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5,000. 500. 50. 5. 5. 10. 3. 10. 2. 10. PETASCALE DATA STORAGE INSTITUTE. The Drive to Petascale Computing Faster computers need more data, faster. Checkpoint at Terabytes/sec Petabyte files Billions of files Revisit programming for Input/Output
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5,000 500 50 5 5 10 3 10 2 10 PETASCALE DATA STORAGE INSTITUTE • The Drive to Petascale Computing • Faster computers need more data, faster. • Checkpoint at Terabytes/sec • Petabyte files • Billions of files • Revisit programming for Input/Output • Data center automation • Acceleration for search Everything Must Scale with Compute 2015: 100 PF -- Computing Speed TFLOP/s Memory 2,500 TeraBytes Year 2012 250 ‘08 25 ‘04 Disk 50 -- 2011: 10 PF 2.5 5 PetaBytes .5 ‘00 .05 1 5 Application Performance 50 200 Parallel I/O -- 2008: 1 PF 500 .5 .5 5,000 200 GigaBytes/sec 5 2,000 5 • PDSI Thrusts: • Data Capture • Education & Dissemination • Innovation 20,000 50 50 -- 2005: 100 TF Metadata 500 Inserts/sec Network Speed 500 Gigabits/sec ArchivalStorage GigaBytes/sec -- 2001: 10 TF http://www.pdsi-scidac.org/
PETASCALE DATA STORAGE INSTITUTE Roadrunner & PanFS MPP2 & Lustre Jaguar & Lustre Pheonix& XFS Lightning & PanFS Q & PFS Red Storm & Lustre Blue Mountain & XFS Steeped in Terascale Experience Seaborg & GPFS http://www.pdsi-scidac.org/
Goal specifications & complaints Managerial tier Automation Agents Statistics & predictions ••• Administrator supervisor Monitoring info Configuration settings Storage bricks I/O replies & requests pNFS ••• MDS Mechanical tier HPC Apps pNFS Driver 1. SBC (blocks)2. OSD (objects)3. NFS (files) pNFS server Layout grant &revoke Storage Manager PETASCALE DATA STORAGE INSTITUTE Strategic Plan • IT Automation • Instrumentation • Visualization • Machine Learning • Diagnosis • Adaptation • Scaling Further • Global/WAN access • Federated security • Metadata at scale • Para-virtualization Peta-Bytes Tera-B/sec Giga-files Mega-CPUs • Outreach • Storage-research-list • Collaboration w/ other Scidacs Innovation • Education • Workshops • Tutorials • Course materials Education & Dissemination • HPC NFS • Parallel NFS • Secure NFS • IETF Standard • App Workloads • INCITE resources • Trace & replay tools (e.g. BLAST, CCSM, Calore, EVH1, MCNP, GYRO, Sierra, QCDand other Scidacs) Data Capture • API Standards • POSIX API • Rich metadata • Compute-in-disk • Archive API • Quality of Storage • Failure Data • Capture & publish • Computer Failure Data Repository • (e.g. LANL’s outages by root cause) NFSv4extendedw/ layouts Tera-Bytes Giga-B/sec Mega-files Kilo-CPUs http://www.pdsi-scidac.org/
PETASCALE DATA STORAGE INSTITUTE Participating Organizations Carnegie Mellon UniversityGarth Gibson (PI) University of California, Santa Cruz Darrell Long (co-PI) University of Michigan, Ann ArborPeter Honeyman (co-PI) Los Alamos National Laboratory Gary Grider (co-PI) Lawrence Berkeley National LaboratoryBill Kramer (co-PI) Oak Ridge National LaboratoryPhilip Roth (co-PI) Pacific Northwest National LaboratoryEvan Felix (co-PI) Sandia National LaboratoryLee Ward (co-PI) http://www.pdsi-scidac.org/
PETASCALE DATA STORAGE INSTITUTE Programming for Storage • The Need for Training Programmers for Storage • HPC IT managers work for users who program apps • Often performance of apps/workflows dependent on storage • Many times best solutions would be to change the program • Reality is app specialists intolerant of requests to reprogram for better storage performance • That is, reprogramming for storage performance often doesn’t get done • Approach: Create tools, training to help a priori • Give programmers libraries, performance debugging tools that avoid or detect poor storage patterns • Give tutorials, case studies, help pages showing weak programming approaches and how to improve them http://www.pdsi-scidac.org/
PETASCALE DATA STORAGE INSTITUTE Example from BioInformatics • Pseudo code example from IT manager -- single thread for( I=0, I<1000, I++){ for( J=0, J<1000, J++){ buf = compute (I,J); f = open( “file_foo”); lseek(f, offset(I,J)); write(f, buf, lengthof(buff)) close(f); }} • Buf turns out to be small, unaligned, fixed length • Obvious fixes: • Open/close outside both loops • Malloc sizeof 1000000*lengthof(buff), copy into it in memory, one write at end http://www.pdsi-scidac.org/