high performance computing: evolution or...
TRANSCRIPT
High Performance Computing:High Performance Computing:Evolution or ReEvolution or Re--Definition?Definition?
HPCS 2003Sherbrooke, Quebec, Canada
May 11-14, 2003
David BarkaiHPC Computational Architect
Intel
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
What this talk is about
Observations about the evolution of HPCChoices & MetricsChallengesFrom clusters to gridsConvergence of technologies?
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
HPC Evolution
Custom CPUsCustom memoryCustom packagingCustom interconnectsCustom OS
COTS CPUsCOTS memoryCustom packagingCustom interconnectsCustom OS
COTS CPUCOTS MemoryCOTS PackagingCOTS InterconnectsCOTS OS
1980
~$5 million/gigaflop
1980
~$5 million/gigaflop 1990
~$200K /gigaflop
1990
~$200K /gigaflop 2000
<$2K /gigaflop
2000
<$2K /gigaflopFrom ~1GF ~100’s GF >10TFFrom ~1GF ~100’s GF >10TF
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
HPC EvolutionThe Enabling Hardware Technologies
EUV Lithography 15nm
TeraHertz Transistor(Performance , Power )
SiliconDie
Bumpless Build-Up Layer (BBUL)
Packaging
52-megabit chipone square micronSRAM cell on 90nm
Manufacturing (130nm)
300mm Wafers
www.intel.com/research/silicon
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
HPC Evolution
Silicon by the end of the Decade
Transistors
40048008
80858086
286386
486
Pentium® Pro
Itanium®
1.8B
0.001
0.01
0.1
1
10
100
1,000
10,000
’70 ’80 ’90 ’00 ’10
~2B Transistors
8080
Xeon®
Itanium2®
1,000
10,000
100,000
Itanium® procPentium® Pro
Pentium® proc486
100
’00
386286
1
10
’70 ’90
80868085
80808008
4004
’800.1
30GHz
14GHz6.5GHz
3 GHz
’10
~30 GHz
Frequency
10,00
100,000
1,000,000
“30 gigahertz devices, 10 nanometer or less delivering “30 gigahertz devices, 10 nanometer or less delivering a tera instruction of performance by 2010a tera instruction of performance by 2010”(1)”(1)
1) Pat Gelsinger, Intel CTO, Spring 2002 IDF
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
HPC Evolution
Vertical Model
Workforce ProductivityWorkforce ProductivityTechnology RefreshTechnology Refresh
High Performance ComputingHigh Performance ComputingServer ConsolidationServer Consolidation
Gov
ernm
ent &
Educ
atio
n
Ret
ail &
CPG
Hea
lthca
re
Dig
ital M
edia
Com
mun
icat
ions
Man
ufac
turin
g
Ener
gy &
Util
ities
Fina
ncia
l Ser
vice
s
System Management CRM, SCM, EAI, ERP
Security, Mobility/Occasionally ConnectedG
over
nmen
t &Ed
ucat
ion
Ret
ail &
CPG
Hea
lthca
re
Dig
ital M
edia
Com
mun
icat
ions
Man
ufac
turin
g
Ener
gy
Fina
ncia
l Ser
vice
s
Life
Sci
ence
s
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
HPC Evolution
Mutual Interests and Objectives
Technology Leadership Technology Adopters
Market Maker Market Mover & Influencer
Early InnovatorsKey Strategic Influencer
Grand Challenge ProblemsSolution Enabler
Products Computational Needs
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
HPC Evolution
iA Solution Deployments over the last 18mosIndustry•Western GECO•GCC•Shell•Saudi Aramco•Tensor Geophysical •WETA•Pemex•Google•Inpharmatica•Syrxx•Immunex•MDS Proteomics•Pixar•British Petroleum•DaimlerChrysler•SAS•Ifineon•Volvo
Academic•SUNY Buffalo•Denmark Scientific•Mississippi State•Louisiana State•Brookhaven•Clemson•Utah•Cornell•Toronto•Virginia Polytech•Ohio State•Tsinghua Uni.•Imperial College•National U of Singapore•Swinburne•Stanford Linear Accelerator •South Hampton•Valencia•Oxford•Johns Hopkins•Cal Tech•Belfast•Zeijing•Princeton
Government•Tera-Grid•Los Alamos National Lab •Lawrence Livermore National Lab•NOAA•Pacific Northwest National Lab •Sandia National Lab•NCSA•Classified Defense Sites•China Atmospheric Center•CERN•China Atmosphere•Seoul National University Grid•Ohio Supercomputing Center•Inria
…and many others
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
The Growing Popularity of Cluster Computing
HPC Evolution
The number of clusters in the TOP500 has grown to nearly 20 percent, with a total of 93 systems, 56 of them are Intel Architecture based.
