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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial 2008
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Enabling Grids for E-sciencE INFSO-RI-508833 ?? What do you think is a GRID?? dr. M. Bouwhuis The word ‘grid’ is (over)used a lot (HYPE) –Oracle databases ;( –cluster computing –cycle scavenging –“If a customer calls it a ‘grid’, then it is a grid” –cross-domain resource and data sharing Is there a clear definition? Coördinate resources not under a central controle The use of standards, open and generic protocols & interfaces Delivering a non-trivial amount of collective services When do you need a grid? More then one computer More then one use (sharing) More then one location (collaborating) More then one company/devision More then one community In general: More then ONE. J. Templon When do you need a grid? More then one computer More then one use (sharing) More then one location (collaborating) More then one company/devision More then one community In general: More then ONE. J. Templon
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Enabling Grids for E-sciencE INFSO-RI-508833 The Grid metaphor Grid Tutorial, Utrecht, 2008
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INFSO-RI-508833 Enabling Grids for E-sciencE www.eu-egee.org Introduction to GRID computing Introduction GRID Tutorial Maurice Bouwhuis SARA Grid Tutorial, SURFnet, November 2008
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Enabling Grids for E-sciencE INFSO-RI-508833 dr. M. Bo uw hui s online system multi-level trigger filter out background reduce data volume level 1 - special hardware 40 MHz (40 TB/sec) level 2 - embedded processors level 3 - PCs 75 KHz (75 GB/sec) 5 KHz (5 GB/sec) 100 Hz (100 MB/sec) data recording & offline analysis One of the four LHC detectors 45 m ATLAS Problem 1: Hoge Energie Fysica In NL: -~3000 CPU -3.000.000 GB disk -3.000.000 GB tape per jaar Grid Tutorial, SURFnet, September 2007
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Enabling Grids for E-sciencE INFSO-RI-508833 Life and Medical Science Autometisering en increased resolution more data AND more complex data Many different sources Hypothesis driven data driven Over 5 million sequence entries in GenBank Over 3 billion bases from 41,000 species Grid Tutorial, Utrecht, November 2008
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Enabling Grids for E-sciencE INFSO-RI-508833 And the rest Astronomy (LOFAR et al) Climate research Earth observation Alpha en Gamma sciences –Storage and Long Term archiving –Analysis of digital files Ecology Food and health Medical instrumentation design Archaeology ………………………… Grid Tutorial, Utrecht, November 2008 Where are you from
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Utrecht, November 2008 8 State of GRID today So what is happening today? –Scale! Grid infrastructures operate worldwide International infrastructures - EGEE, DEISA, Nordugrid, OSG, TeraGrid National – NAREGI (Japan), UK-eScience, D-Grid, NLGrid –Interoperability – availability of middleware – Globus toolkit, UNICORE, NAREGI, schedulers
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Utrecht, November 2008 9 State of GRID Today Some basic requirements for a grid infrastructure –Transparent user administration – single sign on (single grid identity), authorisation and accounting based on grid identity – AAA facilities –Job scheduling – which can handle different environments –Global data access –Global information services – job information, data information, resource information Interoperability! –Standards needed for federation of infrastructures – GGF, IETF….
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Utrecht, November 2008 10 It all starts with Networking Developments in network connectivity (high bandwidths) and tools play an important role –10 Gbps WAN links available today, both shared links and dedicated lightpaths (based on lambda technology) –1 Gbps network adapters are commodity items on systems today and 10GE adapters available
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Utrecht, November 2008 11 SURFnet6 DWDM on dark fiber Muenster SURFnet 6 infrastructure
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Utrecht, November 2008 12 GEANT2 topology
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Utrecht, 2008 13 Global Lambda Integrated Facility (GLIF) World Map www.glif.is Visualization courtesy of Bob Patterson, NCSA/University of Illinois at Urbana-Champaign. Data compilation by Maxine Brown, University of Illinois at Chicago. Earth texture from NASA.
