Getting started on the Cray XE6 Beagle Beagle Team ([email protected]) Computation Institute University of Chicago & Argonne National Laboratory www.ci.anl.gov www.ci.uchicago.edu.
Download ReportTranscript Getting started on the Cray XE6 Beagle Beagle Team ([email protected]) Computation Institute University of Chicago & Argonne National Laboratory www.ci.anl.gov www.ci.uchicago.edu.
Getting started on the Cray XE6 Beagle Beagle Team ([email protected]) Computation Institute University of Chicago & Argonne National Laboratory www.ci.anl.gov www.ci.uchicago.edu Outline • • • • • • • • • 2 What is the Computation Institute? Beagle hardware Basics about the work environment Data transfer using Globus Online Use of the compilers (C, C++, and Fortran) Launch of a parallel application Job monitoring Introduction to debugger and profiler Introduction to Parallel scripting with Swift Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Computation Institute Director: Ian Foster http://www.ci.uchicago.edu/ Contact: [email protected] www.ci.anl.gov www.ci.uchicago.edu Computation Institute Joint Argonne/Chicago institute, with ~100 Fellows (~50 UChicago faculty) and ~60 staff • Primary goals: • – – – 4 Pursue new discoveries using multi-disciplinary collaborations and computational methods Develop new computational methods and paradigms required to tackle these problems, and create the computational tools required for the effective application of advanced methods at the largest scales Educate the next generation of investigators in the advanced methods and platforms required for discovery Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu How the CI supports people who use Beagle • • • • Startup assistance User administration assistance Job management services Technical support • • • • User campaign management Assistance with planning, reporting Collaboration within science domains Beagle point of coordination Beagle Services • • • Workshops & seminars Customized training programs On-line content & user guides • Beagle’s wiki* • Beagle’s web page** • • • • Performance engineering Application tuning Data analytics I/O tuning * http://www.ci.uchicago.edu/wiki/bin/view/Beagle/WebHome ** http://beagle.ci.uchicago.edu/ 5 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Beagle: hardware overview 6 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Beagle “under the hood” 7 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Beagle Cray XE 6 system overview Login nodes #2 Accessible Sandbox nodeare submitted Where jobs Compute # 1 nodes Accessible # 736 Compilation, script design… Service nodes: Not directly accessible • Network access Where computations are • Scheduler performed • I/O • … • To know more: http://www.ci.uchicago.edu/wiki/bin/view/Beagle/SystemSpecs#Overview 8 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Compute nodes Compute nodes • 2 AMD Opteron 6100 “Magny-Cours” • 12-core (24 per node) • 2.1-GHz • 32 GB RAM (8 GB per processor) • No disk on node (mounts DVS and Lustre network filesystems) 9 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Details about the Processors (sockets) • Superscalar: 3 Integer ALUs • 3 Floating point ALUs (can do 4 FP per cycle) • • Cache hierarchy: Victim cache • 64KB L1 instruction cache • 64KB L1 data cache (latency 3 cycles) • 512KB L2 cache per processor core (latency of 9 cycles) • 12MB shared L3 cache (latency 45 cycles) • • To know more: http://www.ci.uchicago.edu/wiki/bin/view/Beagle/SystemSpecs 10 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Interconnect Interconnect • Communication between compute nodes and with service nodes • Gemini Interconnect • 2 nodes per Gemini ASIC • 4 x 12-cores (48 per Gemini) • Gemini are arranged in a 3D torus • Latency ~ 1 μs • 168 GB/s bandwidth of switching capacity (20 GB injection per node) • Resilient design • To know more: http://www.ci.uchicago.edu/wiki/bin/view/Beagle/SystemSpecs#Details_about_the_Interconnect 11 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Steps for computing on Beagle You need a user id on Beagle • You need an active project • You need to understand the basics of how the system works (check files, move files, create directories) • You need to move your data to Beagle • The application(s) that perform the calculations need to be installed on Beagle • You need to submit and monitor your jobs to the compute nodes • You need to transfer your data back to your system • 12 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu What you need to get started on Beagle • A CI account: if you don’t have it, get one – – https://accounts.ci.uchicago.edu/ You will need some person at the CI to sponsor you, this person can be: o o o • A CI project (for accounting) – https://www.ci.uchicago.edu/hpc/projects/ o o – • This will change later this year, to let allocations committee make decisions http://www.ci.uchicago.edu/faq To know more about Beagle accounts and basics – 13 For joining an HPC project For creating