computing and storage resources at the san diego supercomputer center
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Computing and Storage Resources at the San Diego Supercomputer Center. Natasha Balac, Ph.D. UC Associates Program August 3, 2004. What is SDSC?. Founded in 1985 One of three NSF-funded supercomputer centers - PowerPoint PPT PresentationTRANSCRIPT
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Computing and Storage Resources at the San Diego Supercomputer Center
Natasha Balac, Ph.D.UC Associates Program
August 3, 2004
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
What is SDSC?
• Founded in 1985 • One of three NSF-funded
supercomputer centers• Provides resources to national
academic and non-profit community above and beyond what an individual university can provide
• Peer-review proposal system, no cost to academics/non-profits
• But we are much more
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
• Employs nearly 400 researchers, staff and students
• Leading edge site for NSF’s National Partnership for Advanced Computational Infrastructure (NPACI)
• One of 5 sites of NSF’s TeraGrid/ETF project
• Home of many associated activities including • Protein Data Bank• Alliance for Cell Signaling• Cooperative Association for Internet Data Analysis (CAIDA)• High Performance Wireless Research and Education Network (HPWREN)• Geosciences Network (GEON)• Joint Center for Structural Genomics• Protein Kinase Resource, etc.
SDSC
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
SDSC’s Mission
• To develop and use technology to advance science
• We do this through our use of• Hardware • Software• Expertise / Personnel
in computation, data management and visualization
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
A Range of Hardware Resources
• 14TFlops of aggregate compute power• Nearing 100 Tflops across all NSF centers
• 5.7TB aggregate memory• 500TB SAN file systems• 6 Petabytes of tape archive• Thousands of active users• Part of U.S. TeraGrid initiative• 40Gb/s backbone connects the center to other
supercomputer centers• Wide range of HPC applications
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
New Powerful IBM System
Peak speed Processors Memory Disk Latency/Bandwidth
DataStar ~10 Tflops 11 32-way176 8-way 1.7 and 1.5 GHz Power4
~4.2 TB 540 TB5-10 GB/s
<10 s2 GB/s
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
20 TB
230 TB FCS SAN500 TB FCS SAN
256 2p Madison667 2p Madison
Myrinet
128 2p Madison256 2p Madison
Myrinet
NCSA
Caltech
SDSC PSC
100 TB DataWulf
TeraGrid Compute Resources
32 Pentium452 2p Madison20 2p Madison
Myrinet
1.1 TF Power4Federation
CHILA
96 GeForce4 Graphics Pipes
96 Pentium4 64 2p Madison
Myrinet
20p Vis75 TB Storage
750 4pAlpha EV68
Quadrics
4 32p EV7
Marvel
16 2p (ER)MadisonQuadrics
4 Lambdas
ANL
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
TeraGrid Application Targets
• Usage exemplars• “traditional” supercomputing made simpler
• remote access to data archives and computers
• distributed data archive access and correlation• remote rendering and visualization• remote sensor and instrument coupling
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
SDSC’s Mission
• To develop and use technology to advance science
• We do this through our use of• Hardware • Software• Expertise / Personnel
in computation, data management and visualization
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
• www.npaci.edu/Applications• Applications in variety of research areas:
• Biomolecular Structure• Molecular Mechanics/Dynamics• Quantum Chemistry• Eng. Structural Analysis• Finite Element Methods• Fluid Dynamics• Numerical Libraries• Linear Algebra• Differential Equations• Graphics/Scientific Visualization• Grid Computing• Data Mining and Analysis
Production Software in many research areas
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Variety of scientific software installed and maintained
• BLAST• CLUSTALW• Biology WorkBench• CNS• NAMD• Amber
• NWChem• CHARMM• Parallel MOPAC• GAMESS• Gaussian• DataCutter
•We’re happy to install your favorite package
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
SDSC’s Mission
• To develop and use technology to advance science
• We do this through our use of• Hardware • Software• Expertise / Personnel
in computation, data management and visualization
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Expertise integrating technology and applications
• 400 personnel• Experts in wide range of fields
• Deploying the largest supercomputers and networks• Building clusters• Designing storage area networks• Portal design• Bioinformatics• Web Services• Cross-disciplinary expertise
• Ability to map applications onto hardware efficiently• Understanding of hardware and science
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
A Range of Personnel Resources
Expertise • parallelizing/optimizing code• portal-based access• grid computing• data mining• web services• vizualization
• Peer-review process• www.paci.org
• Multi-year awards possible• Database/Data collection hosting/persistent archiving
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Visualization Services
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Visualization Serviceshttp://vis.sdsc.edu/
• Scalable Visualization Toolkit and Applications• Visualization Service Grid
• Cancer Center Visualizations• SAC Visualizations• NPACI Visualization Software
• Scientific imaging and animation production• Customized visualization solutions• Gaming Grid for Research and Education• Visualization Training
• OpenDX workshops• Maya workshops and short courses
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Visualization Services Grid
Workstation Alley
VGrid Gallery SRB Archive Grid Farm
VGrid Portal
SVT Grid Services
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
UCSD Cancer Center Visualizations
James R. Feramisco -Digital Imaging Resource Leader
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Monuments and Dust:The Culture of Victorian London
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Environmental Visualizations
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Volume Visualization of the Orion NebulaThe San Diego Supercomputer Center and
The American Museum of Natural History Hayden Planetarium
Hubble Space Telescope images of the Orion Nebula and the HST-10 proplyd.
