SlideShare ist ein Scribd-Unternehmen logo
1 von 23
Downloaden Sie, um offline zu lesen
“The Pacific Research Platform”
Briefing to The Quilt Visit
to Calit2’s Qualcomm Institute
University of California, San Diego
February 10, 2016
Dr. Larry Smarr
Director, California Institute for Telecommunications and Information Technology
Harry E. Gruber Professor,
Dept. of Computer Science and Engineering
Jacobs School of Engineering, UCSD
http://lsmarr.calit2.net
1
Vision: Creating a West Coast “Big Data Freeway”
Connected by CENIC/Pacific Wave
Use Lightpaths to Connect
All Data Generators and Consumers,
Creating a “Big Data” Freeway
Integrated With High Performance Global Networks
“The Bisection Bandwidth of a Cluster Interconnect,
but Deployed on a 20-Campus Scale.”
This Vision Has Been Building for Over a Decade
NSF’s OptIPuter Project: Demonstrating How SuperNetworks
Can Meet the Needs of Data-Intensive Researchers
OptIPortal–
Termination
Device
for the
OptIPuter
Global
Backplane
Calit2 (UCSD, UCI), SDSC, and UIC Leads—Larry Smarr PI
Univ. Partners: NCSA, USC, SDSU, NW, TA&M, UvA, SARA, KISTI, AIST
Industry: IBM, Sun, Telcordia, Chiaro, Calient, Glimmerglass, Lucent
2003-2009
$13,500,000
In August 2003,
Jason Leigh and his
students used
RBUDP to blast data
from NCSA to SDSC
over the
TeraGrid DTFnet,
achieving18Gbps file
transfer out of the
available 20Gbps
LS Slide 2005
DOE ESnet’s Science DMZ: A Scalable Network
Design Model for Optimizing Science Data Transfers
• A Science DMZ integrates 4 key concepts into a unified whole:
– A network architecture designed for high-performance applications,
with the science network distinct from the general-purpose network
– The use of dedicated systems for data transfer
– Performance measurement and network testing systems that are
regularly used to characterize and troubleshoot the network
– Security policies and enforcement mechanisms that are tailored for
high performance science environments
http://fasterdata.es.net/science-dmz/
Science DMZ
Coined 2010
The DOE ESnet Science DMZ and the NSF “Campus Bridging” Taskforce Report Formed the Basis
for the NSF Campus Cyberinfrastructure Network Infrastructure and Engineering (CC-NIE) Program
Based on Community Input and on ESnet’s Science DMZ Concept,
NSF Has Funded Over 100 Campuses to Build Local Big Data Freeways
Red 2012 CC-NIE Awardees
Yellow 2013 CC-NIE Awardees
Green 2014 CC*IIE Awardees
Blue 2015 CC*DNI Awardees
Purple Multiple Time Awardees
Source: NSF
The Pacific Research Platform: The Next Logical Step –
Connect Multiple Campus Science DMZs with 10-100Gbps Lightpaths
NSF CC*DNI Grant
$5M 10/2015-10/2020
PI: Larry Smarr, UC San Diego Calit2
Co-Pis:
• Camille Crittenden, UC Berkeley CITRIS,
• Tom DeFanti, UC San Diego Calit2,
• Philip Papadopoulos, UC San Diego SDSC,
• Frank Wuerthwein, UC San Diego Physics
and SDSC
FIONA – Flash I/O Network Appliance:
Termination Device for 10-100Gbps Flows
UCOP Rack-Mount Build:
FIONAs Are
Science DMZ Data Transfer Nodes &
Optical Network Termination Devices
UCSD CC-NIE Prism Award & UCOP
Phil Papadopoulos & Tom DeFanti
Joe Keefe & John Graham
Cost $8,000 $20,000
Intel Xeon
Haswell Multicore
E5-1650 v3
6-Core
2x E5-2697 v3
14-Core
RAM 128 GB 256 GB
SSD SATA 3.8 TB SATA 3.8 TB
Network Interface 10/40GbE
Mellanox
2x40GbE
Chelsio+Mellanox
GPU NVIDIA Tesla K80
RAID Drives 0 to 112TB (add ~$100/TB)
John Graham, Calit2’s QI
FIONAs as
Uniform DTN End Points
Existing DTNs
As of October 2015
FIONA DTNs
UC FIONAs Funded by
UCOP “Momentum” Grant
Ten Week Sprint to Demonstrate
the West Coast Big Data Freeway System: PRPv0
Presented at CENIC 2015
March 9, 2015
FIONA DTNs Now Deployed to All UC Campuses
And Most PRP Sites
Pacific Research Platform
Multi-Campus Science Driver Teams
• Jupyter Hub
• Biomedical
– Cancer Genomics Hub/Browser
– Microbiome and Integrative ‘Omics
– Integrative Structural Biology
• Earth Sciences
– Data Analysis and Simulation for Earthquakes and Natural Disasters
– Climate Modeling: NCAR/UCAR
– California/Nevada Regional Climate Data Analysis
– CO2 Subsurface Modeling
• Particle Physics
• Astronomy and Astrophysics
– Telescope Surveys
– Galaxy Evolution
– Gravitational Wave Astronomy
• Scalable Visualization, Virtual Reality, and Ultra-Resolution Video 10
PRP First Application: Distributed IPython/Jupyter Notebooks:
Cross-Platform, Browser-Based Application Interleaves Code, Text, & Images
IJulia
IHaskell
IFSharp
IRuby
IGo
IScala
IMathics
Ialdor
LuaJIT/Torch
Lua Kernel
IRKernel (for the R language)
IErlang
IOCaml
IForth
IPerl
IPerl6
Ioctave
Calico Project
• kernels implemented in Mono,
including Java, IronPython,
Boo, Logo, BASIC, and many
others
IScilab
IMatlab
ICSharp
Bash
Clojure Kernel
Hy Kernel
Redis Kernel
jove, a kernel for io.js
IJavascript
Calysto Scheme
Calysto Processing
idl_kernel
Mochi Kernel
Lua (used in Splash)
Spark Kernel