a new HPC project To know more about CI account and HPC basics – • Your PI, if he or she is part of the CI A collaborator that is part of the CI A catalyst you will be working with http://www.ci.uchicago.edu/wiki/bin/view/Beagle/HowToStart Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Basics on using Beagle • Login – – – ssh to login.beagle.ci.uchicago.edu to submit jobs ssh to sandbox.beagle.ci.uchicago.edu for CPU-intensive development and interactive operations To know more: http://www.ci.uchicago.edu/wiki/bin/view/Beagle/ComputeOnBeagle#How_to_log_in • Data transfer – – – – For small files scp or sftp GridFTP to gridftp.beagle.ci.uchicago.edu Or use Globus Online (coming later in the talk) To know more: http://www.ci.uchicago.edu/wiki/bin/view/Beagle/ComputeOnBeagle#How_to_move_data_to_and_from_Bea • How to receive personalized support – 14 [email protected] Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Beagle’s operating system • • Cray XE6 uses Cray Linux Environment v3 (CLE3) SuSE Linux-based Compute nodes use Compute Node Linux (CNL) Login and sandbox nodes use a more standard Linux The two are different. Compute nodes can operate in • ESM (extreme scalability mode) to optimize performance to large multi-node calculations – CCM (cluster compatibility mode) for out-of-the-box compatibility with Linux/ x86 versions of software – without To know more: recompilation or relinking! • • • • – http://www.ci.uchicago.edu/wiki/bin/view/Beagle/ComputeOnBeagle#Basics_about_the_work_environmen 15 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Modules and work environment • • • Modules sets the environment necessary to use a specific to applications, collection of applications, or libraries A module dynamically modifies the user environment The module command provides a number of capabilities including: – – – – – loading a module (module load) unloading a module (module unload) unloading a module and loading another (module swap) listing which modules are loaded (module list) determining which modules are available (module avail) • To know more: http://www.ci.uchicago.edu/wiki/bin/view/Beagle/ComputeOnBeagle#Modules_and_work_Environment 16 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Beagle’s filesystems /lustre/beagle: local Lustre filesystem (read-write -- this is where batch jobs should do most of their I/O. NO BACKUP!) • /gpfs/pads: PADS GPFS (read-write) – for permanent storage • /home: CI home directories (read-only on compute nodes) • USE LUSTRE ONLY for I/O on compute nodes: • – – It is considerably faster than other filesystems Use of other filesystems can affect seriously performance as they rely on network and I/O external to Beagle To know more: • • /soft, /tmp, /var, /opt, /dev, … usually you won’t need to http://www.ci.uchicago.edu/wiki/bin/view/Beagle/ComputeOnBeagle#How_to_work_on_the_filesystem worry about those 17 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu The Lustre filesystem The I/O during computation should be done through the high performance Lustre • Lustre is mounted as /lustre/beagle • Users have to create their own directory on Lustre. This is done to give them more freedom in how to set it up (naming, privacy …) • • To know more: http://www.ci.uchicago.edu/wiki/bin/view/Beagle/ComputeOnBeagle#Tuning_the_performance_of_the_Lu 18 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Lustre performance: striping Files in the Lustre filesystem are striped by default: split up into pieces and sent to different disks. • This parallelization of the I/O allows the user to use more disks at the same time and may give them a higher bandwidth for I/O if used properly. • Usually good values are between one and four. Higher values might be better for specific but this is not likely. • applications, To know more: • http://www.ci.uchicago.edu/wiki/bin/view/Beagle/ComputeOnBeagle#Tuning_the_performance_of_the_Lu 19 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Lustre basic commands • • • • • 20 lfs df — system configuration information lfs setstripe — create a file or directory with a specific striping pattern lfs getstripe — display file striping patterns lfs find [directory | file name] — find a file or directory Try typing: man lfs Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu How to move data to and from Beagle Beagle is not HIPAA-compliant — do not put PHI data on Beagle • Example of factors for choosing a data movement tool: • – – – – – • how many files, how large the files are … how much fault tolerance is desired, performance security requirements, and the overhead needed for software setup. Recommended tools: – scp/sftp can be OK for moving a few small files o o – pros: quick to initiate cons: slow and not scalable For optimal speed and reliability we recommend Globus Online : high-performance (e.g., fast) o reliable and easy to use o easy to use from either a command line or web browser, • To know more: o provides fault tolerant, fire-and-forget transfers. If you know you'll be moving a lot http://www.ci.uchicago.edu/wiki/bin/view/Beagle/ComputeOnBeagle#How_to_move_data_to_and_from_Bea of data or find scp is too slow/unreliable we recommend o 21 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Getting data to the right place… “I need my data over there – at my _____” (supercomputing center, campus server, etc.) Data Destination Data Source Trivial, right? 