1. Introduction to Parallel Computing on the TeraGrid Part 1: the TeraGrid and Parallel Computing concepts Craig Stewart, stewart@iu.edu Associate Dean, Research Technologies & Chief Operating Officer, Pervasive Technology Labs; IU Chair, Coalition for Academic Scientific Computing IU TeraGrid Resource Partner PI & Maytal Dahan, maytal@tacc.utexas.edu Software Developer, Distributed & Grid Computing, TACC 9 June 2008

2. License terms Please cite as: Stewart, C.A., and M. Dahan. 2008. Introduction to Parallel Computing on the TeraGrid. Part 1: the TeraGrid and Parallel Computing concepts. Tutorial presentation. Presented at TeraGrid08 Conference, June 9-13, Las Vegas, NV. http://hdl.handle.net/2022/13990http://hdl.handle.net/2022/13990 Some figures are shown here taken from web, under an interpretation of fair use that seemed reasonable at the time and within reasonable readings of copyright interpretations. Such diagrams are indicated here with a source url. In several cases these web sites are no longer available, so the diagrams are included here for historical value. Except where otherwise noted, by inclusion of a source url or some other note, the contents of this presentation are © by the Trustees of Indiana University. This content is released under the Creative Commons Attribution 3.0 Unported license (http://creativecommons.org/licenses/by/3.0/). This license includes the following terms: You are free to share – to copy, distribute and transmit the work and to remix – to adapt the work under the following conditions: attribution – you must attribute the work in the manner specified by the author or licensor (but not in any way that suggests that they endorse you or your use of the work). For any reuse or distribution, you must make clear to others the license terms of this work. 2

3. Outline Why this tutorial may be valuable to you –(Time consuming computations on the critical path of your research? Need more storage? Do you provide scientific services/resources over the Web?) What is cyberinfrastructure? Examples of TeraGrid uses More detailed info about the TeraGrid How can you get going using the TeraGrid? –Resources are available for use –Help using the system is available Introduction to parallel computing concepts NB: ‘Tufte was here’ 3

4. 4 What is cyberinfrastructure? “Cyberinfrastructure consists of computing systems, data storage systems, advanced instruments and data repositories, visualization environments, and people, all linked together by software and high performance networks to improve research productivity and enable breakthroughs not otherwise possible.” (This and other information in Wikipedia definition of cyberinfrastructure) Some basic terms –TFLOPS - Trillions of FLOating Point operations per Second (mathematical operations) (10^12) –Processor hour - one hour of processor (CPU) utilization –TB - terabyte; PB - petabyte –Parallel programming –MPI - Message Passing Interface –WSRF - Web Services Resource Framework ©Trustees of Indiana University. May be reused provided TeraGrid logo remains and any modifications to original are noted. Courtesy Craig A. Stewart, IU

5. 5 What is the TeraGrid? “TeraGrid is an open scientific discovery infrastructure combining leadership class resources at eleven partner sites to create an integrated, persistent computational resource.” An instrument (cyberinfrastructure) that delivers high-end IT resources – storage, computation, visualization, and data/service hosting – almost all of which are UNIX-based under the covers; some hidden by web interfaces –A data storage and management facility: over 20 petabytes of storage (disk and tape), over 100 scientific data collections –A computational facility: over 870 TFLOPS in parallel computing systems and growing –(Sometimes) an intuitive way to do very complex tasks, via Science Gateways, or get data via data services A service: help desk and consulting, Advanced Support for TeraGrid Applications (ASTA), education and training events and resources The largest individual cyberinfrastructure facility funded by the NSF, which supports the national science and engineering research community Something you can use without financial cost – allocated via peer review (and without double jeopardy)