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
HPC EvolutionThe Community Triangle
HPC Community
Intel
HPC-FocusedComputational
Scientists
Fellow-travelers:OEM,IHV, ISV
World-wide HPC team chartered with beingthe conduit between Intel and the HPC user community
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Choices, MetricsIntel® Architecture Server
Processor RoadmapPe
rfor
man
ce ,
RA
S, S
cala
bilit
y
2002 2004
. . .. . .
Intel® Itanium® 2 Processor
Intel® Itanium® Intel® Itanium® 2 Processor2 Processor Intel® Xeon™
ProcessorIntel® Xeon™Intel® Xeon™
ProcessorProcessor
2003 2005
Intel® Itanium® 2 Processor (“Madison”)
Intel® Itanium® Intel® Itanium® 2 Processor 2 Processor (“Madison”)(“Madison”)
. . .. . .
Intel® Xeon™Processor
Intel® Xeon™Intel® Xeon™ProcessorProcessor
Future IA-32Xeon Processor
Family
Future IAFuture IA--3232Xeon ProcessorXeon Processor
FamilyFamily
• Intel® Itanium® architecture
• 1 GHz• 0.18µ• 3MB IL3 cache
• 0.13µ• 6MB IL3 cache•Intel® Itanium® 2 processor platform compatible
• 130nm• 9MB IL3 cache• Intel® Itanium® 2
processor platform compatible
• Intel® NetBurst™ microarchitecture• Hyper-Threading Technology• 0 .13µ; 2MB iL3 cache
• Intel® NetBurst™ microarchitecture• Hyper-Threading Technology• Large iL3 cache• 90nm
2006-Beyond
Future Future DirectionsDirections
••Second half ofSecond half ofdecade could decade could see:see:<65nm process<65nm process~1 billion ~1 billion
transistorstransistors--MultiMulti--threading threading on Itanium on Itanium Processor FamilyProcessor Family
••Possible uses forPossible uses for1Bn transistors;1Bn transistors;--Very large L3Very large L3cachescaches
--Multiple Multiple processor cores processor cores with shared with shared cachecache
All dates specified are target dates, are provided for planning purposes only and are subject to change
Intel® Itanium® 2 Processor (“Madison+”)
Intel® Itanium® Intel® Itanium® 2 Processor 2 Processor (“Madison+”)(“Madison+”)
Intel® Itanium® Dual Core Processor
(“Montecito”)
Intel® Itanium® Intel® Itanium® Dual Core Dual Core Processor Processor
(“Montecito”)(“Montecito”)
Deerfield~60w
~1.5MB IL310Gb SerDesIntegrated on90nm process
PCI-Express
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Choices, Metrics
14
19851985 20022002
SystemSystemCapabilityCapability
ProcessorProcessorFrequencyFrequency
Intel® 486Processor
Intel® 486Intel® 486ProcessorProcessori386
Processori386i386
ProcessorProcessor
Pentium®Processor
Pentium®Pentium®ProcessorProcessor
Pentium® ProProcessor
Pentium® ProPentium® ProProcessorProcessor
Pentium® IIXeon™Processor
Pentium® IIPentium® IIXeon™Xeon™ProcessorProcessor
Pentium® IIIXeon™Processor
Pentium® Pentium® IIIIIIXeon™Xeon™ProcessorProcessor
Itanium™Processor
Itanium™Itanium™ProcessorProcessor
Xeon™ProcessorXeon™Xeon™ProcessorProcessor
More than SiliconMore than Silicon
ProcessorProcessorCapabilitiesCapabilities
32-bit3232--bitbit
Mathc o pro c e s s o r
MathMathc o pro c e s s o rc o pro c e s s o r
MMXTe c hno lo g y
MMXMMXTe c hno lo g yTe c hno lo g y
S upe rs c alarS upe rs c alarS upe rs c alar
S MPS MPS MP
Ne tburs t™µ-arc h
Ne tburs t™Ne tburs t™µµ--arc harc h
L2 Cac he Bus
L2 Cac he L2 Cac he BusBus
Larg e L2Larg e L2Larg e L2
S tre am ing S IMDExte ns io ns
S tre am ing S IMDS tre am ing S IMDExte ns io nsExte ns io ns
Inte g rate d L2Inte g rate d L2Inte g rate d L2
ECCECCECC
EPICEPICEPIC
MCAMCAMCA
64-bitArc h.6464--bitbitArc h.Arc h.
