirut, Lebanon
dc.contributor.authorAddress
dc.contributor.authorCorporate University: American University of Beirut; Faculty: Faculty of Engineering and Architecture; Department: Electrical and Computer Engineering;
dc.contributor.authorDepartment Electrical and Computer Engineering
dc.contributor.authorDivision
dc.contributor.authorEmail aak69@aub.edu.lb; hh63@aub.edu.lb; mazen.saghir@qatar.tamu.edu; ha27@aub.edu.lb; ha95@aub.edu.lb; ma162@aub.edu.lb; mas117@aub.edu.lb; kwm03@aub.edu.lb
dc.contributor.faculty Faculty of Engineering and Architecture
dc.contributor.authorInitials Kaitoua, A
dc.contributor.authorInitials Hajj, H
dc.contributor.authorInitials Saghir, MAR
dc.contributor.authorInitials Artail, H
dc.contributor.authorInitials Akkary, H
dc.contributor.authorInitials Awad, M
dc.contributor.authorInitials Sharafeddine, M
dc.contributor.authorInitials Mershad, K
dc.contributor.authorOrcidID
dc.contributor.authorReprintAddress Kaitoua, A (reprint author), Amer Univ Beirut, Dept Elect and Comp Engn, Bless St, Beirut, Lebanon.
dc.contributor.authorResearcherID
dc.contributor.authorUniversity American University of Beirut
dc.description.cited ABBANI A, 2011, P 2011 IEEE INT C HI, P25; Abbasi A, 2012, 2012 16TH CSI INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE AND DIGITAL SYSTEMS (CADS), P178, DOI 10.1109-CADS.2012.6316441; Acharya A, 1998, ACM SIGPLAN NOTICES, V33, P81, DOI 10.1145-291006.291026; Ali A. R., 2012, P INT C ENG TECHN IC, P1, DOI DOI 10.1017-S0033291712002139; ATTEBURY GA, 2009, NUCL SCI S C REC NSS; Basaran C, 2013, J PARALLEL DISTR COM, V73, P522, DOI 10.1016-j.jpdc.2013.01.004; CHU CTS, 2006, 6 NIPS; DANDASS Y, 2008, BMC BIOINFORMATICS, V9, P1; Dean J, 2008, COMMUN ACM, V51, P107, DOI 10.1145-1327452.1327492; Dou Y., 2005, P ACM SIGDA 13 INT S, P86, DOI 10.1145-1046192.1046204; Elnikety E., 2011, Proceedings of the 2011 IEEE 3rd International Conference on Cloud Computing Technology and Science (CloudCom 2011), DOI 10.1109-CloudCom.2011.21; Estlick M., 2001, P ACM SIGDA INT S FI, P103, DOI 10.1145-360276.360311; Fang WB, 2011, IEEE T PARALL DISTR, V22, P608, DOI 10.1109-TPDS.2010.158; Gibson GA, 1998, ACM SIGPLAN NOTICES, V33, P92, DOI 10.1145-291006.291029; Gokhale M, 2003, J SUPERCOMPUT, V26, P131, DOI 10.1023-A:1024495400663; *HAD, 2012, WELC AP PIG; *HAD, 2014, WELC AP HAD; *HBASE, 2014, WELC AP HBASE; He BS, 2008, PACT'08: PROCEEDINGS OF THE SEVENTEENTH INTERNATIONAL CONFERENCE ON PARALLEL ARCHITECTURES AND COMPILATION TECHNIQUES, P260, DOI 10.1145-1454115.1454152; HELMREICH SC, 2006, SAND20063640; HERODOTOU H, 2011, CS201105 DUK COMP SC; Hong CT, 2010, PACT 2010: PROCEEDINGS OF THE NINETEENTH INTERNATIONAL CONFERENCE ON PARALLEL ARCHITECTURES AND COMPILATION TECHNIQUES, P217, DOI 10.1145-1854273.1854303; HOSSAIN TI, 2008, INTRO NETWORK SIMULA; HSIAO D, 1979, IEEE COMPUTER; Hussain H. M., 2011, Proceedings of the 2011 NASA-ESA Conference on Adaptive Hardware and Systems (AHS), DOI 10.1109-AHS.2011.5963944; JI F, 2011, P 25 IPDPS MAY, P805; JOMAA MKD, 2013, P 2013 22 INT C COMP, P1; Keeton K., 1998, ACM SIGMOD RECORD, V27, P42, DOI 10.1145-290593.290602; LAVENIER D, 2000, LAUR003079 LOS AL NA; Liu X.