Fast Evaluation of GP Trees on GPGPU by Optimizing Hardware Scheduling


Maitre O., Lachiche N., Collet P.

13th European Conference on Genetic Programming, İstanbul, Turkey, 7 - 09 April 2010, vol.6021, pp.301-312 identifier

  • Publication Type: Conference Paper / Full Text
  • Volume: 6021
  • City: İstanbul
  • Country: Turkey
  • Page Numbers: pp.301-312

Abstract

This paper shows that it is possible to use General Purpose Graphic Processing Unit cards for a. fast evaluation of different Genetic Programming trees on as few as 32 fitness cases by using the hardware scheduling of NVIDIA cards. Depending on the function set, observed speedup ranges between x50 and x250 on one half of an NVidia GTX295 GPGPU card, vs a single core of an Intel Quad core Q8200.