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Enabling Grids for E-sciencE INFSO-RI-508833 Univ. Linz - March 2008 14 EGEE Main Objectives Operate a large-scale, production quality grid infrastructure for e-Science Attract new resources and users from industry as well as sciences Flagship grid infrastructure project co-funded by the European Commission Now in 3 nd phase
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Enabling Grids for E-sciencE INFSO-RI-508833 Univ. Linz - March 2008 15 EGEE – What do we deliver? Infrastructure operation –Sites distributed across many countries Large quantity of CPUs and storage Continuous monitoring of grid services & automated site configuration/management Support multiple Virtual Organisations from diverse research disciplines Middleware –Production quality middleware distributed under business friendly open source licence Implements a service-oriented architecture that virtualises resources Adheres to recommendations on web service inter- operability and evolving towards emerging standards User Support - Managed process from first contact through to production usage –Training –Expertise in grid-enabling applications –Online helpdesk –Networking events (User Forum, Conferences etc.)
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Enabling Grids for E-sciencE INFSO-RI-508833 Univ. Linz - March 2008 16 250 sites 48 countries 50,000 CPUs 13 PetaBytes >5000 users >200 VOs >140,000 jobs/day Archeology Astronomy Astrophysics Civil Protection Comp. Chemistry Earth Sciences Finance Fusion Geophysics High Energy Physics Life Sciences Multimedia Material Sciences … 32%
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Enabling Grids for E-sciencE INFSO-RI-508833 Gris Tutorial 2007 courtesy of Bob Jones (EGEE director) 17 Production Usage Status ~19 million jobs run (8200 cpu-years, ~50K jobs/day) in 2006 Non-physics usage is 10K jobs/day (same as whole of EGEE in 2005) Continuous usage of between ¼ and ⅓ of the available resources 24% of resources are contributed by groups external to the project Grid Operations report: https://edms.cern.ch/document/726140https://edms.cern.ch/document/726140 ~19 million jobs run (8200 cpu-years, ~50K jobs/day) in 2006 Non-physics usage is 10K jobs/day (same as whole of EGEE in 2005) Continuous usage of between ¼ and ⅓ of the available resources 24% of resources are contributed by groups external to the project Grid Operations report: https://edms.cern.ch/document/726140https://edms.cern.ch/document/726140
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Enabling Grids for E-sciencE INFSO-RI-508833 EGEE & SEE-GRID Summer School, Budapest, June 30th, 2007 18 Registered Collaborating Projects Applications improved services for academia, industry and the public Support Actions key complementary functions Infrastructures geographical or thematic coverage 24 projects have registered as on February 2007
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 19 User Support Activities
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 20 User support in NE region User support: contact user support at local site or mail to support@egee-ne.org –NE uses a ticketing system monitored by different partners from our region. In NL NIKHEF, RC-RuG, SARA responsible. –Tickets from GGUS are also imported in the NE system Application support – NA4 activity. In NL RC- RuG, SARA
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 A Selection of Monitoring tools 1. GIIS Monitor2. GIIS Monitor graphs3. GOC Data Base 4. Scheduled Downtimes 6. Live Job Monitor 5. GridIce – VO view
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BiG Grid Strengthen existing National Grid infrastructure in Netherlands (NL-GRID by NCF) Sudsidy of 28 M€ for hardware and peopleware (expertise and support) Core partners –NCF –Nikhef (High Energy Physics) –NBIC (BioInformaitcs) Central and Distributed facilities Grid Tutorial, SURFnet, September 2007
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Infrastrucure O(5000) CPU O(10) PB disk storage O(20) PB tape storage O(10) Life Science Grid clusters
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Enabling Grids for E-sciencE INFSO-RI-508833 Combination of ‘push’ and ‘pull’ Application support: –expertise: Application Domain Analysts –help desk and operations centre Uniform software suite Collaboration –Standarts: Open Grid Forum –EGEE: ‘production’ grid (40 disciplines) –BSIK VL-E project Grid Tutorial, SURFnet, September 2007