6. 6 Simulation of TonB-dependent transporter (TBDT) Used 400,000 processor (CPU) hours on systems at National Center for Supercomputing Applications, IU, Pittsburgh Supercomputing Center [45 years with one processor] Modeled mechanisms for allowing transport of molecules through cell membrane Experimental analysis not possible! Work by Emad Tajkhorshid and James Gumbart, of University of Illinois Urbana-Champaign. Mechanics of Force Propagation in TonB-Dependent Outer Membrane Transport. Biophysical Journal 93:496- 504 (2007). Results of the simulation may be seen at www.life.uiuc.edu/emad/TonB-BtuB/btub- 2.5Ans.mpg Image courtesy of Emad Tajkhorshid, UIUC Examples of what you can do with the TeraGrid: Simulation of cell membrane processes

7. 7 Predicting storms Hurricanes and tornadoes cause massive loss of life and damage to property TeraGrid supported spring 2007 NOAA and University of Oklahoma Hazardous Weather Testbed –Major Goal: assess how well ensemble forecasting predicts thunderstorms, supercells  tornadoes –Nightly reservation at PSC –Delivers “better than real time” prediction –Used 675,000 CPU hours for the season –Used 312 TB on HPSS storage at PSC –Used >100× more computing daily than NWS operational forecasts Slide courtesy of Dennis Gannon, IU, and LEAD Collaboration

8. 8 Solve any Rubik’s Cube in 26 moves? Rubik's Cube is perhaps the most famous combinatorial puzzle of its time > 43 quintillion states (4.3x10^19) Gene Cooperman and Dan Kunkle of Northeastern Univ. proved any state can be solved in 26 moves 7TB of distributed storage on TeraGrid allowed them to develop the proof Source: http://www.physorg.com/news99843195.html

9. 9 Resources for many disciplines Resource availability growing at unprecedented rates These data for first quarter of calendar 2008

10. 10 SDSC TACC UC/ANL NCSA ORNL PU IU PSC NCAR Caltech USC/ISI UNC/RENCI UW Resource Provider (RP) Software Integration Partner Grid Infrastructure Group (UChicago) The TeraGrid Map Tennessee LONI/LSU Network Hub www.teragrid.org

11. 11 But the map doesn’t matter - TeraGrid Architecture Compute Service Viz Service Data Service Network, Accounting, … RP 1 RP 3 RP 2 ©University of Chicago, Courtesy Dane Skow, Director, TeraGrid Grid Infrastructure Group. Used with Permission and modified substantially from original by Craig A. Stewart TeraGrid Infrastructure (Accounting, Network, Authorization,…) POPS (for now) Science Gateways User Portal Command Line

12. 12 www.teragrid.org

13. 13 TeraGrid High Performance Computing Systems 2007-8 Computational Resources (size approximate - not to scale) Slide Courtesy and © Tommy Minyard, TACC SDSC TACC UC/ANL NCSA ORNL PU IU PSC NCAR 2007 (504TF) 2008 (~1PF) Tennessee LONI/LSU NB: Ranger soon to be at 580 TFLOPS

14. 14 RANGER @ Texas Advanced Computing Center’s Ranger –Biggest open supercomputer in world –504 TFLOPS Sun Constellation (soon to be 580) –15,744 AMD Quad-core “Barcelona” processors –Disk subsystem - 1.7 petabytes –First “Track II” system online Ranger info courtesy and © Tommy Minyard, TACC Ranger – Sun Constellation Linux Cluster

15. NICS Systems Cray “Baker” system 2009 –~1 PetaFLOPs –Opteron multi-core processors –100 TB of memory –2.3 PB of disk space Initial Delivery: July 2008 –4,512 Opteron quad-core processors –170 TeraFLOPs © Oak Ridge National Labs

16. Quick summary of highlights of other Resource Partner services later in talk… 16

17. 17 Data storage and management: Disk All RP sites provide local working storage Some RP sites provide storage as an allocatable resource –GPFS-WAN (General Parallel File System Wide Area Network) ~ 1 petabyte Home at San Diego Supercomputer Center May be accessed as if it were a local file system from NCAR, NCSA, IU, UC/ANL –Lustre-WAN Production availability summer 2008 @ IU; direct mount to PSC in testing now Several other RPs to experiment with Lustre-WAN this year –Long term disk storage allocations IU, NCSA, SDSC