Cartridg eCartridg eCartridg e
Hype r-Thre adingTe c hno lo g y
Hype rHype r--Thre adingThre adingTe c hno lo g yTe c hno lo g y
S S E2S S E2S S E2
(Paralle lis m )(Paralle lis m )(Paralle lis m )
S e am le s s4-way
S e am le s sS e am le s s44--w ayway
2-way22--w ayway
Pro fus io n8-way
Pro fus io nPro fus io n88--wayway
AGP2X
AGPAGP2X2X
AGP4X
AGPAGP4X4X
Larg e S MP16-64P
Larg e S MPLarg e S MP1616--64P64P
Platform & Platform & ChipsetChipset
CapabilitiesCapabilities
InfiniBand*Te c hno lo g yInfiniBand*InfiniBand*Te c hno lo g yTe c hno lo g y
AGP8X
AGPAGP8X8X
Ultra-de ns eFo rm fac to rsUltraUltra--de ns ede ns e
Fo rm fac to rsFo rm fac to rsCarrie r-g rade
S e rve rsCarrie rCarrie r--g radeg rade
S e rve rsS e rve rs
PCIPCIPCI
FaultTo le ranc e
FaultFaultTo le ranc eTo le ranc e
*Other names and brands are property of their respective owners.*Other names and brands are property of their respective owners.
PCI-xpre s sPCIPCI--xpre s sxpre s s
Multi-c o reMultiMulti--c o rec o re
Mo re GHzMo re GHzMo re GHz
FutureFutureFuture
Innovating at all levels of the platformInnovating at all levels of the platform
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Choices, MetricsBlade Clusters – The Next Wave?
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Some choices of cluster interconnectChoices, Metrics
805 MB/s7.5 usVariousInfiniBand* 4x
340 MB/s< 5 usFat TreeQuadrics*
320 MB/s< 4 us2D/3D TorusDolphin* SCI
243 MB/s7 usFat TreeMyrinet*
BandwidthMPI LatencyTopologyInterconnect
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Choices, Metrics
Software Development Tools
Compilers
VTune™
Performance Analyzer
Performance Libraries
SW Products Developer Services
Intel®
ThreadingTools
www.intel.com/ids
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Choices, Metrics
Processors Chipsets Platform Interconnect Software
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
More than Silicon –Broad Choice of Solutions and Services
Choices, Metrics
Rack SaverDP/1U
Scale-Up(SMP, ccNUMA)
SGI 64/512P
NEC 32P
Unisys 16P
Scale-Out(Cluster)
HPDP/2U HP
4P/4UIBM4P/8P/16P
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Intel Confidential – Internal Use OnlyChoices, Metrics
Solutions Market Development
Solutions ChannelsSolutions Channels
Solutions EnablingSolutions Enabling
ProductsProducts
Architecture / StandardsArchitecture / Standards
*All names and brands are property of their respective owners
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Choices, MetricsDifferentiation of HPC
Computationally intensiveLarge scale appsRandom, dynamic data access patterns
Pre-early adoptersExpert users
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Choices, MetricsArchitectural implications
Fast computational units– Not just floating point
Large memory with high bandwidth & low latency– Larger caches don’t always help– Maintain bandwidth/latency within n-way node
Wide, low-latency interconnect for distributed applications
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Choices, MetricsWe’d like to believe that...
