library(parallel) simplify2array(mclapply(rep(4, 5), rnorm)) # use the same random numbers for all values set.seed(1) simplify2array(mclapply(rep(4, 5), rnorm, mc.preschedule = FALSE, mc.set.seed = FALSE))