22 Intro to Beagle – [email protected] 22 www.ci.anl.gov www.ci.uchicago.edu What’s the big deal? Data Destination “GAAAH! %&@#&” Data Source Reality: it is tedious and time-consuming 23 Intro to Beagle – [email protected] 23 www.ci.anl.gov www.ci.uchicago.edu How How It Works Data Source 1 2 It Works Globus Online moves files Data Destination User initiates transfer request Globus Online notifies user 24 3 www.ci.anl.gov www.ci.uchicago.edu How (2 It easy Works Getting Started steps) 1. Sign up: Visit www.globusonline.org to create an account 25 www.ci.anl.gov www.ci.uchicago.edu How (2 It easy Works Getting Started steps) 2. Start moving files: Pick your data and where you want to move it, then click to transfer 26 www.ci.anl.gov www.ci.uchicago.edu HowOptions It Works File Movement We strive to make Globus Online broadly accessible… • You can just move files using the Web GUI • To automate workflows you use the Command Line Interface (CLI) • To know more: (quickstart, tutorials, FAQs …) https://www.globusonline.org/resources/ 27 www.ci.anl.gov www.ci.uchicago.edu Steps for computing on Beagle You need a user id on Beagle ✔ • You need an active project ✔ • You need to understand the basics of how the system works (check files, move files, create ✔ directories) • You need to move your data to Beagle ✔ • The application(s) that perform the calculations need to be installed on Beagle • You need to submit and monitor your jobs to the compute nodes • You need to transfer your data back to your system ✔ • 28 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Applications on Beagle • Applications on Beagle are run from the command line, e.g.: aprun –n 17664 myMPIapp <myInput >& this.log • How do I know if an application is on Beagle? http://beagle.ci.uchicago.edu/software/ – http://www.ci.uchicago.edu/wiki/bin/view/Beagle/SoftwareOnBeagle – Use module avail, e.g.: lpesce@login2:~> module avail 2>&1 | grep -i namd gromacs/4.5.3(default) namd/2.7(default) – • • 29 What if it isn’t there? What if I want to use my own application? Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu If you need a tool that isn’t on Beagle For any specific requirements, submit a ticket to [email protected] with the following information: • Research project, group and/or PI • Name(s) of software packages(s) • Intended use and/or purpose • Licensing requirements (if applicable) • Specific instructions or preferences (specific release/version/vendor, associated packages, URLs for download, etc.) 30 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Porting software to Beagle: modules pesce@login2:~> module list Currently Loaded Modulefiles: 1) modules/3.2.6.6 2) nodestat/2.2-1.0301.23102.11.16.gem : 12) xtpe-network-gemini 13) pgi/11.1.0 14) xt-libsci/10.5.0 15) pmi/1.0-1.0000.8256.50.6.gem • PrgEnv-xxxx refers to the programming environment currently loaded 16) xt-mpich2/5.2.0 17) xt-asyncpe/4.8 18) atp/1.1.1 • Default is PGI (Portland Group compilers) 19) PrgEnv-pgi/3.1.61 20) xtpe-mc12 21) torque/2.5.4 22) moab/5.4.1 31 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Compilation environment lpesce@login2:~> module avail PrgEnv lpesce@login2:~> module avail 2>&1 | grep PrgEnv PrgEnv-cray/1.0.2 Cray compilers PrgEnv-cray/3.1.49A -Excellent Fortran PrgEnv-cray/3.1.61(default) -CAF and UPC PrgEnv-gnu/3.1.49A We will soon have Gnualso compilers PrgEnv-gnu/3.1.61(default) Pathscale compilers -Excellent C - Standard PrgEnv-pgi/3.1.49A PGI compilers PrgEnv-pgi/3.1.61(default) -Excellent Fortran -Reliable 32 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Compiling on Beagle • Compilers are called cc for a C compiler – CC for a C++ compiler – ftn for a Fortran compiler – • • • Do not use gcc, gfortran … those commands will produce an executable for the sandbox node! CC, cc, ftn, etc. … are cross-compilers (driver scripts) and produce code to be run on the compute nodes To know more: http://www.ci.uchicago.edu/wiki/bin/view/Beagle/DevelopOnBeagle 33 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Compiling on Beagle: environment set up • • • Move your source files to Beagle Select a compiler and load it e.g., module swap PrgEnv-pgi PrgEnv-gcc Determine whether additional libraries are required and whether – Native, optimized versions are available for the Cray XE6 http://docs.cray.com/cgi-bin/craydoc.cgi?mode=SiteMap;f=xe_sitemap under “Math and Science Libraries” – For a list of all libraries installed on Beagle use: module avail 2>&1 | less • Load the required libraries e.g., FFTW, via module load fftw 34 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu