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Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
More Wheels of Reincarnation Or A New PC+, www+ Era?
Infinite processing, memory, and bandwidth
@ zero cost
Gordon Bell
Bay Area Research Center
Microsoft Corporation
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
The Highly Probable Future c2025 83 items from J. Coates, Futurist, Vol. 84, 1994
8.4 B, english speaking, personally tagged & identified, prosthetic assisted and/or mutant, tense people who have access & control of their medical records
Everything will be smart, responsive to environment.– Sensing of everything… challenge for science & engineering!– Fast broadband network– Smart appliances & AI – Tele-all: shop, vote, meet, work, etc.– Robots do everything, but there may be conflict with labor…
A “managed”, physical and man-made world– Reliable weather reports– “Many natural disasters e.g. floods, earthquakes, will be mitigated, controlled or
prevented” Nobel prize to “economist” for “value of information” No surprises. We can see 10 years, but not 20!
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
IP On Everything
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
poochi
BIO INTELLIGENCE AGET
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2000 BC2000 BC 00 2000 AD2000 AD190019001800180015001500
CONSUMER ACCEPTANCECONSUMER ACCEPTANCE
AGRICULTURALAGRICULTURAL
INDUSTRIALINDUSTRIAL
BIOINTELLIGENCEBIOINTELLIGENCE
INFORMATION INFORMATION
R. Satava 29 July 99
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
PC At An Inflection Point
PCsPCsNon-PCNon-PCdevices and Internetdevices and Internet
The Dawn Of The PC-Plus Era, The Dawn Of The PC-Plus Era, NotNot The Post-PC Era… The Post-PC Era…
devices aggregate via PCs!!! devices aggregate via PCs!!!
Consumer Consumer PCsPCsTV/AVTV/AV MobileMobile
CompanionsCompanions
Household Household ManagementManagement
CommunicationsCommunications Automation Automation & Security & Security
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
PCTV a.k.a. MilliBillgUsing PCs to drive large screens e.g. tv sets, Plasma Panels
Copyright 1999 Microsoft Corporation
HomeCATV
Analog/digital cable distribution
PC broadcasts are mixed into home CATV in analog and/or MPEG digital
Ethernet Home network
Video capture
“milliBill”
Basic ideas:
1. PC records or plays thru video cable channels. 2. PC “broadcasts” art images, webcams, presentations,
videos, DVDs, etc.3. Ethernet not cable?
Settopbox
Another big bang? Internet to TV and audio: The Net, PC meet the TV
Images from: http://www.nextmonet.comA gallery that sells art on line
Images from: http://www.nextmonet.comA gallery that sells art on line
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Voice to WEBVoice to WEBBridgeBridge
Web ServerWeb Server
TheTheWebWeb
DataBaseDataBase
PSTNPSTN
The Next ConvergencePOTS connects to the Weba.k.a. Phone-Web Gateways
PC will prevail for the next decade as the dominant platform… its COTS or COTS’ AND www! Moore’s Law increases performance; and
alternatively reduces prices PC server clusters with low cost OS beat
proprietary switches, smPs, and DSMs Home entertainment & control …
– Very large disks (1TB by 2005) to “store everything” personal
– Screens to enhance use Lack of last mile bandwidth to move pictures,
data, and interact favors home mainframes aka PCs
C = Commercial; C’ = Consumer
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
SNAP … c1995
Scalable Network And Platforms A View of Computing in 2000+
We all missed the impact of WWW!
Gordon Bell Jim GrayNetworkPlatform
How Will Future Computers Be Built?
Thesis: SNAP: Scalable Networks and Platforms• Upsize from desktop to world-scale computer• based on a few standard components
Because: • Moore’s law:
exponential progress• Standardization & Commoditization• Stratification and competition
When: Sooner than you think!• Massive standardization gives massive use • Economic forces are enormous
NetworkPlatform
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Volume drives simple,cost to standardplatforms
MPPs1-4 processor mP
1-20 processor mP
Distributed workstations
Clustered Computers
price for high speed
interconnect
price
performance
Stand-aloneDesk tops
PCs
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
The economics of operating systems and databases
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Inno
vatio
n
The Virtuous Economic Cycle drives the PC industry… & Beowulf
Volum
e
Competition
Standards
Utility/value
DOJ
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
The UNIX Trap:creating the myth of “open systems”
“Standard” has meant different!
