U.S. ATLAS Grid Testbed Status & PlansKaushik DeUniversity of Texas at Arlington

PCAP ReviewLBNL, November 2002

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OutlineTestbed introductionRecent accomplishmentsSoftware distributionApplication toolkitMonte Carlo productionMonitoringIntegration issues

Since summer 2002, U.S. Grid Testbed has concentrated on rapid software distribution, grid-based Monte Carlo production, and SC2002 demonstrationsThis talk will focus primarily on the grid-based production experience

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Testbed GoalsDemonstrate success of grid computing model for High Energy Physicsin data productionin data accessin data analysisDevelop, deploy and test grid middleware and applicationsintegrate middleware with applicationssimplify deployment - robust, rapid & scalableinter-operate with other testbeds & grid organizations (iVDGL, DataTag)provide single point-of-service for grid usersEvolve into fully functioning scalable distributed tiered grid

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Grid Testbed SitesUS -ATLAS testbed launched February 2001Two new sites joining soon - UNM, SMU

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Testbed Fabric>8 production gatekeepers at ANL, BNL, LBNL, BU, IU, UM, OU, UTAhttp://heppc1.uta.edu/atlas/grid-testbed/testbed-sites.htmLarge clusters at BNL, LBNL, IU, UTA, BUHeterogeneous system - Condor, LSF, PBSCurrently > 100 nodes availableCould double capacity quickly, if needed+ Multiple R&D gatekeepersgremlin@bnl - iVDGL GIISheppc5@uta - ATLAS hierarchical GIISatlas10/14@anl - EDG testingheppc6@uta+gremlin@bnl - glue schemaheppc17/19@uta - GRAT developmentfew sites - Grappa portalbnl - VO serverfew sites - iVDGL testbed

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Testbed ToolsMany tools developed by the U.S. ATLAS testbed group during past 2 yearsGridView - simple tool to monitor status of testbed Kaushik De, Patrick McGuiganGripe - unified user accounts Rob GardnerMagda - MAnager for Grid DAta Torre Wenaus, Wensheng Deng (see Gardner & Wenaus talks)Pacman - package management and distribution tool Saul YoussefGrappa - web portal using active notebook technology Shava Smallen, Dan EnghGRAT - GRid Application ToolkitGridsearcher - MDS browser Jennifer SchopfGridExpert - Knowledge Database Mark SosebeeVO Toolkit - Site AA Rich BakerThis talk will not describe all tools - only some examples of tools used for production

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Recent AccomplishmentsMay 2002Globus 2.0 beta RPM developed at BNLAthena-atlfast grid package developed at UTASoftware installation - Pacman developed at BUGRAT toolkit for job submission on grid, developed at UTA & OUJune 2002Tested interoperability - successfully ran ATLAS MC jobs on CMS & D0 grid sitesANL demonstrated that U.S. testbed package can run successfully at EDG sitesJuly 2002New production software released & deployed2 week Athena-atlfast MC production run using GRAT & GRAPPAGenerated 10 million events, thousand files catalogued in Magda, all sites participating

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Accomplishments contd.August/September 2002New production software package deployed3 week dc1 production run using GRATGenerated 200,000 events, using ~ 30,000 CPU hours, 2000 files, 100 GB storagePrimary files stored at BNL HPSSReplicas stored at grid testbed sitesDeployed VO server at BNL Tier I facility

October/November 2002Prepare demos for SC2002Deploy new VDT 1.1.5 on testbedDeploy iVDGL packages Worldgrid, SciencegridInteroperability tests with EDGPrepare software for DC1 Phase 2

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Software DistributionGoals:Easy installationUniform software versionsPacman perfect for this taskDeployment in 3 stepsVDT Package (root)Pacman, Globus 2.0b, Condor, Pippy...ATLAS Package (non-root)Magda, Grappa, JDK, MySQL, PerlUser PackageGRAT, GrappaExperienceRepeated process 3 times during summer 2002Worked well!Deployed successfully at all testbed sites

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PacmanPacman - package manager developed at Boston University by Saul YoussefPacman lets you define how a mixed tarball/rpm/gpt/native environment isFetchedInstalledSetupUpdatedExperts can figure this out once and export to the rest of the world via trusted caches.% pacman get my_environmentPackage examples: VDT, atlas, atlas_user, worldgrid, sciencegrid, dc1packagePacmanization of CMS underwaymy_environment.pacman

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Installation Web Page

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Installation StatusInstallation information also available through Pippy using Globus MDS

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User Toolkits

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Testbed ProductionGoals: Demonstrate distributed ATLAS data production, access and analysis using grid middleware and tools developed by the testbed groupPlans:Atlfast production to test middleware and tools, and produce physics data for summer students, based on athena-atlfast fast MC2 weeks to regenerate data, repeatabledeploy new tools and middleware quicklymove away from farm paradigm to grid modelvery aggressive schedule - people limited!DC1 production to test fabric capabilities, produce and access data, meet ATLAS deliverables, using atlsim, atrig and athenanot repeatable - but real test of grid softwareincrease U.S. participation - involve grid testbedCPU intensive - ~14 hours per job/file

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Atlfast ProductionGoal: demonstrate grid capabilitiesJuly 1-15: Phase 0, 10^7 eventsGlobus 2.0 betaGRAT and Grappa - using athena-atlfast 3.0.1, common disk model Magda - data management, 1000 files5 physics processes - http cachedUse Pythia, standard ATLAS physics group jobOptions000 - atlfast default001 - minbias002 - dijets 3 GeV < Pt< 100 GeV003 - all jets004 - W + jets005 - Z (ll) + jets006-010 processes repeat