-J., 2009, P ECOC VIENN AUSTR, P1, DOI 10.1145-1555619.1555642; *MAH, 2014, WHAT IS AP MAH; Manyika J, 2011, BIG DATA NEXT FRONTI; MENDON AA, 2012, P 22 IEEE INT C FIEL, P421; Orebaugh A., 2006, WIRESHARK ETHEREAL N; OZKARAHAN E, 1975, P AFIPS NCC, P379, DOI 10.1145-1499949.1500024; Riedel E, 2001, COMPUTER, V34, P68, DOI 10.1109-2.928624; RIEDEL E, 1999, TECHNICAL REPORT; SAEGUSA T, 2006, P INT C FIELD PROGR, P1; Scofield TC, 2010, COMPUT SCI ENG, V12, P66, DOI 10.1109-MCSE.2010.93; Shan Y., 2010, P 18 ANN ACM SIGDA I, P93, DOI DOI 10.1145-1723112.1723129; Stuart J. A., 2011, Proceedings of the 25th IEEE International Parallel and Distributed Processing Symposium (IPDPS 2011), DOI 10.1109-IPDPS.2011.102; SU SYW, 1979, IEEE T COMPUT, V28, P430; *TX INSTR, 2006, USB INT AD EV MOD US; *TX INSTR, 2012, FUS DIG POW SOFTW; YEUNG H, 2008, P 16 INT S FIELD PRO, P149; Yoo RM, 2009, I S WORKL CHAR PROC, P198
dc.description.citedCount
dc.description.citedTotWOSCount 0
dc.description.citedWOSCount 0
dc.format.extentCount 1
dc.identifier.articleNo 22
dc.identifier.coden
dc.identifier.pubmedID
dc.identifier.scopusID 84907372451
dc.identifier.url
dc.publisher.address 2 PENN PLAZA, STE 701, NEW YORK, NY 10121-0701 USA
dc.relation.ispartofConference
dc.relation.ispartofConferenceCode
dc.relation.ispartofConferenceDate
dc.relation.ispartofConferenceHosting
dc.relation.ispartofConferenceLoc
dc.relation.ispartofConferenceSponsor
dc.relation.ispartofConferenceTitle
dc.relation.ispartofFundingAgency
dc.relation.ispartOfISOAbbr ACM Trans. Archit. Code Optim.
dc.relation.ispartOfIssue 2
dc.relation.ispartOfPart
dc.relation.ispartofPubTitle Transactions on Architecture and Code Optimization
dc.relation.ispartofPubTitleAbbr Trans. Archit. Code Optim.
dc.relation.ispartOfSpecialIssue
dc.relation.ispartOfSuppl
dc.relation.ispartOfVolume 11
dc.source.ID WOS:000341066600008
dc.type.publication Journal
dc.subject.otherAuthKeyword Active storage
dc.subject.otherAuthKeyword Data-intensive computing
dc.subject.otherAuthKeyword Middleware
dc.subject.otherChemCAS
dc.subject.otherIndex Digital storage
dc.subject.otherIndex Field programmable gate arrays (FPGA)
dc.subject.otherIndex Middleware
dc.subject.otherIndex Active storage
dc.subject.otherIndex Data-intensive computing
dc.subject.otherIndex Hardware acceleration
dc.subject.otherIndex Map-reduce
dc.subject.otherIndex Network simulators
dc.subject.otherIndex Reconfigurable
dc.subject.otherIndex Solid-state drives
dc.subject.otherIndex Streaming data
dc.subject.otherIndex Reconfigurable hardware
dc.subject.otherKeywordPlus MAPREDUCE
dc.subject.otherKeywordPlus DISKS
dc.subject.otherWOS Computer Science, Hardware and Architecture
dc.subject.otherWOS Computer Science, Theory and Methods


Files in this item

Files Size Format View

There are no files associated with this item.

This item appears in the following Collection(s)

Show simple item record

Search AUB ScholarWorks


Browse

My Account