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Correlated random numbers in nested loops #74

@lbau7

Description

@lbau7

I saw this bug on future.apply's GitHub page [HB edit: futureverse/future.apply#108] and checked whether the same issue exists with dofuture-loops, since this is something that I used in an R-package that I'm currently developing. Is this the same bug or am I doing something wrong?

Describe the bug
When random numbers are generated in a nested loop using the %dofuture% adapter many random numbers appear several times

Reproduce example
library(doFuture)
plan(multisession, workers = 4)
foreach::foreach(i = 1:4,.combine = 'cbind') %dofuture% {
b <- foreach::foreach(j = 1:4) %dofuture% {
runif(1)
} %seed% TRUE
b
} %seed% TRUE

Expected behavior
Random numbers should be unique.

Session information
R version 4.2.1 (2022-06-23 ucrt)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows 10 x64 (build 19045)

Matrix products: default

locale:
[1] LC_COLLATE=German_Germany.utf8 LC_CTYPE=German_Germany.utf8 LC_MONETARY=German_Germany.utf8
[4] LC_NUMERIC=C LC_TIME=German_Germany.utf8

attached base packages:
[1] stats graphics grDevices utils datasets methods base

other attached packages:
[1] doFuture_1.0.0 future_1.32.0 foreach_1.5.2

loaded via a namespace (and not attached):
[1] compiler_4.2.1 parallelly_1.35.0 parallel_4.2.1 tools_4.2.1 future.apply_1.10.0
[6] listenv_0.9.0 codetools_0.2-18 iterators_1.0.14 digest_0.6.31 globals_0.16.2

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