Democratising Parallel Software
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1 ParaFormance TM Democratising Parallel Software Chris
2 A Scottish Startup 600k Scottish Enterprise grant money so far built on over 7M of EU funding. Looking to spin out from the University of St Andrews A team of 4 full time software developers Looking for pre-revenue investment Looking for triallists!
3 Cyber Physical Systems
4 The world s first 1000 core processor Kilo-Core 1000 independent programmable processors Designed by a team at the University of California, Davis 1.78 trillion instructions per second and contains 621 million transistors Each processor is independently clocked, it can shut itself down to further save energy 1,000 processors execute 115 billion instructions per second using 0.7 Watts Powered by a single AA battery
5 Multi-core Software is Difficult!
6 Multi-Threaded Programming C++
7 ParaFormance Technology Discovery Refactoring Repair
8 ParaFormance TM Windows Mac OS X Linux 8
9 9 Parallel Libraries 1.OpenMP Pragma based 2.Intel TBB Pattern based 3.Others MPI PThreads FastFlow
10 Parallelism Discovery Profiles execution of application Locates hot spots of computation Goal is to find instances of patterns and inform user best pattern to choose
11 Safety Checking Checks code for potential thread safe violations using Static Analysis Race conditions Array collisions Variable accesses Private variables Critical regions
12 Automatic Repairing Repairs code to make it thread safe Refactors code to remove potential sources of thread violations Introduces local variables Array collisions
13 Refactoring Rewrites code into a parallel version Portable across range of different types of parallelism: TBB, OpenMP, Pthreads, etc. Modify Refactor
14 Demonstration
15 Examples of ParaFormance ParaFormance is designed to be general, and we have tried it on many different types of application: Machine learning, ant colony optimisation, linear programming, image processing, CFD
16 Weather Forecasting 2.5 million lines 300+ files potential sources of parallelism Paraformance narrows down to 27 possible parallelism sites 1 month of manual effort reduced to only 5 minutes!
17 Comparison of Development Times Man. Time Refac. Time Convolution 24 hours 3 hours Ant Colony 8 hours 1 hour Basic N2 40 hours 5 hours Graphical Lasso 15 hours 2 hours
18 Comparable Performance Speedups for Ant Colony, BasicN2 and Graphical Lasso Speedup BasicN2 BasicN2 Manual Graphical Lasso Graphical Lasso Manual Ant Colony Optimisation Manual Ant Colony Optimisation No of Workers 18
19 Image Convolution 20 Cores! Speedups for Image Convolution on power8 Speedups for Image Convolution on power Nr. threads Nr. threads OpenMP (s m) OpenMP (m m) OpenMP m TBB (s m) TBB (m m) TBB m FF (s m) FF (m m) FF m 19
20 ParaFormance Saves time and money Gets products faster to market De-risks for multi-core Requires less specialised software teams Increases developer team productivity Produces reliable software/products Allows more easily maintained projects
21 Why give ParaFormance a free trial today? chris@paraformance.com
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