[Rd] Control multi-threading in standard matrix product
Ghislain Durif
ghislain.durif at inria.fr
Mon Aug 21 14:55:47 CEST 2017
Dear R Core Team,
I wish to report what can be viewed as a bug or at least a strange
behavior in R-3.4.1. I ask my question here (as recommended on
https://www.r-project.org/bugs.html) since I am not member of the R's
Bugzilla.
When running 'R --vanilla' from the command line, the standard matrix
product is by default based on BLAS and multi-threaded on all cores
available on the machine, c.f. following examples:
n=10000
p=1000
q=5000
A = matrix(runif(n*p),nrow=n, ncol=p)
B = matrix(runif(p*q),nrow=p, ncol=q)
C = A %*% B # multi-threaded matrix product
However, the default behavior to use all available cores can be an
issue, especially on shared computing resources or when the matrix
product is used in parallelized section of codes (for instance with
'mclapply' from the 'parallel' package). For instance, the default
matrix product is single-threaded in R-3.3.2 (I ran a test on my
machine), this new features will deeply affect the behavior of existing
R packages that use other multi-threading solutions.
Thanks to this stackoverflow question
(https://stackoverflow.com/questions/45794290/in-r-how-to-control-multi-threading-in-blas-parallel-matrix-product),
I now know that it is possible to control the number of BLAS threads
thanks to the package 'RhpcBLASctl'. However, being able to control the
number of threads should maybe not require to use an additional package.
In addition, the doc 'matmult' does not mention this point, it points to
the 'options' doc page and especially the 'matprod' section, in which
the multi-threading is not discussed.
Here is the results of the 'sessionInfo()' function on my machine for
R-3.4.1:
R version 3.4.1 (2017-06-30)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: Ubuntu 16.04.3 LTS
Matrix products: default
BLAS: /usr/lib/openblas-base/libblas.so.3
LAPACK: /usr/lib/libopenblasp-r0.2.18.so
locale:
[1] LC_CTYPE=fr_FR.utf8 LC_NUMERIC=C
[3] LC_TIME=fr_FR.utf8 LC_COLLATE=fr_FR.utf8
[5] LC_MONETARY=fr_FR.utf8 LC_MESSAGES=fr_FR.utf8
[7] LC_PAPER=fr_FR.utf8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=fr_FR.utf8 LC_IDENTIFICATION=C
attached base packages:
[1] stats graphics grDevices utils datasets methods base
loaded via a namespace (and not attached):
[1] compiler_3.4.1
and for R-3.3.2:
R version 3.3.2 (2016-10-31)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: Ubuntu 16.04.3 LTS
locale:
[1] LC_CTYPE=fr_FR.utf8 LC_NUMERIC=C
[3] LC_TIME=fr_FR.utf8 LC_COLLATE=fr_FR.utf8
[5] LC_MONETARY=fr_FR.utf8 LC_MESSAGES=fr_FR.utf8
[7] LC_PAPER=fr_FR.utf8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=fr_FR.utf8 LC_IDENTIFICATION=C
attached base packages:
[1] stats graphics grDevices utils datasets methods base
Thanks in advance,
Best regards
||
--
Ghislain Durif
--------------------------
Research engineer THOTH TEAM
INRIA Grenoble Alpes (France)
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