The academic and public sector HPC serves as proving grounds for Industry / private sectorHigh-end technologies experimented by HPC community will go main-stream in 1-2 ‘technology generations’
The Industry needs to invest in HPC becauseits community is technology trend setter and innovator-adopter
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Needs of apps drive selection metrics Choices, Metrics
Cannot satisfy every job – Step 1 = Determine the apps/datasets that matter!– Not necessarily the most demanding..
App “environment” factors; such as --– Distribution of workload by number and size of jobs– Distribution by required time to solution and size– Frequency of compilations, restarts, ..
App characteristics; such as --– Data access patterns and size– Granularity of parallelism– Computations – per data accessed; float/integer mix
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
The Metrics form a multidimensional Choices, Met
Space
rics
Memory- Bandwidth- Latency- Size
Computations- Flop rate- Integer rate- Float/Integer mix
Interconnect- Bandwidth from node- Latency- Bisection bandwidth
Operational Env- Size- Power / rack, total- File System*
* File system choice can be thought as derived from app needs, or as an arch choice that drives others..
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Choices, MetricsDeriving a Metric
Find your part of a surface or a bounded sub-space in the universe of the metricsDetermine the relationships among parameters in your metrics spaceExamples:– Max B:F in node, but <10– B:F:I = 4:1:0.5 or 1:1:0.1 – Min Watt/Flop– Etc., etc.
25
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Choices, MetricsA Paradox?
The choices in cluster components allow us to tailor a cluster to very specific needs– Examples: Vis, Storage clusters
COTS make HPC cluster affordable at the department or project levelAs a result, the cluster can be as specific as we wish..
Commodity components enable (drive?) custom solutions
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Choices, MetricsPrediction
Special Purpose Clusters will be common– More correctly, “tailored” or “tunable” clusters may
become the norm– Is “SPC” or “TC” in our future?
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
ChallengesNot all is done..
A reminder that existing challenges only get worse as we march on to the implications of Moore’s LawThe next frontier(s)– I/O and interconnect keeping pace with processor
speed and memory size– Managing clusters – quality and performance of
monitoring, maintenance, effective use
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
®
9Copyright © 2002 Intel Corporation. All Rights Reserved.*All names and brands are property of their respective owners
Intel WW ServicesIntel WW Services--Dedicated HPC PersonnelDedicated HPC Personnel--End User Developer EnablingEnd User Developer Enabling--Infrastructure (WA, NM, VG) Infrastructure (WA, NM, VG) --Premier Technical SupportPremier Technical Support--HW Design SupportHW Design Support
Intel BuildingIntel BuildingBlocksBlocks--MicroprocessorsMicroprocessors--Chipsets Chipsets --InterconnectsInterconnects--Platform EnablingPlatform Enabling--Software SuiteSoftware Suite
Intel Portfolio Intel Portfolio InvestmentsInvestments--SCALI*, United Devices*SCALI*, United Devices*--Portfolio MatchmakingPortfolio Matchmaking
Strategic CollaborationsStrategic Collaborations--Cornell Theory Center* (CTC)Cornell Theory Center* (CTC)--CERNCERN--NCSANCSA--Western GECO*Western GECO*--European Virtual Grid Center* European Virtual Grid Center* --DaresburyDaresbury Benchmark Center*Benchmark Center*--Singapore Singapore BioITBioIT Grid*Grid*
Intel ProgramsIntel Programs-- 13 major hardware vendors13 major hardware vendors-- Regional LeadersRegional Leaders-- SI ProgramsSI Programs-- iSV iSV enabling enabling
Intel TrainingIntel Training--Worldwide Software CollegeWorldwide Software College--Worldwide TrainingWorldwide Training--Cluster RecipesCluster Recipes--Case Studies/Blue PrintsCase Studies/Blue Prints
IntelIntelManufacturingManufacturing--.13us, 90nm, 300mm.13us, 90nm, 300mm-- Platform ValidationPlatform Validation
Joint Joint Solutions CentersSolutions Centers-- ChannelChannel-- OilOil-- Finance Finance -- Life SciencesLife Sciences
HPC Program Office HPC Program Office More than SiliconMore than Silicon
* Other names and brands may be claimed as the property of others.
