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This vignette shows how to set up parallel workers running in Linux containers, e.g. Docker (https://www.docker.com/), Apptainer (https://apptainer.org/), and udocker (https://indigo-dc.github.io/udocker/).
This example sets up two parallel workers running Docker image ‘rocker/r-parallel’ (https://hub.docker.com/r/rocker/r-parallel).
library(parallelly)
cl <- makeClusterPSOCK(
rep("localhost", times = 2L),
## Launch Rscript inside Linux container via Docker
rscript = c(
"docker", "run", "--net=host", "rocker/r-parallel",
"Rscript"
),
## IMPORTANT: Because Docker runs inside a virtual machine (VM) on macOS
## and MS Windows (not Linux), when the R worker tries to connect back to
## the default 'localhost' it will fail, because the main R session is
## not running in the VM, but outside on the host. To reach the host on
## macOS and MS Windows, make sure to use master = "host.docker.internal"
master = if (.Platform$OS.type == "unix") NULL else "host.docker.internal",
)
print(cl)
#> Socket cluster with 2 nodes where 2 nodes are on host 'localhost'
#> (R version 4.3.3 (2024-02-29), platform x86_64-pc-linux-gnu)
This example shows how to set up two parallel workers running Docker image ‘rocker/r-parallel’ (https://hub.docker.com/r/rocker/r-parallel) via Apptainer (<https://apptainer.org/).
library(parallelly)
cl <- makeClusterPSOCK(
rep("localhost", times = 2L),
## Launch Rscript inside Linux container via Apptainer
rscript = c(
"apptainer", "exec", "docker://rocker/r-parallel",
"Rscript"
)
)
print(cl)
#> Socket cluster with 2 nodes where 2 nodes are on host 'localhost'
#> (R version 3.6.1 (2019-07-05), platform x86_64-pc-linux-gnu)
This example shows how to set up two parallel workers running Docker image ‘rocker/r-parallel’ (https://hub.docker.com/r/rocker/r-parallel) via udocker (https://indigo-dc.github.io/udocker/).
library(parallelly)
cl <- makeClusterPSOCK(
rep("localhost", times = 2L),
## Launch Rscript inside Linux container via Docker
rscript = c(
"udocker", "--quiet", "run", "rocker/r-parallel",
"Rscript"
)
)
print(cl)
#> Socket cluster with 2 nodes where 2 nodes are on host 'localhost'
#> (R version 3.6.1 (2019-07-05), platform x86_64-pc-linux-gnu)
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