Skulpt Python Kernel
MetaKernel Bash
MetaKernel Python
Brython Kernel
IVisual VPython Kernel
Source: John Graham, QI
GPU JupyterHub:
2 x 14-core CPUs
256GB RAM
1.2TB FLASH
3.8TB SSD
Nvidia K80 GPU
Dual 40GbE NICs
And a Trusted Platform
Module
GPU JupyterHub:
1 x 18-core CPUs
128GB RAM
3.8TB SSD
Nvidia K80 GPU
Dual 40GbE NICs
And a Trusted Platform
Module
PRP UC-JupyterHub Backbone
Next Step: Deploy Across PRP
Source: John Graham, Calit2
UC Berkeley UC San Diego
community resources. This facility depends on a range of common services, support activities, software,
and operational principles that coordinate the production of scientific knowledge through the DHTC
model. In April 2012, the OSG project was extended until 2017; it is jointly funded by the Department of
Energy and the National Science Foundation.
OSG Federates Clusters in 40/50 States:
A Major XSEDE Resource
Source: Miron Livny, Frank Wuerthwein, OSG
Open Science Grid Has Had a Huge Growth Over the Last Decade -
Currently Federating Over 130 Clusters
Crossed
100 Million
Core-Hours/Month
In Dec 2015
Over 1 Billion
Data Transfers
Moved
200 Petabytes
In 2015
Supported Over
200 Million Jobs
In 2015
Source: Miron Livny, Frank Wuerthwein, OSG
ATLAS
CMS
PRP Prototype of LambdaGrid Aggregation of OSG Software & Services
Across California Universities in a Regional DMZ
• Aggregate Petabytes of Disk Space
& PetaFLOPs of Compute,
Connected at 10-100 Gbps
• Transparently Compute on Data
at Their Home Institutions & Systems
at SLAC, NERSC, Caltech, UCSD, & SDSC
SLAC
UCSD
& SDSC
UCSB
UCSC
UCD
UCR
CSU Fresno
UCI
Source: Frank Wuerthwein,
UCSD Physics;
SDSC; co-PI PRP
PRP Builds
on SDSC’s
LHC-UC ProjectCaltech
ATLAS
CMS
other physics
life sciences
other sciences
OSG Hours 2015
by Science Domain
Two Automated Telescope Surveys
Creating Huge Datasets Will Drive PRP
300 images per night.
100MB per raw image
30GB per night
120GB per night
250 images per night.
530MB per raw image
150 GB per night
800GB per night
When processed
at NERSC
Increased by 4x
Source: Peter Nugent, Division Deputy for Scientific Engagement, LBL
Professor of Astronomy, UC Berkeley
Precursors to
LSST and NCSA
PRP Allows Researchers
to Bring Datasets from NERSC
to Their Local Clusters
for In-Depth Science Analysis
Global Scientific Instruments Will Produce Ultralarge Datasets Continuously
Requiring Dedicated Optic Fiber and Supercomputers
Square Kilometer Array Large Synoptic Survey Telescope
https://tnc15.terena.org/getfile/1939 www.lsst.org/sites/default/files/documents/DM%20Introduction%20-%20Kantor.pdf
Tracks ~40B Objects,
Creates 10M Alerts/Night
Within 1 Minute of Observing
2x40Gb/s
PRP Will Support the Computation and Data Analysis
in the Search for Sources of Gravitational Radiation
Augment the aLIGO Data and Computing Systems
at Caltech, by connecting at 10Gb/s
to SDSC Comet supercomputer,
enabling LIGO computations
to enter via the same PRP “job cache” as for LHC.
HPWREN Users and Public Safety Clients
Gain Redundancy and Resilience from PRP Upgrade
San Diego Countywide
Sensors and Camera
Resources
UCSD & SDSU
Data & Compute
Resources
UCSD
UCR
SDSU
UCI
UCI & UCR
Data Replication
and PRP FIONA Anchors
as HPWREN Expands
Northward
10X Increase During Wildfires
• PRP CENIC 10G Link UCSD to SDSU
– DTN FIONAs Endpoints
– Data Redundancy
– Disaster Recovery
– High Availability
– Network Redundancy
Data From Hans-Werner Braun
Source: Frank Vernon,
Greg Hidley, UCSD
PRP Backbone Sets Stage for 2016 Expansion
of HPWREN, Connected to CENIC, into Orange and Riverside Counties
• Anchor to CENIC at UCI
– PRP FIONA Connects to
CalREN-HPR Network
– Data Replication Site
• Potential Future UCR CENIC
Anchor
• Camera and Relay Sites at:
– Santiago Peak
– Sierra Peak
– Lake View
– Bolero Peak
– Modjeska Peak
– Elsinore Peak
– Sitton Peak
– Via Marconi
Collaborations through COAST –
County of Orange Safety Task Force
UCR
UCI
UCSD
SDSU
Source: Frank Vernon,
Greg Hidley, UCSD
40G FIONAs
20x40G PRP-connected
WAVE@UC San Diego
PRP Links FIONA Clusters
Creating Distributed Virtual Reality
PRP
CAVE@UC Merced
UCD
UCSF
Stanford
NASA
AMES/
NREN
UCSC
UCSB
Caltech
USC UCLA
UCI
UCSD SDSU
UCR
Esnet
DoE Labs
UW/
PNWGP
Seattle
Berkeley
UCM
Los
Nettos
Internet2
Internet2
Seattle
Note: This diagram represents a subset of sites and connections.
* Institutions with
Active Archaeology Programs
“In an ideal world –
Extremely high bandwidth to
move large cultural heritage
datasets around the PRP cloud for
processing & viewing in CAVEs
around PRP with Unlimited Storage
for permanent archiving.”
-Tom Levy, UCSD
PRP is NOT Just for Big Data Science and Engineering:
Linking Cultural Heritage and Archaeology Datasets
Building on CENIC’s Expansion
To Libraries, Museums,
and Cultural Sites
Next Step: Global Research Platform
Building on CENIC/Pacific Wave and GLIF
Current
International
GRP Partners