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Enabling Grids for E-sciencE INFSO-RI-508833 Other Projects: DEISA Grid Tutorial, SURFnet, September 2007 27 European super-computing grid Shared global file system Job migration Co-scheduling
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Enabling Grids for E-sciencE INFSO-RI-508833 Management of comm. & computing Management of comm. & computing Management of comm. & computing Potential Generic part Potential Generic part Potential Generic part Application Specific Part Application Specific Part Application Specific Part Virtual Laboratory Application oriented services Grid Harness multi-domain distributed resources Virtual Laboratories Distributed computing Visualization & collaboration Knowledge Data & information
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Enabling Grids for E-sciencE INFSO-RI-508833 Optical Networking High-performance distributed computing Security & Generic AAA Virtual lab. & System integration Interactive PSE Collaborative information Management Adaptive information disclosure User Interfaces & Virtual reality based visualization Bio-diversity Bio-Informatics Telescience Data Intensive Science Food Informatics Medical diagnosis & imaging Virtual Laboratory for e-Science
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Enabling Grids for E-sciencE INFSO-RI-508833 The VL-e project 40 M€ (20 M€ BSIK funding) 2004 - 2008 vrije Universiteit 20 partners Academic - Industrial
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Enabling Grids for E-sciencE INFSO-RI-508833 The Grid Tutorial Day 1 –Grid Certificates and Virtual Organizations –Job Submission –Online multimedial collaboration by SURFnet –Security and authentication –Drinks Day 2 –Data handling –User Scenarios (SciaGrid and BioMed) Handout and USB stick –Paper handout –Usb Stick: demoXX, Imation, info.txt, tut_exercises.tgz, tutorial.pdf, tut_vmimage.zip Grid Tutorial, SURFnet, September 2007 31
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Enabling Grids for E-sciencE INFSO-RI-508833 Sponsors Tutorial is free thanks to support of our sponsors Gridforum.nl Netherlands Center for BioInformatics BigGrid SURFnet Grid Tutorial, SURFnet, September 2007 32
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, SURFnet, September 2007 33
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Enabling Grids for E-sciencE INFSO-RI-508833 Introduction to GRID computing Bringing It All Together Grid Tutorial, SURFnet, September 2007
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Enabling Grids for E-sciencE INFSO-RI-508833 Summary You have seen and played with: Authentication --- X509 certificate, VO Job Submission --- Use the compute resources Data Management --- Moving data around Use Cases --- plans and achievements on the Grid This Tutorial Web Service Service Oriented Architecture WorkFlow SystemsDatabasesOnthologiesTaverna/myGrid Embrace/BioMed and other EU projects
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Enabling Grids for E-sciencE INFSO-RI-508833 Bringing it all Together Try your own application on the Grid –Need help, ask us, and we will work with you Talk to the experts –We will walk around to answer “any” question What does this type of Grid mean for BioInformatics –Working session by Victor de Jager (NBIC), Machiel Jansen (SARA) and Pieter van Beek (SARA)
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Enabling Grids for E-sciencE INFSO-RI-508833 22-05-2007 ICT Delta dr. M. Bo uw hui s Extra Extra Extra Extra Extra
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Enabling Grids for E-sciencE INFSO-RI-508833 22-05-2007 ICT Delta dr. M. Bo uw hui s Om te onthouden Grid nu al beschikbaar, in productie en wordt gebruikt BIG GRID levert de hardware en peopleware Veel opslag en rekenkracht
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Enabling Grids for E-sciencE INFSO-RI-508833 22-05-2007 ICT Delta dr. M. Bo uw hui s Kijk ook op de Expo –Virtual Laboratory for e-Science –Nationale Computer Faciliteiten –SARA –……… Dank voor uw aandacht