User’s guides and man pages • PGI: – – • GCC: – – • – http://docs.cray.com/cgi-bin/craydoc.cgi?mode=SiteMap;f=xe_sitemap Or type man crayftn, man craycc, man crayc++ Pathscale: – – 35 http://gcc.gnu.org/onlinedocs/ Or type man gfortran, man gcc, man g++ Cray: under “Programming Environment” – • http://www.pgroup.com/resources/docs.htm Or type man pgf90, man pgcc, man pgCC http://www.pathscale.com/documentation Or type man pathf90, man pathcc, man pathCC, man eko Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu More details about the environment • Beagle can use both statically and dynamically linked (shared) libraries http://www.ci.uchicago.edu/wiki/bin/view/Beagle/DevelopOnBeagle#Static_vs_Dynamic_linking • All compilers on Beagle support: MPI (Message Passing Interface, standard for distributed computing) and – OpenMP (standard for shared memory computing). Note: flags activating openMP pragmas or directives might be different among compilers, see man pages. – • 36 Some compilers support also PGAS languages (e.g., CAF or UPC), for example the Cray compilers Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Steps for computing on Beagle You need a user id on Beagle ✔ • You need an active project ✔ • You need to understand the basics of how the system works (check files, move files, create ✔ directories) • You need to move your data to Beagle ✔ • The application(s) that perform the calculations ✔ need to be installed on Beagle • You need to submit and monitor your jobs to the compute nodes • You need to transfer your data back to your system ✔ • 37 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu On running jobs on compute nodes • • • • 38 The system operates through a resource manager (Torque) and a scheduler (Moab) Beagle CLE (Cray Linux Environment) supports both interactive and batch computations When running applications on the compute nodes, it is best to work from the login nodes (as opposed to the sandbox node, which is better used to develop) It is not possible to log in on the compute nodes Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Launching an application on compute nodes They are all usually part of a PBS (Portable Batch System) script: • The first step is to obtain resources which utilizes the qsub command • The second step is to set the appropriate environment to run the calculations • The third step is to move input files, personal libraries and applications to the Lustre file system • The fourth step is to run the application on the compute nodes using the application launcher (aprun) • The final step is to move files back to /home or /gpfs/pads/projects 39 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu First step: request resources with qsub • • • Users cannot access compute nodes without a resource request managed by Torque/Moab That is, you will always need to use qsub Typical calls to qsub are: – For an interactive job qsub -I -l walltime=00:10:00,mppwidth=24 – for a batch job qsub my_script.pbs 40 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Interactive When you run interactive jobs you will see a qsub prologue: • lpesce@login2:~> qsub -I –l walltime=00:10:00,mppwidth=24 qsub: waiting for job 190339.sdb to start qsub: job 190339.sdb ready ############################# Beagle Job Start ################## # # # Job ID: 190339 Project: CI-CCR000070 • Good for debugging and small tests Start time: Tue Jul 26 12:23:14 CDT 2011 • LimitedResources: to one node (24 cores) walltime=00:10:00 # # # ############################################################## • After you receive a prompt, you can run your jobs via aprun: lpesce@login2:~> aprun –n 24 myjob.exe <myinput >& my_log lpesce@login2:~> aprun –n 24 myjob2.exe <myinput2 >& my_log2 41 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Batch scripts • • • • Batch scheduling is usually done with a PBS script Scripts can be very complex (see following talk about Swift) Note: the script is executed on the login node! Only what follows the aprun command is run on the compute nodes We’ll look into simple scripts • To know more: http://www.ci.uchicago.edu/wiki/bin/view/Beagle/ComputeOnBeagle#How_to_submit_jobs 42 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Example of an MPI script !