Weitere ähnliche Inhalte

Was ist angesagt?

CENIC: Pacific Wave and PRP Update Big News for Big Data
CENIC: Pacific Wave and PRP Update Big News for Big DataCENIC: Pacific Wave and PRP Update Big News for Big Data
CENIC: Pacific Wave and PRP Update Big News for Big DataLarry Smarr
 
High Performance Cyberinfrastructure for Data-Intensive Research
High Performance Cyberinfrastructure for Data-Intensive ResearchHigh Performance Cyberinfrastructure for Data-Intensive Research
High Performance Cyberinfrastructure for Data-Intensive ResearchLarry Smarr
 
An Integrated Science Cyberinfrastructure for Data-Intensive Research
An Integrated Science Cyberinfrastructure for Data-Intensive ResearchAn Integrated Science Cyberinfrastructure for Data-Intensive Research
An Integrated Science Cyberinfrastructure for Data-Intensive ResearchLarry Smarr
 
The Pacific Research Platform Enables Distributed Big-Data Machine-Learning
The Pacific Research Platform Enables Distributed Big-Data Machine-LearningThe Pacific Research Platform Enables Distributed Big-Data Machine-Learning
The Pacific Research Platform Enables Distributed Big-Data Machine-LearningLarry Smarr
 
SC21: Larry Smarr on The Rise of Supernetwork Data Intensive Computing
SC21: Larry Smarr on The Rise of Supernetwork Data Intensive ComputingSC21: Larry Smarr on The Rise of Supernetwork Data Intensive Computing
SC21: Larry Smarr on The Rise of Supernetwork Data Intensive ComputingLarry Smarr
 
The Pacific Research Platform: Building a Distributed Big Data Machine Learni...
The Pacific Research Platform: Building a Distributed Big Data Machine Learni...The Pacific Research Platform: Building a Distributed Big Data Machine Learni...
The Pacific Research Platform: Building a Distributed Big Data Machine Learni...Larry Smarr
 
The Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway SystemThe Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway SystemLarry Smarr
 
Toward Greener Cyberinfrastructure
Toward Greener CyberinfrastructureToward Greener Cyberinfrastructure
Toward Greener CyberinfrastructureLarry Smarr
 
Pacific Wave and PRP Update Big News for Big Data
Pacific Wave and PRP Update Big News for Big DataPacific Wave and PRP Update Big News for Big Data
Pacific Wave and PRP Update Big News for Big DataLarry Smarr
 
The OptIPuter Project: From the Grid to the LambdaGrid
The OptIPuter Project: From the Grid to the LambdaGridThe OptIPuter Project: From the Grid to the LambdaGrid
The OptIPuter Project: From the Grid to the LambdaGridLarry Smarr
 
The Creation of Calit2
The Creation of Calit2The Creation of Calit2
The Creation of Calit2Larry Smarr
 
Toward a Global Research Platform for Big Data Analysis
Toward a Global Research Platform for Big Data AnalysisToward a Global Research Platform for Big Data Analysis
Toward a Global Research Platform for Big Data AnalysisLarry Smarr
 
An Integrated West Coast Science DMZ for Data-Intensive Research
An Integrated West Coast Science DMZ for Data-Intensive ResearchAn Integrated West Coast Science DMZ for Data-Intensive Research
An Integrated West Coast Science DMZ for Data-Intensive ResearchLarry Smarr
 
Toward a National Research Platform
Toward a National Research PlatformToward a National Research Platform
Toward a National Research PlatformLarry Smarr
 
The Transformational Nature of NSF Long-Term Funding on Santa Ana Wildfires i...
The Transformational Nature of NSF Long-Term Fundingon Santa Ana Wildfires i...The Transformational Nature of NSF Long-Term Fundingon Santa Ana Wildfires i...
The Transformational Nature of NSF Long-Term Funding on Santa Ana Wildfires i...Larry Smarr
 
Calit2 as a Model for Collaborative Innovation
Calit2 as a Model for Collaborative InnovationCalit2 as a Model for Collaborative Innovation
Calit2 as a Model for Collaborative InnovationLarry Smarr
 
How Personal Lightwaves Enable Telepresence: Collapsing the Flat World to a “...
How Personal Lightwaves Enable Telepresence: Collapsing the Flat World to a “...How Personal Lightwaves Enable Telepresence: Collapsing the Flat World to a “...
How Personal Lightwaves Enable Telepresence: Collapsing the Flat World to a “...Larry Smarr
 
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...Larry Smarr
 
Building a Regional 100G Collaboration Infrastructure
Building a Regional 100G Collaboration InfrastructureBuilding a Regional 100G Collaboration Infrastructure
Building a Regional 100G Collaboration InfrastructureLarry Smarr
 
Towards a High-Performance National Research Platform Enabling Digital Research
Towards a High-Performance National Research Platform Enabling Digital ResearchTowards a High-Performance National Research Platform Enabling Digital Research
Towards a High-Performance National Research Platform Enabling Digital ResearchLarry Smarr
 

Was ist angesagt? (20)

CENIC: Pacific Wave and PRP Update Big News for Big Data
CENIC: Pacific Wave and PRP Update Big News for Big DataCENIC: Pacific Wave and PRP Update Big News for Big Data
CENIC: Pacific Wave and PRP Update Big News for Big Data
 
High Performance Cyberinfrastructure for Data-Intensive Research
High Performance Cyberinfrastructure for Data-Intensive ResearchHigh Performance Cyberinfrastructure for Data-Intensive Research
High Performance Cyberinfrastructure for Data-Intensive Research
 
An Integrated Science Cyberinfrastructure for Data-Intensive Research
An Integrated Science Cyberinfrastructure for Data-Intensive ResearchAn Integrated Science Cyberinfrastructure for Data-Intensive Research
An Integrated Science Cyberinfrastructure for Data-Intensive Research
 
The Pacific Research Platform Enables Distributed Big-Data Machine-Learning
The Pacific Research Platform Enables Distributed Big-Data Machine-LearningThe Pacific Research Platform Enables Distributed Big-Data Machine-Learning
The Pacific Research Platform Enables Distributed Big-Data Machine-Learning
 
SC21: Larry Smarr on The Rise of Supernetwork Data Intensive Computing
SC21: Larry Smarr on The Rise of Supernetwork Data Intensive ComputingSC21: Larry Smarr on The Rise of Supernetwork Data Intensive Computing
SC21: Larry Smarr on The Rise of Supernetwork Data Intensive Computing
 
The Pacific Research Platform: Building a Distributed Big Data Machine Learni...
The Pacific Research Platform: Building a Distributed Big Data Machine Learni...The Pacific Research Platform: Building a Distributed Big Data Machine Learni...
The Pacific Research Platform: Building a Distributed Big Data Machine Learni...
 
The Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway SystemThe Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway System
 
Toward Greener Cyberinfrastructure
Toward Greener CyberinfrastructureToward Greener Cyberinfrastructure
Toward Greener Cyberinfrastructure
 
Pacific Wave and PRP Update Big News for Big Data
Pacific Wave and PRP Update Big News for Big DataPacific Wave and PRP Update Big News for Big Data
Pacific Wave and PRP Update Big News for Big Data
 
The OptIPuter Project: From the Grid to the LambdaGrid
The OptIPuter Project: From the Grid to the LambdaGridThe OptIPuter Project: From the Grid to the LambdaGrid
The OptIPuter Project: From the Grid to the LambdaGrid
 
The Creation of Calit2
The Creation of Calit2The Creation of Calit2
The Creation of Calit2
 
Toward a Global Research Platform for Big Data Analysis
Toward a Global Research Platform for Big Data AnalysisToward a Global Research Platform for Big Data Analysis
Toward a Global Research Platform for Big Data Analysis
 
An Integrated West Coast Science DMZ for Data-Intensive Research
An Integrated West Coast Science DMZ for Data-Intensive ResearchAn Integrated West Coast Science DMZ for Data-Intensive Research
An Integrated West Coast Science DMZ for Data-Intensive Research
 
Toward a National Research Platform
Toward a National Research PlatformToward a National Research Platform
Toward a National Research Platform
 
The Transformational Nature of NSF Long-Term Funding on Santa Ana Wildfires i...
The Transformational Nature of NSF Long-Term Fundingon Santa Ana Wildfires i...The Transformational Nature of NSF Long-Term Fundingon Santa Ana Wildfires i...
The Transformational Nature of NSF Long-Term Funding on Santa Ana Wildfires i...
 