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Enabling Grids for E-sciencE INFSO-RI-508833 22-05-2007 ICT Delta dr. M. Bo uw hui s Waarom in Nederland? Grid pioniers: –leidende rol grid ontwikkeling & standaardisatie –host 1 e Global Grid Forum (maart 2001) –coördinatie worldwide grid identitymanagement –twee ‘area directors’ Open Grid Forum (David Groep – security, Cees de Laat – infrastructure) SURFnet: wereldleider in netwerken Nederland wereldwijd toonaangevend in: –bio banking –digitaal archief –computational science –radioastronomie
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Enabling Grids for E-sciencE INFSO-RI-508833 22-05-2007 ICT Delta dr. M. Bo uw hui s Veelsoortige wetenschappen Alfa- en Gammawetenschappen: DANS, MPI Nijmegen Bio-science: BioAssist Elementaire deeltjesfysica (HEP): wLCG project (CERN) realiseert grid prototype Pan-disciplinair in Nederland: VL-e geeft vorm aan Nederlandse e-Science Philips jobs at NIKHEF
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Enabling Grids for E-sciencE INFSO-RI-508833 NL – LHC/Tier-1 Samenwerking NIKHEF en SARA. Commitments vastgelegd in wLCG MoU (Maart 2006): 20062007200820092010 CPU (kSI2K) (installed apr. ‘07) 3061680 (1878 1 ) 4380754012300 Disk (Tbytes) (installed apr. ‘07) 1701100 (270) 250038006100 Tape (Tbytes) (installed apr. ‘07) 143719 (120) 181035505740 Nominal WAN (Mbits/sec) 10000 Mede gefinancierd uit NCF-project ‘pilot BIG GRID’. Nadruk op generieke services! 1 Bruto capaciteit (geen ‘fair share’ toegepast); inclusief 20% LISA @ SARA Grid Tutorial, SURFnet, September 2007
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 43 Definition of Grid From an EU brochure: –It doesn’t matter if your team is modeling the Earth’s atmosphere, designing cars, creating animated films or finding new medicines, the basic principle is the same: your Grid supplies all the computing power, software, data and knowledge you need in one integrated package, and helps project teams work more closely together The analogy with the power grid: –Like you can plug in anywhere to the power grid without knowing where your energy is coming from you can plug into the grid without knowing where your (computing) resources are coming from.
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 44 History (1) From a news item in 1991 –“Smarr describes the metacomputer as a network of heterogeneous, computational resources linked by software in such a way that they can be used as easily as a personal computer” –So the concept was introduced already in the early 90s, known as metacomputing. –Motivation was the emergence of computer networks.
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 45 Example (1) Following is an example of the kind of initiatives started in those years from close by: In 1996 a project was started in Amsterdam: The Amsterdam Metacomputing project is an ongoing effort from the University of Amsterdam (UvA), the Free University (VU) and "Academic Computing Services Amsterdam" (SARA) to develop a Metacomputer environment on the Amsterdam campus. Important components of this environment will be: automatic distribution and monitoring of jobs over a network of computer systems, uniform access to files of other users from each place to work and to each computer system incorporated in the environment, distributed storage of data on various fileservers, automatic backup, migration and archiving, general availability of both commercial and public domain software on software servers, and a minimum of system management tasks. In this way scientists will be able to devote all of their time to their actual task: science.
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 46 Example (2) An extensive package of services will gradually be implemented and finally include the following components: fileservers and distributed, transparent file-systems; backup, migration and archiving services; batch-queueing systems, designed for efficient use of local systems, and if desired, of computational servers supplied by SARA; public domain and specialist (commercial) software servers. All components will be accessible from the scientist's desktop. A client-server architecture will play an important role. Combining components will be a relatively easy task, enhancing efficiency in terms of man-hours needed to accomplish a given task. These pages, as well as the Metacomputer are still in a development stage ……..