/bin/bash #PBS -N MyMPITest #PBS -l walltime=1:00:00 #PBS -l mppwidth=240 #PBS -j oe • • • • Set shell (I use bash) Give a name to the job Set wall time to 1 hr (hh:mm:ss) Ask to merge err and output from the scheduler #Move to the directory where the script was submitted -- by the qsub command • $PBS_O_WORKDIR: directory from where the script was cd $PBS_O_WORKDIR # Define and create a directory on /lustre/beagle where to run the job submitted LUSTREDIR=/lustre/beagle/`whoami`/MyMPITest/${PBS_JOBID} • Use aprun to send the computation to • Name, output and make a echo $LUSTREDIR the compute nodes directory on lustre mkdir -p $LUSTREDIR • -n 240 asks for 240 MPI processes • Move all the files that will be # Copy the input file and executable to /lustre/beagle used to lustre cp /home/lpesce/tests/openMPTest/src/hello_smp hello.in $LUSTREDIR • Go to lustre # Move to /lustre/beagle cd $LUSTREDIR # Note that here I was running hello_smp on 240 cores , i.e., using 240 PEs (by using -n 240) # each with 1 thread -- i.e., just itself (default by not using -d) aprun -n 240 hello_smp <hello.in > hello.out3 43 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Example of an openMP script • Set shell (I use bash) • Give a name to the job #PBS -l walltime=48:00:00 #PBS -l mppwidth=24 • Set wall time to max: 48 hrs #PBS -j oe (hh:mm:ss) • Use aprunwhere tothesend the computation to • Ask to merge err and output from #Move to the directory script was submitted -- by the qsub command • $PBS_O_WORKDIR: directory cd $PBS_O_WORKDIR the compute nodes the schedulerfrom where the script was # Define and create a directory on /lustre/beagle where to run the job • First set environmental variable LUSTREDIR=/lustre/beagle/`whoami`/MyTest/${PBS_JOBID} submitted OMP_NUM_THREADS to desired echo $LUSTREDIR • Name, output and make a mkdir -p $LUSTREDIR value (24 is rarely optimal!) directory on lustre asks for 24 OMPthese processes • Move all the files that will be # Copy the•input-d file 24 and executable to /lustre/beagle, have to be user and project specific cp /home/lpesce/tests/openMPTest/src/hello_smp hello.in $LUSTREDIR per MPI process used to lustre • -n 1 asks for only one MPI process • Go to lustre # Move to /lustre/beagle #!/bin/bash #PBS -N MyOMPTest cd $LUSTREDIR # Note that here I was running one PE (by using -n 1) # each with 24 threads (by using -d 24) # Notice the setting of the environmental variable OMP_NUM_THREADS for openMP # if other multi-threading approaches are used they might need to be handled differently OMP_NUM_THREADS=24 aprun -n 1 -d 24./hello_smp <hello.in > hello.out4 44 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Recap of queues available on Beagle Queue Name Max Walltime Max # nodes Default Max # # nodes jobs in queue Total # Reserved nodes • Recommended as third step after parallelism was tested on a small scale • Up to 10 nodes.. Interactive 4 hour 1 1 1 8 • Provides dedicated resources to efficiently test and refine scalability Default queue, to run all the rest 16 development 30first min 3 applications 1 2 • Recommended as step in porting to Beagle • To test and debug code in real time. • On Recommended one node. 30 as second after the code scalability min step,10 1 compiles and 4 runs using the 10 • Provides interactive dedicated queue on resources one nodeto run continuous refinement sessions • To test parallelism on a small scale batch 2 days none 1 744 N/A • Up to 3 nodes.. • To know more: • Provides dedicated resources to efficiently optimize and test parallelism http://www.ci.uchicago.edu/wiki/bin/view/Beagle/SchedulingPolicy 45 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu More about aprun • • The number of processors, both for MPI and openMP, is determined at launch time by the aprun command (more or less that is) The aprun application launcher handles stdin, stdout and strerr for the user’s application • To know more: http://www.ci.uchicago.edu/wiki/bin/view/Beagle/ComputeOnBeagle#Aprun Or type man aprun 46 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu To monitor applications and queues • • • qsub batch jobs are submitted using the qsub command qdel is used to delete a job qstat shows the jobs the resource manager, Torque, knows about (i.e., all those submitted using qsub). – – – – – qstat -a show all jobs in submit order qstat -a -u username show all jobs of a specific user in submit order qstat -f job_id receive a detailed report on the job status qstat -n job_id what nodes is a job running on qstat -q gives the list of the queues available on Beagle showq show all jobs in priority order. showq tells which jobs Moab, the scheduler, is considering eligible to run or is running • • showres To know more: showres show all the reservations currently in place or that have been scheduled http://www.ci.uchicago.edu/wiki/bin/view/Beagle/ComputeOnBeagle#commands_for_submitting_and_inqu • 47 Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Acknowledgments • • • • • 48 BSD for funding most of the operational costs of Beagle A lot of the images and the content has been taken or learned from Cray documentation or their staff Globus for providing us with many slides and support; special thanks to Mary Bass, manager for communications and outreach at the CI. NERSC and its personnel provided us with both material and direct instruction; special thanks to Katie Antypas, group leader of the User Services Group at NERSC All the people at the CI who supported our work, from administrating the facilities to taking pictures of Beagle Intro to Beagle – [email protected] www.ci.anl.gov www.ci.uchicago.edu Thanks! We look forward to working with you. Questions? (or later: [email protected]) www.ci.anl.gov www.ci.uchicago.edu