Calit2 as a Model for Collaborative Innovation
Calit2 as a Model for Collaborative InnovationCalit2 as a Model for Collaborative Innovation
Calit2 as a Model for Collaborative Innovation
 
How Personal Lightwaves Enable Telepresence: Collapsing the Flat World to a “...
How Personal Lightwaves Enable Telepresence: Collapsing the Flat World to a “...How Personal Lightwaves Enable Telepresence: Collapsing the Flat World to a “...
How Personal Lightwaves Enable Telepresence: Collapsing the Flat World to a “...
 
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
 
Building a Regional 100G Collaboration Infrastructure
Building a Regional 100G Collaboration InfrastructureBuilding a Regional 100G Collaboration Infrastructure
Building a Regional 100G Collaboration Infrastructure
 
Towards a High-Performance National Research Platform Enabling Digital Research
Towards a High-Performance National Research Platform Enabling Digital ResearchTowards a High-Performance National Research Platform Enabling Digital Research
Towards a High-Performance National Research Platform Enabling Digital Research
 

Andere mochten auch

آموزش استاتیک - بخش دوم
آموزش استاتیک - بخش دومآموزش استاتیک - بخش دوم
آموزش استاتیک - بخش دومfaradars
 
Dead by power point.
Dead by power point.Dead by power point.
Dead by power point.nali14054
 
اتصال استاندارد چشم گاوی (سوکت گوه ای) تاور کرین
اتصال استاندارد چشم گاوی (سوکت گوه ای) تاور کریناتصال استاندارد چشم گاوی (سوکت گوه ای) تاور کرین
اتصال استاندارد چشم گاوی (سوکت گوه ای) تاور کرینDr Sanaat
 
Doing Authorisation, Consent, and Delegation Right with UMA - London Identity...
Doing Authorisation, Consent, and Delegation Right with UMA - London Identity...Doing Authorisation, Consent, and Delegation Right with UMA - London Identity...
Doing Authorisation, Consent, and Delegation Right with UMA - London Identity...ForgeRock
 
Build a Trust Platform to Enable a Frictionless Customer Experience
Build a Trust Platform to Enable a Frictionless Customer Experience Build a Trust Platform to Enable a Frictionless Customer Experience
Build a Trust Platform to Enable a Frictionless Customer Experience ForgeRock
 
DevOps Unleashed: Strategies that Speed Deployments
DevOps Unleashed: Strategies that Speed DeploymentsDevOps Unleashed: Strategies that Speed Deployments
DevOps Unleashed: Strategies that Speed DeploymentsForgeRock
 
AWB - 09 - Scrum Framework
AWB - 09 - Scrum FrameworkAWB - 09 - Scrum Framework
AWB - 09 - Scrum FrameworkAXA EMEA-LATAM
 
Prescription For The Planet The Painless Remedy for our Energy & Environmenta...
Prescription For The Planet The Painless Remedy for our Energy & Environmenta...Prescription For The Planet The Painless Remedy for our Energy & Environmenta...
Prescription For The Planet The Painless Remedy for our Energy & Environmenta...www.thiiink.com
 
Projekt Histori XIb Ervis Cara
Projekt Histori XIb Ervis Cara Projekt Histori XIb Ervis Cara
Projekt Histori XIb Ervis Cara Ervis Cara
 

Andere mochten auch (12)

THE FLIPPED CLASSROOM
THE FLIPPED CLASSROOMTHE FLIPPED CLASSROOM
THE FLIPPED CLASSROOM
 
jay_Resume
jay_Resumejay_Resume
jay_Resume
 
آموزش استاتیک - بخش دوم
آموزش استاتیک - بخش دومآموزش استاتیک - بخش دوم
آموزش استاتیک - بخش دوم
 
Dead by power point.
Dead by power point.Dead by power point.
Dead by power point.
 
اتصال استاندارد چشم گاوی (سوکت گوه ای) تاور کرین
اتصال استاندارد چشم گاوی (سوکت گوه ای) تاور کریناتصال استاندارد چشم گاوی (سوکت گوه ای) تاور کرین
اتصال استاندارد چشم گاوی (سوکت گوه ای) تاور کرین
 
Agile Teams
Agile TeamsAgile Teams
Agile Teams
 
Doing Authorisation, Consent, and Delegation Right with UMA - London Identity...
Doing Authorisation, Consent, and Delegation Right with UMA - London Identity...Doing Authorisation, Consent, and Delegation Right with UMA - London Identity...
Doing Authorisation, Consent, and Delegation Right with UMA - London Identity...
 
Build a Trust Platform to Enable a Frictionless Customer Experience
Build a Trust Platform to Enable a Frictionless Customer Experience Build a Trust Platform to Enable a Frictionless Customer Experience
Build a Trust Platform to Enable a Frictionless Customer Experience
 
DevOps Unleashed: Strategies that Speed Deployments
DevOps Unleashed: Strategies that Speed DeploymentsDevOps Unleashed: Strategies that Speed Deployments
DevOps Unleashed: Strategies that Speed Deployments
 
AWB - 09 - Scrum Framework
AWB - 09 - Scrum FrameworkAWB - 09 - Scrum Framework
AWB - 09 - Scrum Framework
 
Prescription For The Planet The Painless Remedy for our Energy & Environmenta...
Prescription For The Planet The Painless Remedy for our Energy & Environmenta...Prescription For The Planet The Painless Remedy for our Energy & Environmenta...
Prescription For The Planet The Painless Remedy for our Energy & Environmenta...
 