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Astronomical Visualization
Visualization ofAn Emission Nebulae from 3 Terabytes of Simulation DataCredits:American Museum of Natural HistoryDave Nadeau SDSCErik Engquist SDSC
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Center for Visualization Prototypes
Contact [email protected] for details orgo to http://cvp.sdsc.edu
Bringing physical prototyping technology into the visualization mainstream
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
DAKS – Data and Knowledge Systems
• DAKS creates data and knowledge cyber infrastructure for scalable, end-to-end knowledge discovery pipelines in data-intensive computing
• Integrated enabling technologies include:• data gathering and data grid tools• web services• massive storage• large-scale databases• data mining• knowledge integration• publishing in digital libraries• long-term preservation in persistent archives
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Major Projects• GEON: GEOsciences Network – Integration of multi-
disciplinary Earth Science databases• SEEK: Science Environment for Ecological Knowledge –
Modeling frameworks, semantic integration, workflow systems for environmental modeling
• National Archives and Records Administration (NARA) – Persistent archives and electronic records management
• GeoGRID – Research on integrating geospatial information from multiple, heterogeneous sources, including studying the metadata necessary to describe the geospatial content & services, as well as accuracy-aware query processing techniques
• Keck Graduate Institute – Twin framework to analyze, model & design robust, complex networks using biological & computational principals
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Major Projects
• Grid Benchmarks – Defining metrics to measure performance of Grid applications and architectures and to rate their functionality and efficiency
• I2T: Information Integration Testbed – Set of tools and technologies that are being developed to provide a testbed for information integration
• GriPhyN: Grid Physics Network – Develop & build production-scale data grids
• SciDAC/Scientific Data Management – Five-year initiative to develop scientific computing infrastructure for terascale computers to advance research programs in basic energy sciences, biological & environmental research, fusion energy sciences, and high-energy and nuclear physics
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Major Projects
• Southern California Earthquake Data Center (SCEDC) – Primary archive of earthquake data for southern California
• Bridges – Integrated framework for health monitoring of highway bridges & civil infrastructure
• INGREIN – Integrated, Geo-Referenced Environmental Information Network
• National Virtual Observatory – Federation of over 100 terabytes of astronomical data from more than 50 collections
• NPACI Neuroscience – Infrastructure to support the study of brain structure
• SRB: Storage Resource Broker – Middleware providing a uniform API to access heterogeneous distributed storage resources
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Major Projects—DAKS Involvement• TeraGrid – Multi-year effort to build and deploy the world's
largest, most comprehensive distributed infrastructure for open scientific research
• BIRN: Biomedical Informatics Research Network – Standardizing imaging protocols, developing database schemas around their data, defining processing pipelines for upload & analysis of data, and assembling large imaging caches
• OptIPuter – Cyber “infostructure” to support data-intensive scientific research and collaboration
• LTER: Long-Term Ecological Research Network – Investigation of long-term ecological phenomena in U.S.