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GRATGRid Applications ToolkitBased on Globus, Magda & MySQLShell & Python scriptsModular designparts can be run independentlyRapid development platformTest grid middleware, test grid performanceUseful as diagnostic toolIncludes > 50 command-line tools forAthena-atlfast job submission (binary or afs)Athena-atlfast productiondc1 production and data managementModules can be easily enhanced or replaced by Condor-G, EDG resource broker, Chimera, replica catalogue (mostly in progress)

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Database use in GRATMySQL databases play a central role in GRAT production scriptsProduction database (Magda)dc1jobstatus and dc1jobinfo tablestrack job status, updated periodically by scriptsData management (Magda)input/output file transfersfile registration/catalogueVirtual Data Catalogue (ANL)job definitionjob parameters, random numbersMetadata catalogue (AMI)post-production summary informationdata provenance

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Atlfast ToolsProduction toolkit examples:run-atlfast-productionat [sites/all, # events, physics/all]production-filenamegenerate base+date+events+physics+siteproduction-getvarsquery gatekeeper for env variablesproduction-queuesreturn list of queues (static)production-listqueuesMDS queried list of queuesproduction-primestoreprimary magda cache locationproduction-replicastorereturn replica locationchecknodesreturn available nodes (globus)stats/stats2magda file statistics

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Athena-atlfast Production Architecture

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Production Status

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Lessons LearnedGlobus, Magda and Pacman make grid production easy!On the grid - submit anywhere, run anywhere, store data anywhere - really works!Error reporting, recovery & cleanup very important - will always lose/hang some jobsFound many unexpected limitations, hangs, software problems - next time, need larger team to quantify these problems and provide feedback to Globus, Condor, and other middleware teamsLarge pool of hardware resources available on testbed: BNL Tier 1, LBNL (pdsf), IU & BU prototype Tier 2 sites, UTA (new $1.35M NSF-MRI), OU & UNM CS supercomputing clusters...Testbed production effort suffering from severe shortage of human resources. Need people to debug middleware problems and provide feedback to middleware developers

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GRAT in DC1 ProductionImportant ATLAS deliverableMain features:Automatic job submission under full user controlOne, many or infinite sequence of jobsOne or many sites (for scheduling of production)Independent data management scripts to check consistency of production semi-automaticallyquery production databasecheck Globus for job completion statuscheck Magda for output filesrecover from many possible production failuresNew (and old) Magda features used:moving and registering output files stored at BNL HPSS and at replica locations on the gridtracking production statusMinimal requirement on grid production siteGlobus & Magda installed on gatekeepershared $atlas_scratch disk on batch nodes

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DC1 samples

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DC1 Schedule

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GRAT DC1 Script DetailsMain tools:dc1-forever: simple opportunistic schedulercontinuously submits jobs to all sitesdc1-submit: submit multiple production jobssubmit one, many or range of partitions at one sitedc1-data-verify: check production consistencyusually run asynchronously to schedulerdc1-list-*: generate status and statisticsmany scripts to provide informationdc1-data-*: tools to manage dataLimitations found in dc1 phase 1:Single scheduler < 100 jobsSingle gatekeeper < 50 jobsmajor shutdowns required user intervention1 TeV single particles generated - no input files required (cpu intensive: easier on the grid)

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GRAT Computing Infrastructure

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GRAT Execution Model1. Resource Discovery2. Partition Selection3. Job Creation4. Pre-stage5. Batch Submission6. Job Parameterization7. Simulation8. Post-stage9. Cataloging10. Monitoring

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GRAT Job SchedulingCreate job script moduleReplica storage select moduleSite select moduleStage software on atlas_scratchMove files/cleanup moduleExecute Atlsim JobQuery environmentPartition selectmoduleGRATSchedulerGatekeeperQueue NodeATLAS_SCRATCHVirtual Data CatalogueRegister ProductionMagda Database

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Production Status Checking[kaushik@atlas000 usertools-0.7]$ ./dc1-list-jobsChecking the status of 123 globus jobs.............................................................................. Active PendingJobs at LBNL: 39 0Jobs at OU : 8 0Jobs at UTA : 24 6[kaushik@atlas000 usertools-0.7]$ condor_q-- Submitter: atlas000.uta.edu : ID OWNER ITTED RUN_TIME ST PRI SIZE CMD2107.0 kaushik 9/8 12:41 1+02:17:43 R 0 0.0 dc1-run2108.0 kaushik 9/8 12:43 1+02:13:29 R 0 0.0 dc1-run2109.0 kaushik 9/8 12:45 1+02:13:27 R 0 0.0 dc1-run2110.0 kaushik 9/8 13:12 1+01:43:58 R 0 0.0 dc1-run2114.0 kaushik 9/8 13:21 1+01:37:06 R 0 0.0 dc1-run2115.0 kaushik 9/8 13:50 1+01:08:37 R 0 0.0 dc1-run2145.0 kaushik 9/9 14:44 0+00:00:00 I 0 0.0 dc1-run2146.0 kaushik 9/9 14:46 0+00:00:00 I 0 0.0 dc1-run

30 jobs; 6 idle, 24 running, 0 held

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DC1 Production Statistics$ ./dc1-list-statistics

Wed Nov 13 13:03:46 CST 2002total number of partitions at BNL HPSS = 2002total size of zebra files in HPSS = 48122 MB

Files Size1 TeV elec. (2107) 500 13488M1 TeV photon (2117) 500 11564M1 TeV photon (2127) 500 11543M1 TeV photon (2137) 500 11464M

Replica locations:files @ UTA 738 18895Mfiles @ Oklahoma 361 8393Mfiles @ LBNL 915 21140M

Grid+BNL farm production = 2nd largest in DC1

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DC1 Statistics

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Chart3

650

405

943

DC1 phase 1 testbed production

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