Projekt Histori XIb Ervis Cara
Projekt Histori XIb Ervis Cara Projekt Histori XIb Ervis Cara
Projekt Histori XIb Ervis Cara
 

Ähnlich wie The Pacific Research Platform

The Pacific Research Platform:a Science-Driven Big-Data Freeway System
The Pacific Research Platform:a Science-Driven Big-Data Freeway SystemThe Pacific Research Platform:a Science-Driven Big-Data Freeway System
The Pacific Research Platform:a Science-Driven Big-Data Freeway SystemLarry Smarr
 
Creating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data SuperhighwayCreating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data SuperhighwayLarry Smarr
 
A California-Wide Cyberinfrastructure for Data-Intensive Research
A California-Wide Cyberinfrastructure for Data-Intensive ResearchA California-Wide Cyberinfrastructure for Data-Intensive Research
A California-Wide Cyberinfrastructure for Data-Intensive ResearchLarry Smarr
 
The Pacific Research Platform Two Years In
The Pacific Research Platform Two Years InThe Pacific Research Platform Two Years In
The Pacific Research Platform Two Years InLarry Smarr
 
Positioning University of California Information Technology for the Future: S...
Positioning University of California Information Technology for the Future: S...Positioning University of California Information Technology for the Future: S...
Positioning University of California Information Technology for the Future: S...Larry Smarr
 
Toward A National Big Data Superhighway
Toward A National Big Data SuperhighwayToward A National Big Data Superhighway
Toward A National Big Data SuperhighwayLarry Smarr
 
The Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway SystemThe Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway SystemLarry Smarr
 
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...Larry Smarr
 
UC-Wide Cyberinfrastructure for Data-Intensive Research
UC-Wide Cyberinfrastructure for Data-Intensive ResearchUC-Wide Cyberinfrastructure for Data-Intensive Research
UC-Wide Cyberinfrastructure for Data-Intensive ResearchLarry Smarr
 
The PRP and Its Applications
The PRP and Its ApplicationsThe PRP and Its Applications
The PRP and Its ApplicationsLarry Smarr
 
Analyzing Large Earth Data Sets: New Tools from the OptiPuter and LOOKING Pro...
Analyzing Large Earth Data Sets: New Tools from the OptiPuter and LOOKING Pro...Analyzing Large Earth Data Sets: New Tools from the OptiPuter and LOOKING Pro...
Analyzing Large Earth Data Sets: New Tools from the OptiPuter and LOOKING Pro...Larry Smarr
 
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...Larry Smarr
 
Using the Pacific Research Platform for Earth Sciences Big Data
Using the Pacific Research Platform for Earth Sciences Big DataUsing the Pacific Research Platform for Earth Sciences Big Data
Using the Pacific Research Platform for Earth Sciences Big DataLarry Smarr
 
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...Larry Smarr
 
Creating a Big Data Machine Learning Platform in California
Creating a Big Data Machine Learning Platform in CaliforniaCreating a Big Data Machine Learning Platform in California
Creating a Big Data Machine Learning Platform in CaliforniaLarry Smarr
 
Looking Back, Looking Forward NSF CI Funding 1985-2025
Looking Back, Looking Forward NSF CI Funding 1985-2025Looking Back, Looking Forward NSF CI Funding 1985-2025
Looking Back, Looking Forward NSF CI Funding 1985-2025Larry Smarr
 
Cyberinfrastructure for Ocean Cabled Observatories
Cyberinfrastructure for Ocean Cabled ObservatoriesCyberinfrastructure for Ocean Cabled Observatories
Cyberinfrastructure for Ocean Cabled ObservatoriesLarry Smarr
 
Cyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean ObservatoriesCyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean ObservatoriesLarry Smarr
 
The Pacific Research Platform
 Two Years In
The Pacific Research Platform
 Two Years InThe Pacific Research Platform
 Two Years In
The Pacific Research Platform
 Two Years InLarry Smarr
 
Cyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean ObservatoriesCyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean ObservatoriesLarry Smarr
 

Ähnlich wie The Pacific Research Platform (20)

The Pacific Research Platform:a Science-Driven Big-Data Freeway System
The Pacific Research Platform:a Science-Driven Big-Data Freeway SystemThe Pacific Research Platform:a Science-Driven Big-Data Freeway System
The Pacific Research Platform:a Science-Driven Big-Data Freeway System
 
Creating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data SuperhighwayCreating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data Superhighway
 
A California-Wide Cyberinfrastructure for Data-Intensive Research
A California-Wide Cyberinfrastructure for Data-Intensive ResearchA California-Wide Cyberinfrastructure for Data-Intensive Research
A California-Wide Cyberinfrastructure for Data-Intensive Research
 
The Pacific Research Platform Two Years In
The Pacific Research Platform Two Years InThe Pacific Research Platform Two Years In
The Pacific Research Platform Two Years In
 
Positioning University of California Information Technology for the Future: S...
Positioning University of California Information Technology for the Future: S...Positioning University of California Information Technology for the Future: S...
Positioning University of California Information Technology for the Future: S...
 
Toward A National Big Data Superhighway
Toward A National Big Data SuperhighwayToward A National Big Data Superhighway
Toward A National Big Data Superhighway
 
The Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway SystemThe Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway System
 
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
 
UC-Wide Cyberinfrastructure for Data-Intensive Research
UC-Wide Cyberinfrastructure for Data-Intensive ResearchUC-Wide Cyberinfrastructure for Data-Intensive Research
UC-Wide Cyberinfrastructure for Data-Intensive Research
 
The PRP and Its Applications
The PRP and Its ApplicationsThe PRP and Its Applications
The PRP and Its Applications
 
Analyzing Large Earth Data Sets: New Tools from the OptiPuter and LOOKING Pro...
Analyzing Large Earth Data Sets: New Tools from the OptiPuter and LOOKING Pro...Analyzing Large Earth Data Sets: New Tools from the OptiPuter and LOOKING Pro...
Analyzing Large Earth Data Sets: New Tools from the OptiPuter and LOOKING Pro...
 
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
 
Using the Pacific Research Platform for Earth Sciences Big Data
Using the Pacific Research Platform for Earth Sciences Big DataUsing the Pacific Research Platform for Earth Sciences Big Data
Using the Pacific Research Platform for Earth Sciences Big Data
 
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
A National Big Data Cyberinfrastructure Supporting Computational Biomedical R...
 
Creating a Big Data Machine Learning Platform in California
Creating a Big Data Machine Learning Platform in CaliforniaCreating a Big Data Machine Learning Platform in California
Creating a Big Data Machine Learning Platform in California
 
Looking Back, Looking Forward NSF CI Funding 1985-2025
Looking Back, Looking Forward NSF CI Funding 1985-2025Looking Back, Looking Forward NSF CI Funding 1985-2025
Looking Back, Looking Forward NSF CI Funding 1985-2025
 
Cyberinfrastructure for Ocean Cabled Observatories
Cyberinfrastructure for Ocean Cabled ObservatoriesCyberinfrastructure for Ocean Cabled Observatories
Cyberinfrastructure for Ocean Cabled Observatories
 
Cyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean ObservatoriesCyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean Observatories
 
The Pacific Research Platform
 Two Years In
The Pacific Research Platform
 Two Years InThe Pacific Research Platform
 Two Years In
The Pacific Research Platform
 Two Years In
 
Cyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean ObservatoriesCyberinfrastructure to Support Ocean Observatories
Cyberinfrastructure to Support Ocean Observatories
 

