Changes between Version 7 and Version 8 of UGT2011


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Timestamp:
Nov 5, 2014 9:36:37 AM (10 years ago)
Author:
nakasato
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  • UGT2011

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    6160= K.Nakamura = 
    6261== Acceleration of Matrix Multiplication in Double-Double Precision by OpenCL == 
     62In this research, I used the double-double (DD) precision data type for calculations. 
     63DD precision here is pseudo DD precision and implemented by not a hardware but 
     64a software as programming. 
     65This DD precision value uses two double precision values to stand for it. 
     66An operation in DD precision requires dozen double precision operations. 
     67So it takes much time to calculate, we need to accelerate the DD calculations. 
     68The purpose of my research is how fast I can accelerate matrix multiplication in DD precision. 
     69For the acceleration, I used the technique of General Purpose GPU (GPGPU). 
     70GPGPU is a method of parallel processing by using GPUs. 
     71But in this time I can also use multi-core CPUs for acceleration by OpenCL. 
     72By OpenCL, matrix multiplication was about 480 times as fast as that of non-parallel processing on GPU 
     73and about 28 times faster on multi-core CPU. 
     74And I tested LU factorization as an application of accelerated matrix multiplication. 
     75In the result about 12 times faster on GPU and about 9 times faster on multi-core CPU. 
     76 
     77 
     78file:///home/committee/aac/Thesis2011/s1160154 
     79 
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    6381 
    6482= T.Watanabe =