VendorIX platforms have created the “downsizing” market that provides an apparent, cost reduction
Hardware platform vendors lock-in users with servers ofproprietary UNIX dialects and unique chipsto maintain margins for chip and UNIX development
VendorIX R & D costs $1.4 - $2 billion
Implied selling price $10 - 14 billion for $1.4 billion, or a sales tax of 1 million UNIX units of $10,000
Users hostage with client-server, database, and apps
An implicit or unconscious cartel has formed that maintains the industry status quo
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
SNAP Architecture----------
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
ComputingSNAPbuilt entirelyfrom PCs Wide & Local
Area Networksfor: terminal,
PC, workstation,& servers
Centralized& departmental
uni- & mP servers(UNIX & NT)
Legacymainframes &
minicomputersservers & terms
Wide-areaglobal
network
Legacymainframe &
minicomputerservers & terminals
Centralized& departmental
servers buit fromPCs
scalable computers
built from PCs
TC=TV+PChome ...
(CATV or ATM or satellite)
???
Portables
A space, time (bandwidth), & generation scalable environment
Person servers (PCs)
Person servers (PCs)
MobileNets
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
GB with NT, Compaq, & HP cluster
In a decade we can/will have: more powerful personal computers
– processing 10-100x; multiprocessors-on-a-chip– 4x resolution (2K x 2K) displays to impact paper– Large, wall-sized and watch-sized displays– low cost, storage of one terabyte for personal use
adequate networking? PCs now operate at 1 Gbps– ubiquitous access = today’s fast LANs– Competitive wireless networking
One chip, networked platforms e.g. light bulbs, cameras everywhere, & managed by PCs!
Some well-defined platforms that compete with the PC for mind (time) and market sharewatch, pocket, body implant, home
Inevitable, continued cyberization… the challenge… interfacing platforms and people.
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
High Performance Computing
A 60+ year view
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Star Bridge
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Linux super howls
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Dead Supercomputer Society
Dead Supercomputer Society ACRI Alliant American Supercomputer Ametek Applied Dynamics Astronautics BBN CDC Convex Cray Computer Cray Research Culler-Harris Culler Scientific Cydrome Dana/Ardent/Stellar/Stardent Denelcor Elexsi ETA Systems Evans and Sutherland Computer Floating Point Systems Galaxy YH-1
Goodyear Aerospace MPP Gould NPL Guiltech Intel Scientific Computers International Parallel Machines Kendall Square Research Key Computer Laboratories MasPar Meiko Multiflow Myrias Numerix Prisma Tera Thinking Machines Saxpy Scientific Computer Systems (SCS) Soviet Supercomputers Supertek Supercomputer Systems Suprenum Vitesse Electronics
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Steve Squires & Cray
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
0.0001
0.001
0.01
0.1
1
10
100
1000
1985 1990 1995 2000 2005 2010
Bell Prize and Future Peak Tflops (t)
Petaflops study target
NEC
XMP NCube
CM2
*IBM
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Top 10 tpc-c
Top two Compaq systems are:Top two Compaq systems are:1.1 & 1.5X faster than IBM SPs;1.1 & 1.5X faster than IBM SPs;1/3 price of IBM1/3 price of IBM1/5 price of SUN1/5 price of SUN
Courtesy of Dr. Thomas Sterling, Caltech
Courtesy of Dr. Thomas Sterling, Caltech
Contributions of Beowulf
An experiment in parallel computing systems Established vision low cost high end computing Demonstrated effectiveness of PC clusters for some (not all)
classes of applications Provided networking software Provided cluster management tools Conveyed findings to broad community Tutorials and the book GB: Provided design standard to rally community! Standards beget: books, trained people, software … virtuous
cycle
Courtesy of Dr. Thomas Sterling, Caltech
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
High performance architecture/program timeline
1950 . 1960 . 1970 . 1980 . 1990 . 2000Vtubes Trans. MSI(mini) Micro RISC nMicr
Sequential programming---->------------------------------(single execution stream)<SIMD Vector--//--------------- Parallelization---