18. 18 Data storage and management: Tape Many RPs provide short term use of tape archives in support of computation TeraGrid provides persistent (up to Feb 2010+) storage on disk and tape Could you benefit from having a spare copy of your data stored someplace removed from your home location? Allocatable tape-based storage systems: –IU (Indiana University) – geographically distributed –NCAR (National Center for Atmospheric Research) – also supports dual copy –NCSA (National Center for Supercomputing Applications) –SDSC (San Diego Supercomputer Center) –Note: most sites have massive data storage systems that provide storage in support of computation

19. TGUP (TeraGrid User Portal) motivation Aggregates and simplifies access to TG information & services Control panel for active TG users with accounts –Daily resource for TG users – check allocations, view system information, submit consulting ticket, view documentation etc. Make using TG simple, like a financial portal Increase productivity of TeraGrid researchers – do more science!

20. TGUP (TeraGrid User Portal) vision The TeraGrid User Portal will continue to integrate important user capabilities in one place: –Comprehensive TeraGrid allocation and account management –TeraGrid user documentation, consulting, training info, knowledge base –Comprehensive RP resource information services –Simple access to GIG and RP interactive grid usage – logging in, remote viz, etc. –Potentially, all user services and interactions (e.g., surveys, online training, real-time consulting, interactive data mining, remote visualization, etc.)

21. Accessing TeraGrid User Portal How do I access the TeraGrid User Portal? http://portal.teragrid.org –When you get your accounts packet you will have a portal account (username and password) listed –The portal account is also your TG-Wide login and can be used to access any of your TG systems –You can change your portal password by logging in to the user portal, visiting the MyTeraGrid tab, and going to the ‘Change Portal Password’ link www.teragrid.org

22. Current Features Account Management Services –Detailed projects and allocation usage Log in to the user portal to view your projects, allocations, usage, PI, Grant # PIs have expanded information including users that belong to their project –View system accounts Complete list of system accounts with ability to log in directly to any TG system –Seamless Login to TG systems No need to remember usernames or passwords SSH directly in to a TG system –User Profile listing and update View & Update your user profile –Change portal password –Distinguished name listing tool –Add/remove users PIs can request users be added/removed from an allocation –Request community account Gateway projects can request a community account

23. Current Features Resource Services –System Monitor View comprehensive list of TG resources View detailed job information for each resource View static resources attributes Can sort by column –Batch queue prediction service Wait time prediction Deadline prediction –View & access TG science gateways –View & access TG data collections

24. Current Features Interactive Services –Interactive Remote Visualization To Maverick –GSI-SSH login to TG systems SSH window to any TG system you have an account on No need to install any software, know your local account info, or authenticate –File Manager (coming soon)

25. Current Features Allocation Services –Info about how to apply for allocations –Lists resources! –Sample proposals, proposal questions –Link to POPS Allocation request/renewal Training Services –Calendar of training courses –Comprehensive listing of online training modules Documentation Services –Knowledge Base interface View and search TG related documentation –User Info documentation Pulled from user information on TG web site –Automatic population of user forms Consulting form, feedback form, add/remove user form, etc. Consulting Services –Help desk form, submit consulting tickets

26. File Manager Service Portal Interface for drag and drop file management across TeraGrid Transfer between local machine TG System, TG system TG System Set Notifications, View Xfer History Secure, High Performance, No additional authentication required Status: Friendly user testing phase Release: Early Summer 2008 www.teragrid.org

27. Automated Password Reset Automatically reset portal/TG-Wide password via user portal No need to contact help desk or have original TG paperwork Status: Implementation phase Release: Summer 2008 www.teragrid.org

28. Planned Features Enhanced authentication/POPS integration –Seamless POPS integration Automatic authentication to POPS for TeraGrid Users –Vetted and un-vetted user portal accounts Replace POPS accounts with un-vetted user accounts When user gets an allocation the account becomes vetted User Documentation Services –Software listing View CTSS and 3 rd party software on TG systems –User news integration –Search feature – TGUP, website Customization and personalization –Domain specific views Customized portal views for users based on scientific domains –Personalize portal interface View only resources you are interested in, etc.