Mehr von Larry Smarr

My Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsMy Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsLarry Smarr
 
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Larry Smarr
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsLarry Smarr
 
Global Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsGlobal Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsLarry Smarr
 
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 Wireless FasterData and Distributed Open Compute Opportunities and (some) Us... Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...Larry Smarr
 
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Larry Smarr
 
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonThe Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonLarry Smarr
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsLarry Smarr
 
Panel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewPanel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewLarry Smarr
 
Panel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksPanel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksLarry Smarr
 
Global Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownGlobal Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownLarry Smarr
 
Built around answering questions
Built around answering questionsBuilt around answering questions
Built around answering questionsLarry Smarr
 
Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Larry Smarr
 
Democratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharDemocratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharLarry Smarr
 
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Larry Smarr
 
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Frank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardFrank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardLarry Smarr
 

Mehr von Larry Smarr (20)

My Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsMy Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 Years
 
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving Institutions
 
Global Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsGlobal Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated Systems
 
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 Wireless FasterData and Distributed Open Compute Opportunities and (some) Us... Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
 
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonThe Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving Institutions
 
Panel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewPanel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An Overview
 
Panel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksPanel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical Networks
 
Global Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownGlobal Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine Brown
 
Built around answering questions
Built around answering questionsBuilt around answering questions
Built around answering questions
 
Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Panel: NRP Science Impacts​
Panel: NRP Science Impacts​
 
Democratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharDemocratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish Parashar
 
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
 
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Frank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardFrank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forward
 

Kürzlich hochgeladen

SFBA Splunk Usergroup meeting March 13, 2024
SFBA Splunk Usergroup meeting March 13, 2024SFBA Splunk Usergroup meeting March 13, 2024
SFBA Splunk Usergroup meeting March 13, 2024Becky Burwell
 
AI for Sustainable Development Goals (SDGs)
AI for Sustainable Development Goals (SDGs)AI for Sustainable Development Goals (SDGs)
AI for Sustainable Development Goals (SDGs)Data & Analytics Magazin
 
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptxTINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptxDwiAyuSitiHartinah
 
5 Ds to Define Data Archiving Best Practices
5 Ds to Define Data Archiving Best Practices5 Ds to Define Data Archiving Best Practices
5 Ds to Define Data Archiving Best PracticesDataArchiva
 
MEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .pptMEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .pptaigil2
 
Master's Thesis - Data Science - Presentation
Master's Thesis - Data Science - PresentationMaster's Thesis - Data Science - Presentation
Master's Thesis - Data Science - PresentationGiorgio Carbone
 
ChistaDATA Real-Time DATA Analytics Infrastructure
ChistaDATA Real-Time DATA Analytics InfrastructureChistaDATA Real-Time DATA Analytics Infrastructure
ChistaDATA Real-Time DATA Analytics Infrastructuresonikadigital1
 
Strategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for ClarityStrategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for ClarityAggregage
 
CI, CD -Tools to integrate without manual intervention
CI, CD -Tools to integrate without manual interventionCI, CD -Tools to integrate without manual intervention
CI, CD -Tools to integrate without manual interventionajayrajaganeshkayala
 
Cash Is Still King: ATM market research '2023
Cash Is Still King: ATM market research '2023Cash Is Still King: ATM market research '2023
Cash Is Still King: ATM market research '2023Vladislav Solodkiy
 
How is Real-Time Analytics Different from Traditional OLAP?
How is Real-Time Analytics Different from Traditional OLAP?How is Real-Time Analytics Different from Traditional OLAP?
How is Real-Time Analytics Different from Traditional OLAP?sonikadigital1
 
YourView Panel Book.pptx YourView Panel Book.
YourView Panel Book.pptx YourView Panel Book.YourView Panel Book.pptx YourView Panel Book.
YourView Panel Book.pptx YourView Panel Book.JasonViviers2
 
Virtuosoft SmartSync Product Introduction
Virtuosoft SmartSync Product IntroductionVirtuosoft SmartSync Product Introduction
Virtuosoft SmartSync Product Introductionsanjaymuralee1
 
Elements of language learning - an analysis of how different elements of lang...
Elements of language learning - an analysis of how different elements of lang...Elements of language learning - an analysis of how different elements of lang...
Elements of language learning - an analysis of how different elements of lang...PrithaVashisht1
 
The Universal GTM - how we design GTM and dataLayer
The Universal GTM - how we design GTM and dataLayerThe Universal GTM - how we design GTM and dataLayer
The Universal GTM - how we design GTM and dataLayerPavel Šabatka
 
Mapping the pubmed data under different suptopics using NLP.pptx
Mapping the pubmed data under different suptopics using NLP.pptxMapping the pubmed data under different suptopics using NLP.pptx
Mapping the pubmed data under different suptopics using NLP.pptxVenkatasubramani13
 
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024Guido X Jansen
 

Kürzlich hochgeladen (17)

SFBA Splunk Usergroup meeting March 13, 2024
SFBA Splunk Usergroup meeting March 13, 2024SFBA Splunk Usergroup meeting March 13, 2024
SFBA Splunk Usergroup meeting March 13, 2024
 
AI for Sustainable Development Goals (SDGs)
AI for Sustainable Development Goals (SDGs)AI for Sustainable Development Goals (SDGs)
AI for Sustainable Development Goals (SDGs)
 
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptxTINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
TINJUAN PEMROSESAN TRANSAKSI DAN ERP.pptx
 
5 Ds to Define Data Archiving Best Practices
5 Ds to Define Data Archiving Best Practices5 Ds to Define Data Archiving Best Practices
5 Ds to Define Data Archiving Best Practices
 
MEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .pptMEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .ppt
 
Master's Thesis - Data Science - Presentation
Master's Thesis - Data Science - PresentationMaster's Thesis - Data Science - Presentation
Master's Thesis - Data Science - Presentation
 
ChistaDATA Real-Time DATA Analytics Infrastructure
ChistaDATA Real-Time DATA Analytics InfrastructureChistaDATA Real-Time DATA Analytics Infrastructure
ChistaDATA Real-Time DATA Analytics Infrastructure
 
Strategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for ClarityStrategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
Strategic CX: A Deep Dive into Voice of the Customer Insights for Clarity
 
CI, CD -Tools to integrate without manual intervention
CI, CD -Tools to integrate without manual interventionCI, CD -Tools to integrate without manual intervention
CI, CD -Tools to integrate without manual intervention
 
Cash Is Still King: ATM market research '2023
Cash Is Still King: ATM market research '2023Cash Is Still King: ATM market research '2023
Cash Is Still King: ATM market research '2023
 
How is Real-Time Analytics Different from Traditional OLAP?
How is Real-Time Analytics Different from Traditional OLAP?How is Real-Time Analytics Different from Traditional OLAP?
How is Real-Time Analytics Different from Traditional OLAP?
 