Parallel programs aka Cluster Computing <---------------multicomputers <--MPP era------ultracomputers 10X in size & price! 10x MPP
“in situ” resources 100x in //sm NOW VLSCCgeographically dispersed Grid
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Computer types
NetwrkedSupers…
GRIDLegionCondor Beowulf NT clusters
VPPuni
T3E SP2(mP) NOW
NEC mP
SGI DSM clusters &SGI DSM
NEC super Cray X…T(all mPv)
MainframesMultis
WSs PCs
-------- Connectivity--------
WAN/LAN SAN DSM SM
mic
ros
v
ecto
r
Clusters
Technical computer types
NetwrkedSupers…
GRID
LegionCondor Beowulf
VPPuni
SP2(mP) NOW
NEC mP
T series
SGI DSM clusters &SGI DSM
NEC super Cray X…T(all mPv)
MainframesMultis
WSs PCs
WAN/LAN SAN DSM SM
mic
ros
v
ecto
r
OldWorld( one
programstream)
New world: Clustered
Computing(multiple program
streams)
Technical computer types
NetwrkedSupers…
GRID
LegionCondor Beowulf
VPPuni
SP2(mP) NOW
NEC mP
T series
SGI DSM clusters &SGI DSM
NEC super Cray X…T(all mPv)
MainframesMultis
WSs PCs
WAN/LAN SAN DSM SM
mic
ros
v
ecto
r
VectorizeParallellelizeMPI, Linda, PVM,
Cactus, ???distributed function
Computing Parallellelize
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Gaussian Parallelism
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Beyond Moore’s Law …>10 yrs Just FCB (faster, cheaper, better)…
COTS will soon mean consumer off the shelf Moore’s Law and technology progress likely to continue for
another decade for: processing & memory,
storage, LANs, & WANs are really evolving System-on-a chip of interesting sizes will emerge to create 0 cost
systems No DNA, molecular, or quantum computers, or new stores Any displacement technology is unlikely
… Carver Mead’s Law c1980A technology takes 11 years to get established
On the other hand, we are on Internet time!
High Performance Computing Supers we knew are Japanese…
we have to stay the course. We actually may win! PC will continue to erode capacity need Scalability & COTS are in… but you have to roll your own else pay
VendorIX taxes Beowulf is $14K/TB ( 6 x 4 x 40 GB) IBM 4000R 1 rack: 2x42 500Mhz processors, 84 GB, 84 disks (3TB
@36GB/disk)$420K … still cheaper than the “big buys”
$10-20K/node for special purpose vs $2K for a MAC
EMC, IBM at $1 million/TB; vs $14K We should back radical experiments!
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
We get more of everything
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Computer ops/sec x word length / $
y = 1E-248e0.2918x
1.E-06
1.E-03
1.E+00
1.E+03
1.E+06
1.E+09
1880 1900 1920 1940 1960 1980 2000
.=1.565^(t-1959.4)
doubles every 7.5
doubles every 2.3
doubles every 1.0
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
0.01
0.1
1
10
100
1000
10000
1986
1988
1990
1992
1994
1996P
erf
orm
an
ce in
Mfl
op
/s
Micros
Supers
8087 802876881
80387
R2000
i860
RS6000/540Alpha
RS6000/590Alpha
Cray 1S
Cray X-MP
Cray 2 Cray Y-MP Cray C90Cray T90
1998
Growth of microprocessor performance
1980
1982
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Albert Yu predictions ‘96
When 2000 2006
Clock (MHz) 900 4000 4.4x
MTransistors 40 350 8.75x
Mops 2400 20,000 8.3x
Die (sq. in.) 1.1 1.4 1.3x
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Processor Limit: DRAM GapµProc60%/yr..
DRAM7%/yr..
1
10
100
10001980
1981
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
DRAM
CPU
1982
Processor-MemoryPerformance Gap:(grows 50% / year)
Per
form
ance
• Alpha 21264 full cache miss / instructions executed: 180 ns/1.7 ns =108 clks x 4 or 432 instructions• Caches in Pentium Pro: 64% area, 88% transistors*Taken from Patterson-Keeton Talk to SigMod
“Moore’s Law”
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Sony Playstation export limiits
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Things get cheaper
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Exponential change of 10X per decade causes real turmoil!100000
10000
1000
100
$K 10
1
0.1
0.01 1960 1970 1980 1990 2000
8 MB8 MB
1 MB1 MB
256 KB256 KB
64 KB64 KB
16 KB16 KB
Timeshared Timeshared systemssystems
Single-userSingle-usersystemssystems
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
VAX Planning Model 1975:I didn’t believe it
The model was very good – 1978 timeshared $250K VAXen
cost about $8K in 1997!