29. TeraGrid User Portal @ TG08 Want to learn more about the TeraGrid User Portal? –TeraGrid User Portal Birds of a Feather Tuesday, June 10 th 5:30 – 6:30pm –TeraGrid User Portal Paper Presentation "Increasing TeraGrid User Productivity through Integration of Information and Interactive Services" Wednesday, June 11th 2:00 - 2:30pm

30. 30 Science Gateways A Science Gateway is a domain-specific computing environment, typically accessed via the Web, that provides a scientific community with end-to-end support for a particular scientific workflow Science Gateways are distinguished from web portals (http://en.wikipedia.org/wiki/Web_portal) in that portals “present information from diverse sources in a unified way.” Hides complexity (pay no attention to the grid behind the curtain…) ©Trustees of Indiana University. May be reused provided TeraGrid logo remains and any modifications to original are noted. Courtesy Craig A. Stewart, IU

31. 31 LEAD (portal.leadproject.org) Simple enough an undergraduate can use it! National Center for Supercomputing Applications (NCSA) and IU teamed up to support WxChallenge weather forecast competition. 64 teams, 1000 students, ~16,000 CPU hours on Big Red XBaya is available from http://www.collab-ogce.org/

32. 32 Purdue’s NanoHUB (www.nanohub.org)

33. 33 U. Chicago SIDGrid (sidgrid.ci.uchicago.edu)

34. 34 Image by Chris Matusek Image by Ralf Frieser IU Render Portal Supports scientific visualization Supports education in visualization, graphics, and new media ©Trustees of Indiana University. May be reused provided TeraGrid logo remains and any modifications to original are noted. Courtesy Craig A. Stewart, IU

35. 35 TeraGrid Science Gateways Accessible at http://www.teragrid.org/programs/sci_gateways/ TitleDiscipline Open Science Grid (OSG)Advanced Scientific Computing Special PRiority and Urgent Computing Environment (SPRUCE)Advanced Scientific Computing Massive Pulsar Surveys using the Arecibo L-band Feed Array (ALFA)Astronomical Sciences National Virtual Observatory (NVO)Astronomical Sciences High Resolution Daily Temperature and Precipitation Data for the Northeast United States Atmospheric Sciences Linked Environments for Atmospheric Discovery (LEAD)Atmospheric Sciences Computational Chemistry Grid (GridChem)Chemistry Computational Science and Engineering Online (CSE-Online)Chemistry Network for Earthquake Engineering Simulation (NEES)Earthquake Hazard Mitigation GEON(GEOsciences Network)Earth Sciences NanoHUBNanotechnology TeraGrid Geographic Information Science Gateway (GISolve)Geography

36. 36 TeraGrid Science Gateways Accessible at http://www.teragrid.org/programs/sci_gateways/ TitleDiscipline CIG Science Gateway for the Geodynamics CommunityGeophysics QuakeSim (QuakeSim)Geophysics The Earth System Grid (ESG)Global Atmospheric Research National Biomedical Computation Resource (NBCR)Integrative Biology and Neuroscience Developing Social Informatics Data Grid (SIDGrid)Language, Cognition, and Social Behavior Neutron Science TeraGrid Gateway (NSTG)Materials Research Biology and Biomedicine Science GatewayMolecular Biosciences Open Life Sciences Gateway (OLSG)Molecular Biosciences The Telescience ProjectNeuroscience Biology Grid Analysis Environment (GAE)Physics SCEC Earthworks ProjectSeismology TeraGrid Visualization GatewayVisualization, Image Processing