• WIISARD: Wireless Internet Information System for Medical Response in Disasters – Sophisticated wireless technology to coordinate and enhance care of mass casualties in a terrorist attack or natural disaster
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Major Projects—DAKS Involvement
• BorderSafe – Infrastructure for sharing and evaluation of information between local law enforcement and the Department of Homeland Security
• Gene Regulatory Networks – integrating data from disparate sources to create an interaction graph of gene and protein regulation. Performing graph queries to reveal interesting unkown interactions
• Cell-Centered Database – On-line resource for high resolution cell-centered data
• ROADNet: Real-time Observatories, Applications, and Data management Network – Integrated information management system & wireless networks to deliver seismic, oceanographic, ecological, hydrological, and physical data to end users in real-time
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
BIRN
NIH NCRR award to …• Enhance access to 4T – 8T MRI & other
imaging modalities for neuroscience studies• Enhance telecommunications & telemedicine
efforts for GCRC sites, co-located with NCRR imaging centers
• Develop bioinformatics tools & data fusion for PET, CAT, EEG, MRI
• Extend to all NCRR Resource sites & expand model to other areas
Partners• National Institutes of Health (NIH)• National Science Foundation (NSF)• UCSD• SDSC
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
BorderSafe
Framework for Automated Sharing and Analysis• Service Oriented Architecture for integrating new and legacy data and analytical resources.• Explore and implement strong auditing using evolving
Web Service security standards
Crime Analysis Tool Evaluation• Evaluation of current law enforcement analysis and data mining tools
• Exploration of intelligent data analysis tool extensions Policy-based Information Sharing Research• Leverage policy-based resource discovery and sharing research done in Grid Services and apply them to Homeland Security Domain
Inter-organization Law Enforcement Community
Building • Discovering and addressing data integration and analysis needs by working directly with domain experts
Enabling Intelligent, Policy-based Information Sharing Technology
SAN DIEGO SUPER- COMPUTER CENTER,
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
GEON
Finding Answers to Vital QuestionsEstimating flood and landslide potential, groundwater problems, volcanic activity, and soil quality—all with the best data available Accelerating scienceThrough the GEON Portal, researchers will be able to discover relationships of the type that led to plate tectonics in days instead of years Democratizing Grid Technologies
Building cyberinfrastructure for a wide range of users, from scientists and educators to policymakers and engineers
Building Reusable CyberinfrastuctureA model for the Earth Sciences and beyond
Enabling Integrated Views of the Earth System by
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
3D Earthquake Modeling in GEON
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Advanced Database Projects
Research & system development• Infrastructure for data mining, data
warehousing, and query processing• Grid data services to make data available to
researchers via traditional methods and API's which allow simple storage and retrieval of data regardless of type, size, and physical
AfCS PDBBIRN JCSG PKREOL ToL GenBankBlast
FED_SDSCVendor API SQL
Federation
Grid Data Service
DB
2OracleDB2
FlatFile(s)
MSSQL
MySQL BLASTXMLFile(s)
Source Specific Ontology
Master OntologyDB2
OracleDB2Flat
File(s)MSSQL
MySQL BLASTXMLFile(s)
Federation
Federation Ontology
Federation issues• Performance, reliability, authentication• Data location• Network connections between users & data• Need for replication• Google-like tool to search grid data services
for data & access content
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Advanced Query Processing
Modeling and integrating biological pathways
Volume algebra for Neuroscience Research & system development• Data Modeling services for scientific applications –
volumetric data, multimedia, …• Ontology construction and searching for large-scale
problems – query evaluation techniques• Techniques for management of graph-structured
information – representation and query language development, browsing tools
• Data Warehousing for Interaction Networks – graph views over relational data
• Information Integration techniques over multiple data models (spatial, relational, graph…) with Ontologies
• Simulation of process networks using Hybrid Functional Petri Nets
Co-browsing ontologies, atlases, data
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Distributed Data Management
• Data collecting• Sensor systems, object ring
buffers and portals
• Data organization• Collections, manage data context
• Data sharing• Data grids, manage heterogeneity
• Data publication• Digital libraries, support discovery
• Data preservation• Persistent archives, manage
technology evolution
• Data analysis• Processing pipelines, manage
knowledge extraction
Storage Resource BrokerCollections at SDSC