YourView Panel Book.pptx YourView Panel Book.
YourView Panel Book.pptx YourView Panel Book.YourView Panel Book.pptx YourView Panel Book.
YourView Panel Book.pptx YourView Panel Book.
 
Virtuosoft SmartSync Product Introduction
Virtuosoft SmartSync Product IntroductionVirtuosoft SmartSync Product Introduction
Virtuosoft SmartSync Product Introduction
 
Elements of language learning - an analysis of how different elements of lang...
Elements of language learning - an analysis of how different elements of lang...Elements of language learning - an analysis of how different elements of lang...
Elements of language learning - an analysis of how different elements of lang...
 
The Universal GTM - how we design GTM and dataLayer
The Universal GTM - how we design GTM and dataLayerThe Universal GTM - how we design GTM and dataLayer
The Universal GTM - how we design GTM and dataLayer
 
Mapping the pubmed data under different suptopics using NLP.pptx
Mapping the pubmed data under different suptopics using NLP.pptxMapping the pubmed data under different suptopics using NLP.pptx
Mapping the pubmed data under different suptopics using NLP.pptx
 
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
Persuasive E-commerce, Our Biased Brain @ Bikkeldag 2024
 

The Pacific Research Platform

  • 1. “The Pacific Research Platform” Briefing to The Quilt Visit to Calit2’s Qualcomm Institute University of California, San Diego February 10, 2016 Dr. Larry Smarr Director, California Institute for Telecommunications and Information Technology Harry E. Gruber Professor, Dept. of Computer Science and Engineering Jacobs School of Engineering, UCSD http://lsmarr.calit2.net 1
  • 2. Vision: Creating a West Coast “Big Data Freeway” Connected by CENIC/Pacific Wave Use Lightpaths to Connect All Data Generators and Consumers, Creating a “Big Data” Freeway Integrated With High Performance Global Networks “The Bisection Bandwidth of a Cluster Interconnect, but Deployed on a 20-Campus Scale.” This Vision Has Been Building for Over a Decade
  • 3. NSF’s OptIPuter Project: Demonstrating How SuperNetworks Can Meet the Needs of Data-Intensive Researchers OptIPortal– Termination Device for the OptIPuter Global Backplane Calit2 (UCSD, UCI), SDSC, and UIC Leads—Larry Smarr PI Univ. Partners: NCSA, USC, SDSU, NW, TA&M, UvA, SARA, KISTI, AIST Industry: IBM, Sun, Telcordia, Chiaro, Calient, Glimmerglass, Lucent 2003-2009 $13,500,000 In August 2003, Jason Leigh and his students used RBUDP to blast data from NCSA to SDSC over the TeraGrid DTFnet, achieving18Gbps file transfer out of the available 20Gbps LS Slide 2005
  • 4. DOE ESnet’s Science DMZ: A Scalable Network Design Model for Optimizing Science Data Transfers • A Science DMZ integrates 4 key concepts into a unified whole: – A network architecture designed for high-performance applications, with the science network distinct from the general-purpose network – The use of dedicated systems for data transfer – Performance measurement and network testing systems that are regularly used to characterize and troubleshoot the network – Security policies and enforcement mechanisms that are tailored for high performance science environments http://fasterdata.es.net/science-dmz/ Science DMZ Coined 2010 The DOE ESnet Science DMZ and the NSF “Campus Bridging” Taskforce Report Formed the Basis for the NSF Campus Cyberinfrastructure Network Infrastructure and Engineering (CC-NIE) Program
  • 5. Based on Community Input and on ESnet’s Science DMZ Concept, NSF Has Funded Over 100 Campuses to Build Local Big Data Freeways Red 2012 CC-NIE Awardees Yellow 2013 CC-NIE Awardees Green 2014 CC*IIE Awardees Blue 2015 CC*DNI Awardees Purple Multiple Time Awardees Source: NSF
  • 6. The Pacific Research Platform: The Next Logical Step – Connect Multiple Campus Science DMZs with 10-100Gbps Lightpaths NSF CC*DNI Grant $5M 10/2015-10/2020 PI: Larry Smarr, UC San Diego Calit2 Co-Pis: • Camille Crittenden, UC Berkeley CITRIS, • Tom DeFanti, UC San Diego Calit2, • Philip Papadopoulos, UC San Diego SDSC, • Frank Wuerthwein, UC San Diego Physics and SDSC
  • 7. FIONA – Flash I/O Network Appliance: Termination Device for 10-100Gbps Flows UCOP Rack-Mount Build: FIONAs Are Science DMZ Data Transfer Nodes & Optical Network Termination Devices UCSD CC-NIE Prism Award & UCOP Phil Papadopoulos & Tom DeFanti Joe Keefe & John Graham Cost $8,000 $20,000 Intel Xeon Haswell Multicore E5-1650 v3 6-Core 2x E5-2697 v3 14-Core RAM 128 GB 256 GB SSD SATA 3.8 TB SATA 3.8 TB Network Interface 10/40GbE Mellanox 2x40GbE Chelsio+Mellanox GPU NVIDIA Tesla K80 RAID Drives 0 to 112TB (add ~$100/TB) John Graham, Calit2’s QI
  • 8. FIONAs as Uniform DTN End Points Existing DTNs As of October 2015 FIONA DTNs UC FIONAs Funded by UCOP “Momentum” Grant
  • 9. Ten Week Sprint to Demonstrate the West Coast Big Data Freeway System: PRPv0 Presented at CENIC 2015 March 9, 2015 FIONA DTNs Now Deployed to All UC Campuses And Most PRP Sites
  • 10. Pacific Research Platform Multi-Campus Science Driver Teams • Jupyter Hub • Biomedical – Cancer Genomics Hub/Browser – Microbiome and Integrative ‘Omics – Integrative Structural Biology • Earth Sciences – Data Analysis and Simulation for Earthquakes and Natural Disasters – Climate Modeling: NCAR/UCAR – California/Nevada Regional Climate Data Analysis – CO2 Subsurface Modeling • Particle Physics • Astronomy and Astrophysics – Telescope Surveys – Galaxy Evolution – Gravitational Wave Astronomy • Scalable Visualization, Virtual Reality, and Ultra-Resolution Video 10