37. 37 Hosting services Remember that old Waffle House commercial? If you have a data set or a data resource that serves a national community (or even a community that extends beyond your home institution… or a community you would like to extend beyond your home institution) … Hosting of your service is available via the TeraGrid ©Trustees of Indiana University. May be reused provided TeraGrid logo remains and any modifications to original are noted. Courtesy Craig A. Stewart, IU

38. 38 MutDB (www.mutdb.org) http://www.chembiogrid.org/ ©Trustees of Indiana University. May be reused provided TeraGrid logo remains and any modifications to original are noted. Courtesy Craig A. Stewart, IU

39. 39 Getting an account and allocation Get a POPS (Partnership Online Proposal System) account Apply for a DAC allocation (Development Allocation Committee): < 5 TB disk, < 25 TB tape storage, and/or < 30,000 Standard Units (SUs - related to CPU hours - in general an SU on one of the newer TeraGrid systems is about 0.5 CPU hours) Wait a month (although any RP can help you shorten that!) Read the introductory documentation Use the TeraGrid KB if you need Ask for help (help@teragrid.org) Go discover!

40. 40 Go to the POPS page - https://pops-submit.teragrid.org/

41. 41 Create a POPS Login www.teragrid.org

42. 42 Indicate that you are “New” to the Teragrid www.teragrid.org

43. 43 Indicate that this is a “Start-up” Request www.teragrid.org

44. 44 Select DAC-TG (nonintuitive) www.teragrid.org

45. 45 Fill out PI information www.teragrid.org

46. 46 Skip Co-PIs probably (unless Co-PI has current funding and you don’t) www.teragrid.org

47. 47 Fill out info on your project www.teragrid.org

48. 48 Fill out info on your funding www.teragrid.org

49. 49 Make reasonable estimates about your computing www.teragrid.org

50. 50 when ready Upload your CV and Submit! www.teragrid.org

51. Highlights of facilities at several RPs 51

52. 52 Texas Advanced Computing Center 580TF, 3,936 AMD Blades (62,976 cores), 123 TB Memory, 1.73 PB Storage, InfiniBand Interconnect First Track2 deployment! Sun STK SL8500 Tape System 5 PB Capacity, 20 TB Disk Cache 62TF, 1,460 PowerEdge Blades (5,840 cores), 10.4 TB Memory, 105 TB Parallel File System, InfiniBand Interconnect Maverick – Remote Visualization System Ranger – Sun Constellation Linux Cluster Ranch – Storage FacilityLonestar – Dell Linux Cluster EnVision – Web-based Remote Visualization TeraGrid Funded http://envision.tacc.utexas.edu Sun E25K 128 SPARC4 Cores 500 GB Memory 16 Frame Buffers © TACC

53. Pittsburgh Supercomputing Center www.psc.eduwww.psc.edu © PSC www.psc.edu Storage Silos 2 PB Storage Cache Nodes 100 TB Scratch Storage 200 TB BigBen Cray XT3; 4132c, 21.5Tf, 4TB Pople SGI Altix 4700; 1.5TB shared, 768c Rachel, Jonas HP GS1280; each 512GB, 128p Salk SGI Altix 4700; 288GB, 144c Golem SGI Altix 450 The Pittsburgh Supercomputing Center, established 1986, is a joint effort of Carnegie Mellon University and the University of Pittsburgh together with Westinghouse Electric Company. PSC is a Resource Provider in the NSF TeraGrid program, providing capability-class and high-productivity resources and extensive computational science support to researchers nationwide. PSC contributes to the TeraGrid’s coordinating Grid Infrastructure Group (GIG) with leadership roles in user support, security, accounting, education, outreach, and training. Wide-ranging contributions to high-performance computing, communications, storage, outreach, and science, such as: Advanced networking: Web100, National LamdaRail, 3ROX SM, … National Resource for Biomedical Supercomputing (NIH) SuperComputing Science Consortium ( (SC) 2 ; DOE/Regional ) Zest high-performance snapshot service High-resolution CFD simulation of collateral blood flow in the Circle of Willis, performed at PSC and TACC by Leopold Grinberg (Brown Univ.) and visualized by Greg Foss (PSC).