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 47 Example (3) Parsytec CC 56 CPUs IBM SP2 76 CPUs CRAY YMP Vector system Systems available at SARA in 1996
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 48 Example (4) SARA news item on 16-6-1998 – Basis voor meta-omgeving gelegd. – Sinds 4 mei maakt SARA's IBM RS/6000 SP parallelle supercomputer gebruik van de DCE/DFS omgeving, een filesysteem dat een transparante computeromgeving mogelijk maakt. Met het nieuwe filesysteem zijn bestanden van DCE/DFS gebruikers wereldwijd toegankelijk met andere computersystemen die beschikken over DCE/DFS, waarmee een belangrijke basis is gelegd voor de meta-omgeving. – Gebruikers aan de VU science faculty hebben nu op een uniforme manier toegang tot hun bestanden, ongeacht of ze werken op de RS/6000 SP of een lokaal workstation. Hetzelfde geldt voor gebruikers van het Parsytec CC systeem bij SARA: vanaf zowel de Parsytec als de RS/6000 SP zijn alle bestanden voor de gebruiker direct toegankelijk.
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 49 Example (5) A web interface was developed for submitting jobs to the metacomputing environment, also a meta job language was used. Also job migration between systems and mpi over two systems was investigated –First time we heard about globus, one of the well known building blocks now for grid infrastructures. –Network link between systems was a problem, only FE link, Gbit not available, HiPPI (800 Mbps) not available for Parsytec.
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 50 NetherLight – Lightpath connections to the Netherlands 3rd quarter 2005 622M GLORIAD GLORIAD-RU @NIKHEF GE
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 51 Operational Organisation
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 52 EGEE-II Federations and Countries
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 53 Networking (2) –GridFTP can use multiple streams in order to take full advantage of available bandwidth –Parallel files systems can take full advantage of underlying high speed networks - throughput can be in the order of 100MByte/s and more –Tuning of WAN TCP must get attention, e.g. latencies are in the order of milliseconds (~20 in Europe), defaults on systems mostly not suited for bulk data transports.
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 54
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Enabling Grids for E-sciencE INFSO-RI-508833 The DEISA project Objective: To enable Europe’s terascale science by the integration of Europe’s most powerful supercomputing systems. DEISA is an European Supercomputing Service built on top of existing national services. This service is based on the deployment and operation of a persistent, production quality, distributed supercomputing environment with continental scope. Grid Tutorial, Groningen, September 2006 55
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 56 GEANT AIX distributed super-cluster Vector systems (NEC, …) Linux systems (SGI, IBM, …) THE DEISA SUPERCOMPUTING GRID
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Enabling Grids for E-sciencE INFSO-RI-508833 Grid Tutorial, Groningen, September 2006 57 BSC Barcelona Supercomputing Centre Spain CINECA Consortio Interuniversitario per il Calcolo Automatico Italy CSC Finnish Information Technology Centre for Science Finland EPCC/HPCx University of Edinburgh and CCLRC UK ECMWF European Centre for Medium-Range Weather Forecast UK (int) FZJ Research Centre Juelich Germany HLRS High Performance Computing Centre Stuttgart Germany IDRIS Institut du Développement et des Ressources France en Informatique Scientifique - CNRS LRZ Leibniz Rechenzentrum Munich Germany RZG Rechenzentrum Garching of the Max Planck Society Germany SARA Dutch National High Performance Computing The Netherlands and Networking centre Participating Sites
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Enabling Grids for E-sciencE INFSO-RI-508833 DEISA technologies GPFS – parallel filesystem for transparent file access from all systems – dedicated European network used for high throughput Loadleveler-MC for job submission on AIX systems UNICORE for job submission to all systems Common Programming Environment (CPE) on all systems for DEISA users Single username on all systems Grid Tutorial, Groningen, September 2006 58
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Enabling Grids for E-sciencE INFSO-RI-508833 Access Users can submit proposals for access to DEISA resources through DECI (DEISA Extreme Computing Initiative) calls Proposals are evaluated by national committees and depending on ranking get access to resources Most partners contribute about 10% of their resources for DEISA applications URL: www.deisa.orgwww.deisa.org Grid Tutorial, Groningen, September 2006 59
