===== Using R on VSC2 and VSC3 with MPI libraries =====
[[http://www.r-project.org/]]
We installed the libraries Rmpi, doMPI and foreach and their dependencies on VSC2 and VSC4.
These libraries give you the possibility to parallelize loops over more nodes with MPI using the foreach function which is very similar to a for loop.
==== Example ====
Given a simple for loop:
for (i in 1:50) {mean(rnorm(1e+07))}
=== Sequential execution ===
Sequential execution on VSC3 leads to an execution time [s] of:
/opt/sw/R/current/bin/R
> system.time(for (i in 1:50) { mean(rnorm(1e+07))})
user system elapsed
83.690 1.013 84.721
=== Parallel execution ===
In R, the code **berk-rmpi.R** may be parallelized in the following form:
# basic example with foreach
# start R as usual:'R'or via a batch job
library (Rmpi)
library (doMPI)
cl <- startMPIcluster ()
registerDoMPI (cl)
result <- foreach (i = 1:50) %dopar% {
mean(rnorm(1e+07))
}
closeCluster(cl)
mpi.finalize()
On VSC3 the script reads:
#!/bin/sh
#SBATCH -J rstat
#SBATCH -N 1
#SBATCH --tasks-per-node=16
module unload intel-mpi/5
module load intel-mpi/4.1.3.048
module load R
export I_MPI_FABRICS=shm:tcp
mpirun R CMD BATCH berk-rmpi.R
yielding to an execution time [s] of
> proc.time()
user system elapsed
4.566 0.156 5.750