54. NCAR TeraGrid Overview – TG’08 TeraGrid Resources at NCAR –Computing Resources 5.7 TFLOPS, 2048 processor IBM Blue Gene/L with 1 TB of memory 20 TB of attached disk storage –Data and Visualization Resources 150 TB Online SAN Disk –Visualization Resources Sun Ultra 40 Focus Areas –Domain specific computing for the atmospheric and related sciences –Large dataset visualization http://www.vapor.ucar.edu –Science Gateways Earth System Grid Asteroseismology Gateway –Urgent/On-demand Compute Access –Lustre and GPFS-wan testing and deployment –EOT Internship and visitor programs: http://www.cisl.ucar.edu/siparcs http://www.cisl.ucar.edu/rsvp © NCAR

55. SDSC TeraGrid Overview – TG’08 Resources –Compute DataStar – IBM Power4+ BlueGene Data – IBM Blue Gene TeraGrid Cluster – Intel IA-64 –Data 2.5 PB Online SAN Disk 25 PB Archive 100+ Data Collections Focus Areas –Advanced Support for TeraGrid Applications (ASTA) –Co/Meta-Scheduling and Advanced Reservations –On-demand Compute Access –Global File Systems –Dual-site Archival Storage –Education, Outreach, and Training

56. Indiana University IU foci: –Science Gateways and gateway hosting (Quarry) –Lustre-WAN (production this summer) (Data Capacitor) –Data collection hosting, massive data storage –Big Red – WRF, Molecular dynamics

57. NCSA Abe The NCSA Intel 64 Linux Cluster Abe is intended to provide a capability resource for computationally challenging problems Production jobs should typically use at least 1000 cores Requests for extended access for large scale runs is encouraged Specs –Linux cluster –89.47 TFLOPS –9600 CPUs http://www.ncsa.uiuc.edu/UserInfo/Resources/Hardware/Intel64Clust er/

58. TeraGrid RP Resource Highlights TeraGrid RP Resource Highlights © Purdue University Steele – A cluster with 812 dual quad-core nodes, each with 16- 32GB memory. GigE/InfiniBand. ~60TFlops. Brutus - SGI 450 with 4 FPGAs for development of FPGA accelerated applications and services. Condor schedulable. TeraDRE – High-throughput visualization resource built on Condor Pools. A 48-node subcluster featuring Nvidia GeForce 6600 GT GPUs. Supports Maya, POV-Ray, Blender and Gelato. http://www.purdue.edu.teragrid/teradre.http://www.purdue.edu.teragrid/teradre Data Collections – SRB managed datasets (incl. real-time satellite images, NEXRAD radar streams, remote sensing data) and application services (OpenDAP, THREDDS).. Condor – Over 14000 CPUs with a total of over 60 TFlops. Linux, Windows. Condor is designed for high- throughput computing, and is excellent for parameter sweeps, Monte Carlo simulation, or most any serial application, and some classes of parallel jobs such as master-worker applications. Storage – 200 TB BlueArc Titan storage for user home directories and scratch space; 1.3 PB tape archival storage.