Costs declined > 20% – users got lots more memory than I predicted
Single user systems didn’t come down as fast, unless you consider PDAs
VAX ran out of address bits!
System-on-a-chip alternatives
FPGA Sea of un-committed gate arrays
Xylinx, Altera
Compile a system
Unique processor for every app
Tensillica
Systolic | array
Many pipelined or parallel processors
DSP | VLIW
Special purpose processors
TI
Pc & Mp.
ASICS
Gen. Purpose cores. Specialized by I/O, etc.
Intel, Lucent, IBM
Universal Micro
Multiprocessor array, programmable I/o
Cradle
Cradle: Universal Microsystemtrading Verilog & hardware for C/C++
Single part for all apps Programming @ run time via FPGA & ROM 5 quad mPs at 3 Gflops/quad = 15 Glops Single shared memory space, caches Programmable periphery including:
1 GB/s; 2.5 GipsPCI, 100 baseT, firewire
$4 per flops; 150 mW/Gflops
UMS : VLSI = microprocessor : special systemsSoftware : Hardware
MSP
MSP
MSP
M EM O R Y
MSP
MSP
MSP
MSP
M EM O R Y
MSP
MSP
MSP
MSP
M EM O R Y
C LO C KS,D EBU G
MSP
MSP
MSP
MSP
M EM O R YD R AMC O N TR O L
MSP
D R AM
PR O G I/O PR O G I/O PR
OG
I/O
PR
OG
I/O
PR
OG
I/O
PROG I/OPROG I/OPROG I/OPROG I/O
PR
OG
I/OP
RO
G I/O
PR
OG
I/O
N VM EM
UMS Architecture
Memory bandwidth scales with processing Scalable processing, software, I/O Each app runs on its own pool of processors Enables durable, portable intellectual property
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Free 32 bit processor core
Linus’s Law: Linux everywhere
Software is or should be free All source code is “open” Everyone is a tester Everything proceeds a lot faster when
everyone works on one code Anyone can support and market the code for
any price Zero cost software attracts users! All the developers write lots of code
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
ISTORE Hardware Vision
System-on-a-chip enables computer, memory, without significantly increasing size of disk
5-7 year target:MicroDrive:1.7” x 1.4” x 0.2”
2006: ?1999: 340 MB, 5400 RPM,
5 MB/s, 15 ms seek2006: 9 GB, 50 MB/s ? (1.6X/yr capacity, 1.4X/yr BW)
Integrated IRAM processor2x height
Connected via crossbar switchgrowing like Moore’s law
16 Mbytes; ; 1.6 Gflops; 6.4 Gops10,000+ nodes in one rack! 100/board = 1 TB; 0.16 Tf
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
The Disk Farm? or a System On a Card?
The 500GB disc cardAn array of discsCan be used as 100 discs 1 striped disc 50 FT discs ....etcLOTS of accesses/second of bandwidth
A few disks are replaced by 10s of Gbytes of RAM and a processor to run Apps!!
14"
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Nanochip.com
8
Trends: promises NEMS (Nano Electro Mechanical Systems)(http://www.nanochip.com/) also Cornell, IBM, CMU,…
• 250 Gbpsi by using tunneling electronic microscope
• Disk replacement
• Capacity: 180 GB now, 1.4 TB in 2 years
• Transfer rate: 100 MB/sec R&W
• Latency: 0.5msec
• Power: 23W active, .05W Standby
• 10k$/TB now, 2k$/TB in 2002
Disk vs TapeAt 10K$/TB disks are competitive with nearline tape.
Disk– 40 GB– 20 MBps– 5 ms seek time– 3 ms rotate latency– 7$/GB for drive
3$/GB for ctlrs/cabinet– 4 TB/rack
– 1 hour scan
Tape– 40 GB– 10 MBps– 10 sec pick time– 30-120 second seek time– 2$/GB for media
8$/GB for drive+library– 10 TB/rack
– 1 week scan
The price advantage of tape is narrowing, and the performance advantage of disk is growing
GuestimatesCern: 200 TB3480 tapes2 col = 50GBRack = 1 TB=20 drives
1988 Federal Plan for Internet
Telnet & FTP
WWW Audio Video
Voice!Voice!