Digsky 42,786.00 6,076,982 69 NSF/ITRNPACI 8,822.00 2,995,432 377 NSF/PACIHayden 7,835.00 60,001 168 AMNHSLAC 2,108.00 294,149 43 NSF/NPACILDAS/SALK 824.00 13,016 66 NSFTeraGrid 10,603.00 433,938 2,229 NSFBIRN 389.00 1,084,749 167 NIH (NCRR)Digital LibraryDigEmbryo 720.00 45,365 23 NLMHyperLter 215.00 5,097 28 NSF/NPACIPortal 1,244.00 34,094 352 NSF/NPACIAfCS 107.00 21,295 21 NIHNSDL/SIO Exp 603.00 87,191 26 NSF/NSDLTRA 92.00 2,387 26 NSF/NPACISCEC 12,274.00 1,721,241 43 NSF/ITRUCSDLib 1,085.00 138,421 29 UCSDPersistent ArchiveNARA/Collection 67.00 82,031 56 NARANSDL/CI 465.00 2,948,903 114 NSF/NSDLTOTAL 90 TB 16 million 3837
Project Size Files Users Agency
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Knowledge and Information Discovery Research & system development• Data mining and machine learning • Services-based knowledge discovery
infrastructure• Analysis of complex data – real-time streams,
sensor networks, remote sensing imagery, microarray data, large text collections
• Decision support systems – environmental monitoring, law enforcement, forensics, and homeland security
• Support for knowledge discovery projects at SDSC and beyond
In Environment (TeraBridge, LTER Network, PRAGMA)
In Homeland Defense (Border Safe)
sensor
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SAN DIEGO SUPER- COMPUTER CENTER,
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Strategic Applications Collaborations
• SDSC staff paired with domain scientists for 3-12 month projects
• Past successes include• Biomedical imaging (U Michigan)• Brain mapping/computational anatomy (Johns Hopkins)• Computational modeling of the cochlea (U Michigan)• Molecular dynamics in large biomolecular systems (UCSF, TSRI)• SEQUEST (U Washington)• SCWRL (Fox Chase Cancer Center)• Protein Structure prediction (UCSD)• Protein fold recognition and classification (UCSD)
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Academic Associate Program for UC Campuses
• Resources dedicated to UC campuses to support research endeavors
• Program provides University of California (UC) researchers access to the vast array of computational resources at the San Diego Supercomputer Center (SDSC)
• Any qualified UC researcher can request supercomputing time, free of charge, through the AAP administrator for his or her respective campus
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Academic Associate Program for UC Campuses
• High-Performance Computing• Storage• Access to specialized Software, Databases
and Archives• Technical Support• Training/Documentation• Early access to new SDSC systems
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Academic Associate Program for UC Campuses
Computing
• DataStar: 10 teraflops IBM Power4-based system with total memory of 4.2 terabytes
• TeraGrid: 4.3 teraflops IA-64 system
Storage • Petabyte-scale archival storage system• SAN disk array with a total capacity of more than 500 terabytes• http://datacentral.sdsc.edu/
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Academic Associate Program for UC Campuses
Access to specialized software/Databases/Archives• A variety of powerful software applications covering a range of
disciplines including – Medicine, bioscience, physics, astronomy, chemistry, etc.
• Large-scale data libraries, such as the – Protein Data Bank (PDB)– National Virtual Observatory (NVO)– 2-Micron All Sky Survey (2MASS) – User-friendly software for accessing large data collections
• NPACKage – mature middleware and applications for grid computing, communication and archiving
• A variety of data analysis, mining and visualization tools
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Academic Associate Program for UC Campuses
Technical support• From SDSC Scientific Computing Services, including consulting
for parallel programming, optimization, porting, etc.
Training• Quarterly workshops on parallel computing• 1-2 day on-site workshops • Priority seating at SDSC workshops• Web-based training• Special week-long summer institute
– Focused work on participant’s projects
– Student expenses paid
– Data-intensive and grid applications focus this year
Early access to new SDSC systems (Data Star)
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Academic Associate Program for UC Campuses
• How to apply?
• Any UC researcher can request supercomputing time online
http://www.sdsc.edu/aap.html
• Campus representatives are available at each UC campus to help researchers with any questions or problems they may have regarding the Academic Associates program
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
Some collaboration ideas
• Development of new algorithms• Optimization and parallelization of code• Development of portal interfaces to applications and
other resources• Assistance writing successful proposals for SDSC
resources• Assistance with cluster setup and maintenance• Hardware acquisitions, benchmarking and
performance analysis• Data services: databases, data collections and data
mining
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
And still more
• Visualization assistance• Automation of data collection from wet labs
• expertise in sensor/instrument data collection, CAL IT2
• Hosting of visiting scientists and students• Joint proposals
• NSF’s ITR programs• TeraGrid participation• NIH initiatives
SAN DIEGO SUPERCOMPUTER CENTER
NATIONAL PARTNERSHIP FOR ADVANCED COMPUTATIONAL INFRASTRUCTURE
We’re interested in working together
• Q&A• [email protected]• http://www.sdsc.edu• UC Academic Associates program
• http://www.sdsc.edu/aap.html