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Big	
  Data	
  is	
  like	
  HPC	
  all	
  over	
  again	
  
•  From	
  serial,	
  to	
  SMP	
  parallel,	
  to	
  MPI	
  parallel,	
  to	
  
GPUs	
  
•  Big	
  Data	
  grows	
  from	
  
–  File	
  systems,	
  to	
  
–  Shared	
  parallel	
  file	
  systems,	
  to	
  
–  Hadoop	
  Distributed	
  File	
  System	
  
–  Distributed	
  data	
  repositories	
  connected	
  by	
  
Globus-­‐Online-­‐like	
  data	
  transfers	
  
Nov 20, 2013

1
We	
  have	
  been	
  there…	
  
Programming	
  and	
  control	
  

High-­‐performance	
  
compu5ng	
  

Big	
  Data	
  analy5cs	
  

serial	
  

Single	
  processor,	
  	
  
point-­‐to-­‐point	
  
communicaIon	
  

Single-­‐file	
  data	
  analysis	
  
Dropbox-­‐style	
  upload	
  and	
  
synchronizaIon	
  

Tightly	
  coupled	
  

Shared-­‐memory	
  mulI-­‐
processors	
  

Parallel	
  file-­‐system	
  across	
  
site	
  (Lustrre,	
  GPFS,…)	
  

Loosely	
  coupled	
  

Distributed	
  memory	
  
clusters	
  

Map-­‐reduce,	
  workflows,	
  
explicit	
  data	
  movement	
  
(Globus	
  Online,…)	
  

Nov 20, 2013

2

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University of Florida: Solving the HPC Data Deluge

  • 1. Big  Data  is  like  HPC  all  over  again   •  From  serial,  to  SMP  parallel,  to  MPI  parallel,  to   GPUs   •  Big  Data  grows  from   –  File  systems,  to   –  Shared  parallel  file  systems,  to   –  Hadoop  Distributed  File  System   –  Distributed  data  repositories  connected  by   Globus-­‐Online-­‐like  data  transfers   Nov 20, 2013 1
  • 2. We  have  been  there…   Programming  and  control   High-­‐performance   compu5ng   Big  Data  analy5cs   serial   Single  processor,     point-­‐to-­‐point   communicaIon   Single-­‐file  data  analysis   Dropbox-­‐style  upload  and   synchronizaIon   Tightly  coupled   Shared-­‐memory  mulI-­‐ processors   Parallel  file-­‐system  across   site  (Lustrre,  GPFS,…)   Loosely  coupled   Distributed  memory   clusters   Map-­‐reduce,  workflows,   explicit  data  movement   (Globus  Online,…)   Nov 20, 2013 2