StandardsStandards
Increase Capacity(circuits & bw)
Lower response time
Create newservice
Increased Demand
The virtuous cycle of bandwidth supply and demand
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
744Mbps over 5000 km to transmit 14 GB
~ 4e15 bit meters per second
4 Peta Bmps (“peta bumps”)Single Stream tcp/ip throughput
Information Sciences InstituteMicrosoft
QWestUniversity of Washington
Pacific Northwest GigapopHSCC (high speed connectivity
consortium)DARPA
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Map of Gray Bell Prize resultsRedmond/Seattle, WA
San Francisco, CA
New York
Arlington, VA
5626 km10 hops
single-thread single-stream tcp/ip single-thread single-stream tcp/ip via 7 hopsvia 7 hops desktop-to-desktop …Win 2K desktop-to-desktop …Win 2K
out of the box performance*out of the box performance*
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
1 GBps1 GBps
Ubiquitous 10 GBps SANs in 5 years
1Gbps Ethernet are reality now.– Also FiberChannel ,MyriNet, GigaNet,
ServerNet,, ATM,…
10 Gbps x4 WDM deployed now (OC192)
– 3 Tbps WDM working in lab In 5 years, expect 10x,
wow!!
5 MBps20 MBps
40 MBps
80 MBps
120 MBps120 MBps(1Gbps)(1Gbps)
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
0
50
100
150
200
250
100Mbps Gbps SAN
Transmitreceivercpusender cpu
Time µs toSend 1KB
The Promise of SAN/VIA:10x in 2 years http://www.ViArch.org/
Yesterday: – 10 MBps (100 Mbps Ethernet)
– ~20 MBps tcp/ip saturates 2 cpus
– round-trip latency ~250 µs
Now– Wires are 10x faster
Myrinet, Gbps Ethernet, ServerNet,…
– Fast user-level communication
- tcp/ip ~ 100 MBps 10% cpu- round-trip latency is 15 us
1.6 Gbps demoed on a WAN
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Modern scalable switches … also hide a supercomputer
Scale from <1 to 120 Tbps 1 Gbps ethernet switches scale to
10s of Gbps, scaling upward SP2 scales from 1.2
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Where are the challenges?
Continued development based on clusters… Scalar processors need to compete with vectors. The U.S. has cast its lot with COTS!
Explore radical alternatives. WWW is here. Now exploit it in every respect.
– Exploit OSS… though it may not be new!– Telepresence & interactive communities!!!– Grid as a prelude to:– Application Service Providers
- Prototype biologist and chemist workbenches- Labscape @ Cell laboratory, U. of WA- Sloan sky survey
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Labscape1st, 2nd, 3rd, or New Paradigm for science?
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Labscape
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Labscape
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
Labscape sensors
Location tracking of people/samples– multiple resolutions – passive and active tags
Manual tasks (e.g., use of reagents, tools)
Audio/video records, vision and indexing Networked instruments (e.g., pipettes,
refrigerators, etc.)
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
What am I willing to predict? Processing & data can be anywhere…
– Maui… in winter. BW is the limiter!– Japan… if supers are so super else use PCs– In the disks– Application Service Providers: can we separate our data from
ourselves and businesses(ying-yang of personal versus central services)
The GRID e.g. biologist & chemist workbenches iff the IP doesn’t get in way
Collaboration ala astrophysics (high energy physics, math, earth sci. and any pure science if pure science continues!)
OSS is the big bang for supercomputing??
Copyright Gordon Bell & Jim Gray PC+Copyright Gordon Bell & Jim Gray PC+
The End
BIO INTELLIGENCE AGET
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2000 BC2000 BC 00 2000 AD2000 AD190019001800180015001500
CONSUMER ACCEPTANCECONSUMER ACCEPTANCE
AGRICULTURALAGRICULTURAL
INDUSTRIALINDUSTRIAL
BIOINTELLIGENCEBIOINTELLIGENCE
INFORMATION INFORMATION
R. Satava 29 July 99