Finding Solutions to the Challenges requires an Ecosystem
Challenges
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
From clusters to GridsBeyond Clusters - Grids
*All names and brands are property of their respective owners.© Copyright 2002, Intel Corporation. All rights reserved. 9
GridGrid
Shared Shared ResourcesResources
Rich ClientRich Client
Cluster, SMP, BladesCluster, SMP, Blades
Distributed Distributed ApplicationsApplications
ApplicationsApplicationsOSOS
MiddlewareMiddlewareHardwareHardware
Traditional Traditional HPC ArchitectureHPC Architecture
Standard BasedStandard BasedClustersClusters
SMPSMP
Future HPC Future HPC ArchitectureArchitecture
Current Current HPC ArchitectureHPC Architecture
ProprietaryProprietaryRISCRISC
VectorVectorCustomCustom
The Changing Models ofThe Changing Models ofHigh Performance ComputingHigh Performance Computing
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
From clusters to GridsSolutions Adoption Curve
Indu
stry
Ado
ptio
nIn
dust
ry A
dopt
ion
GOAL = GOAL = EcosystemEcosystem
scalescale
GOAL = GOAL = Select the RightSelect the RightOpportunitiesOpportunities
GOAL = GOAL = Select the RightSelect the Right
PartnersPartners
GOAL = GOAL = Solid EUSolid EU
Proof PointsProof Points
GOAL = GOAL = Extend Ecosystem Extend Ecosystem
ParticipationParticipation
GridGrid ClustersClusters SMPSMP
MATURITYMATURITY TimeDEVELOPMENT RAMPRAMPDISCOVERY DISCOVERY DEVELOPMENT
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
From clusters to GridsThe duality of Grid Computing
Grid Computing as an networked ensemble of data centers– As originally understood by the people who coined the
term (and formed the Grid Forum)Grid computing as harnessing resources on desktops– Activity that was originally known as “distributed
computing” (.. On the Internet)– Proprietary software is being replaced by Globus
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Technology ConvergenceIntersection of Technologies
Is desktop grid computing (DGC) HPC? Is it cluster computing?– DGC can, and is, employed to solve problems of the
size we call “HPC problems”– DGC employs, more and more, the same resource
sharing tools used for cluster-based gridsDGC is interesting – it builds on both P2P and clusters technologies– P2P: identification/authentication, intermittent
connectivity– Cluster: scheduling, monitoring, ..
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Technology ConvergenceFodder for Thought
DGC, with P2P foundation and cluster-based traditional grid tools, can define a special class of clustersP2P technologies enable types of apps other than computations and data handling– Content distribution, team collaboration
Should the concept of cluster be extended to include these other P2P app types?– After all, they involved coordinated use of multiple
and networked collection of systemsShould “HPC” be extended to these app types– And then really be a superset of HPTC
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Not mere Semantics
Defining the scope of “clusters” and “HPC”matters to their development– If technologies are shared it makes sense for all
relevant practitioners to collaborate in their development
– For that to happen we’d need some sort of a conceptual umbrella ..
Clusters and HPC can be thought as occupying a spectrum – from dedicated high-end clustered SMPs to loosely coupled Internet-connected desktops
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Concluding RemarksThe economics of HPC have changed, and it drives exciting opportunitiesIn an interesting twist commoditization opens the door to specializationThe next big challenges are Interconnect (hardware) and Cluster Mgmt (mostly software)Intel works with the Industry and with the user community to enable HPC for discovery and scienceThe “beyond clusters” examination can get the computer industry to pay closer attention to HPC
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*Other brands and names are the property of their respective owners© Copyright 2002 Intel Corporation. All Rights Reserved.
Thank you
Questions?