  • 11. PRP First Application: Distributed IPython/Jupyter Notebooks: Cross-Platform, Browser-Based Application Interleaves Code, Text, & Images IJulia IHaskell IFSharp IRuby IGo IScala IMathics Ialdor LuaJIT/Torch Lua Kernel IRKernel (for the R language) IErlang IOCaml IForth IPerl IPerl6 Ioctave Calico Project • kernels implemented in Mono, including Java, IronPython, Boo, Logo, BASIC, and many others IScilab IMatlab ICSharp Bash Clojure Kernel Hy Kernel Redis Kernel jove, a kernel for io.js IJavascript Calysto Scheme Calysto Processing idl_kernel Mochi Kernel Lua (used in Splash) Spark Kernel Skulpt Python Kernel MetaKernel Bash MetaKernel Python Brython Kernel IVisual VPython Kernel Source: John Graham, QI
  • 12. GPU JupyterHub: 2 x 14-core CPUs 256GB RAM 1.2TB FLASH 3.8TB SSD Nvidia K80 GPU Dual 40GbE NICs And a Trusted Platform Module GPU JupyterHub: 1 x 18-core CPUs 128GB RAM 3.8TB SSD Nvidia K80 GPU Dual 40GbE NICs And a Trusted Platform Module PRP UC-JupyterHub Backbone Next Step: Deploy Across PRP Source: John Graham, Calit2 UC Berkeley UC San Diego
  • 13. community resources. This facility depends on a range of common services, support activities, software, and operational principles that coordinate the production of scientific knowledge through the DHTC model. In April 2012, the OSG project was extended until 2017; it is jointly funded by the Department of Energy and the National Science Foundation. OSG Federates Clusters in 40/50 States: A Major XSEDE Resource Source: Miron Livny, Frank Wuerthwein, OSG
  • 14. Open Science Grid Has Had a Huge Growth Over the Last Decade - Currently Federating Over 130 Clusters Crossed 100 Million Core-Hours/Month In Dec 2015 Over 1 Billion Data Transfers Moved 200 Petabytes In 2015 Supported Over 200 Million Jobs In 2015 Source: Miron Livny, Frank Wuerthwein, OSG ATLAS CMS
  • 15. PRP Prototype of LambdaGrid Aggregation of OSG Software & Services Across California Universities in a Regional DMZ • Aggregate Petabytes of Disk Space & PetaFLOPs of Compute, Connected at 10-100 Gbps • Transparently Compute on Data at Their Home Institutions & Systems at SLAC, NERSC, Caltech, UCSD, & SDSC SLAC UCSD & SDSC UCSB UCSC UCD UCR CSU Fresno UCI Source: Frank Wuerthwein, UCSD Physics; SDSC; co-PI PRP PRP Builds on SDSC’s LHC-UC ProjectCaltech ATLAS CMS other physics life sciences other sciences OSG Hours 2015 by Science Domain
  • 16. Two Automated Telescope Surveys Creating Huge Datasets Will Drive PRP 300 images per night. 100MB per raw image 30GB per night 120GB per night 250 images per night. 530MB per raw image 150 GB per night 800GB per night When processed at NERSC Increased by 4x Source: Peter Nugent, Division Deputy for Scientific Engagement, LBL Professor of Astronomy, UC Berkeley Precursors to LSST and NCSA PRP Allows Researchers to Bring Datasets from NERSC to Their Local Clusters for In-Depth Science Analysis
  • 17. Global Scientific Instruments Will Produce Ultralarge Datasets Continuously Requiring Dedicated Optic Fiber and Supercomputers Square Kilometer Array Large Synoptic Survey Telescope https://tnc15.terena.org/getfile/1939 www.lsst.org/sites/default/files/documents/DM%20Introduction%20-%20Kantor.pdf Tracks ~40B Objects, Creates 10M Alerts/Night Within 1 Minute of Observing 2x40Gb/s
  • 18. PRP Will Support the Computation and Data Analysis in the Search for Sources of Gravitational Radiation Augment the aLIGO Data and Computing Systems at Caltech, by connecting at 10Gb/s to SDSC Comet supercomputer, enabling LIGO computations to enter via the same PRP “job cache” as for LHC.
  • 19. HPWREN Users and Public Safety Clients Gain Redundancy and Resilience from PRP Upgrade San Diego Countywide Sensors and Camera Resources UCSD & SDSU Data & Compute Resources UCSD UCR SDSU UCI UCI & UCR Data Replication and PRP FIONA Anchors as HPWREN Expands Northward 10X Increase During Wildfires • PRP CENIC 10G Link UCSD to SDSU – DTN FIONAs Endpoints – Data Redundancy – Disaster Recovery – High Availability – Network Redundancy Data From Hans-Werner Braun Source: Frank Vernon, Greg Hidley, UCSD
  • 20. PRP Backbone Sets Stage for 2016 Expansion of HPWREN, Connected to CENIC, into Orange and Riverside Counties • Anchor to CENIC at UCI – PRP FIONA Connects to CalREN-HPR Network – Data Replication Site • Potential Future UCR CENIC Anchor • Camera and Relay Sites at: – Santiago Peak – Sierra Peak – Lake View – Bolero Peak – Modjeska Peak – Elsinore Peak – Sitton Peak – Via Marconi Collaborations through COAST – County of Orange Safety Task Force UCR UCI UCSD SDSU Source: Frank Vernon, Greg Hidley, UCSD
  • 21. 40G FIONAs 20x40G PRP-connected WAVE@UC San Diego PRP Links FIONA Clusters Creating Distributed Virtual Reality PRP CAVE@UC Merced
  • 22. UCD UCSF Stanford NASA AMES/ NREN UCSC UCSB Caltech USC UCLA UCI UCSD SDSU UCR Esnet DoE Labs UW/ PNWGP Seattle Berkeley UCM Los Nettos Internet2 Internet2 Seattle Note: This diagram represents a subset of sites and connections. * Institutions with Active Archaeology Programs “In an ideal world – Extremely high bandwidth to move large cultural heritage datasets around the PRP cloud for processing & viewing in CAVEs around PRP with Unlimited Storage for permanent archiving.” -Tom Levy, UCSD PRP is NOT Just for Big Data Science and Engineering: Linking Cultural Heritage and Archaeology Datasets Building on CENIC’s Expansion To Libraries, Museums, and Cultural Sites
  • 23. Next Step: Global Research Platform Building on CENIC/Pacific Wave and GLIF Current International GRP Partners

Hinweis der Redaktion

  1. Campus Cyberinfrastructure – Network Infrastructure and Engineering (CC-NIE) Campus Cyberinfrastructure – Infrastructure, Innovation, and Engineering (CC-IIE) Campus Cyberinfrastructure – Data, Networking, and Innovation (CC-DNI) NSF 15-534 incorporates Data Infrastructure Building Blocks (CC-DNI-DIBBs) – Multi-Campus / Multi-Institution Model Implementation from Program Solicitation NSF 14-530
  2. We already have 11 major research universities in California poised to partner.