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INFSO-RI-508833 Enabling Grids for E-sciencE www.eu-egee.org Arnold Meijster & Fokke Dijkstra, RC/RuG Grid Tutorial, Groningen, 18&19 September 2006 Infrastructure overview
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Enabling Grids for E-sciencE INFSO-RI-508833 Overview National and international grid infrastructures EGEE NL Grid VL-e Deisa BIG grid (future) Grid Tutorial - Groningen September 2006 61
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Enabling Grids for E-sciencE INFSO-RI-508833 EGEE EU project for worldwide Grid Operational infrastructure –Support for sites and users –Monitoring Multiple VOs –Many scientific communities VOs start locally and can grow worldwide gLite middleware EGEE organised in multiple regions Grid Tutorial - Groningen September 2006 62
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Enabling Grids for E-sciencE INFSO-RI-508833 EGEE Grid Tutorial - Groningen September 2006 63
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Enabling Grids for E-sciencE INFSO-RI-508833 EGEE (europe) Grid Tutorial - Groningen September 2006 64 177 sites 27759 CPUs 44 PB Storage
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Enabling Grids for E-sciencE INFSO-RI-508833 EGEE live! http://gridportal.hep.ph.ic.ac.uk/rtm/applet.html Grid Tutorial - Groningen September 2006 65
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Enabling Grids for E-sciencE INFSO-RI-508833 Quality Assurance Site Functional tests –Operated several times a day –Status page: https://lcg-sft.cern.ch/sft/lastreport.cgi (need certificate in browser)https://lcg-sft.cern.ch/sft/lastreport.cgi Grid Tutorial - Groningen September 2006 66
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Enabling Grids for E-sciencE INFSO-RI-508833 Support Regional support model –Multiple regions in Europe For support in Northern Region (NL,BE,SE,DK,NO,FI) mail to: support@egee-ne.org Grid Tutorial - Groningen September 2006 67
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Enabling Grids for E-sciencE INFSO-RI-508833 LHC tiering model Large Hadron Collider starts in 2007 Petabytes of data! Huge computational demand Tiering model for distribution of data –CERN Tier0 –Several Tier1 sites, including Nikhef/SARA –Many Tier2 sites Computation near data Grid Tutorial - Groningen September 2006 68
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Enabling Grids for E-sciencE INFSO-RI-508833 Tier model Grid Tutorial - Groningen September 2006 69
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Enabling Grids for E-sciencE INFSO-RI-508833 NL-Grid National infrastructure Clusters at Nikhef,Sara and RuG Currently about 400 cpus Lisa cluster Sara (1500 cpus) also available Special bioinformatics clusters to be installed at several sites DAS-3 research clusters Grid Tutorial - Groningen September 2006 70
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Enabling Grids for E-sciencE INFSO-RI-508833 NL-Grid storage Storage coupled to clusters at Nikhef and SARA –Several Terabytes Tape storage at SARA coupled to grid –Disk pool in front –Tape storage coupled via SAN –Multiple petabytes and growing! In near future all storage will support the Storage Resource Management (SRM) interface San Diego Storage Resource Broker (SRB) also available at Sara Grid Tutorial - Groningen September 2006 71
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Enabling Grids for E-sciencE INFSO-RI-508833 VL-e Grid Tutorial - Groningen September 2006 72 Mission: To boost e-Science by creating an e-Science environment and carrying out research on methodologies.
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Enabling Grids for E-sciencE INFSO-RI-508833 Deisa European super-computing grid Shared global file system Job migration Co-scheduling Grid Tutorial - Groningen September 2006 73
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Enabling Grids for E-sciencE INFSO-RI-508833 Big Grid Improving the national grid infrastructure Large grant ~30 million euro Goals of: –27,600 kSI2k in 2009 (~35,000 high end PC’s) –14.1 Petabytes of storage in 2009 Support many scientific disciplines: –Astronomy, Biological & medical sciences, High energy physics, Linguistics, Climate research Grid Tutorial - Groningen September 2006 74
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Enabling Grids for E-sciencE INFSO-RI-508833 Conclusions Many projects! What should I do?? Go to your nearest expert site and ask for help What are your demands? –Computing –Storage –Other, e.g. real-time access Collaborate! –National –With other people all over the world –Start a VO Grid Tutorial - Groningen September 2006 75
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