59. 6/5/2008

60. A conceptual introduction to parallel programming How many people can effectively build a house? –Two people perhaps in half the time it takes one, perhaps less than that –Four in ~ half the time of two –If you had 1,024 people… –And what if one worker is not very effective? And some things you simply cannot do in parallel 60

61. Some key definitions and ideas Parallel computing is a form of computation in which many instructions are carried out simultaneously, operating on the principle that large problems can often be divided into smaller ones, which are then solved concurrently ("in parallel”) [Wikipedia] Nicely parallel (sometimes called ‘trivially parallel’) High Throughput Computing (4 color theorem, folding at home, particle physics) High Performance Computing, Supercomputing 61

62. 62 Amdahl’s Law P = parallel fraction of program N = number of processors Formula and graph from wikipedia.org

63. Gustafson’s Law and types of scaling 63 S(P) = P – α(P-1) A driving metaphor (from Wikipedia) –Suppose a car is traveling between two cities 60 miles apart, and has already spent one hour traveling half the distance at 30 mph. Amdahl's Law approximately suggests: “No matter how fast you drive the last half, it is impossible to achieve 90 mph average before reaching the second city. Since it has already taken you 1 hour and you only have a distance of 60 miles total; going infinitely fast you would only achieve 60 mph.” –Gustafson's Law approximately states: “Given enough time and distance to travel, the car's average speed can always eventually reach 90mph, no matter how long or how slowly it has already traveled. For example, in the two-cities case this could be achieved by driving at 150 mph for an additional hour.”

64. Gustafson’s Law and types of scaling 64 S(P) = P – α(P-1) Strong scaling: measure time to solution with fixed problem size, vary the number of processors Weak scaling: measure time to solution with problem size growing as processor count (fixed system size per processor). In the end scientific progress is a function of hardware, software, insight, and patience

65. 65

66. Shared vs Distributed Memory 66

67. Problems today and tomorrow (continuing in part with house analogy) What if getting the 2x4s to where they go were a bigger problem than nailing them in place? What if part of the time you wanted to give the wood you’re working on over to a Mitre saw and then have it handed back to you? Multicore – not MPI on a chip (Tom Sterling) Speed of light – not changing anytime soon Real time response 67

68. 68 Additional info Getting started guide - includes examples of good proposals: http://www.teragrid.org/userinfo/getting_started.php Review criteria: http://www.teragrid.org/userinfo/access/allocationspol icy.php When you’re in a foreign country there is nothing like a guide. If you need help with the application process submit a help request via the TeraGrid (help@teragrid.org)help@teragrid.org

69. 69 Acknowledgements IU’s involvement as a TeraGrid Resource Partner is supported in part by the National Science Foundation under Grants No. ACI-0338618l, OCI-0451237, OCI-0535258, and OCI-0504075. The IU Data Capacitor is supported in part by the National Science Foundation under Grant No. CNS-0521433. IU research presented here is supported in part by the Pervasive Technology Labs and the Indiana METACyt Initiative; both of these IU initiatives are supported by the Lilly Endowment, Inc., as well as Shared University Research grants from IBM, Inc. to IU. The LEAD portal is developed under the leadership of IU Professors Dr. Dennis Gannon and Dr. Beth Plale, and supported by NSF grant 331480. Marcus Christie and Surresh Marru of the Extreme! Computing Lab contributed the LEAD graphics. The ChemBioGrid Portal is developed under the leadership of IU Professor Dr. Geoffrey C. Fox and Dr. Marlon Pierce and funded via the Pervasive Technology Labs (supported by the Lilly Endowment, Inc.) and the National Institutes of Health grant P20 HG003894-01. Many of the ideas presented in this talk were developed under a Fulbright Senior Scholar’s award to Stewart, funded by the US Department of State and the Technische Universitaet Dresden. The Grid Infrastructure Group is funded by NSF grant 0503697. Purdue’s involvement as a TeraGrid Resource Partner is supported in part by the National Science Foundation under Grant No. OCI-050399. Any opinions, findings and conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the National Science Foundation (NSF), National Institutes of Health (NIH), Lilly Endowment, Inc., or any other funding agency. This work is made possible by many staff throughout the US who are striving to make the TeraGrid a critical asset for the US in scientific discovery and global competitiveness. Thank you! Any questions?