Is mclapply guaranteed to return its results in order?

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清歌不尽
清歌不尽 2021-02-19 07:57

I\'m working with mclapply from the multicore package (on Ubuntu), and I\'m writing a function that required that the results of mclapply(x, f)

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  •  醉梦人生
    2021-02-19 08:49

    Short answer: it does return the results in the correct order.

    But of course, you should read the code yourself (mclapply is an R function...)

    The man page for collect gives some more hints:

    Note: If expr uses low-level multicore functions such as sendMaster a single job can deliver results multiple times and it is the responsibility of the user to interpret them correctly.

    However, if you don't mess with low-level,

    collect returns any results that are available in a list. The results will have the same order as the specified jobs. If there are multiple jobs and a job has a name it will be used to name the result, otherwise its process ID will be used.

    (my emphasis)

    Now for mclapply. A quick glanc over the source code yields:

    • if !mc.preschedule and there are no more jobs than cores (length (X) <= cores) parallel and collect are used, see above.
    • if mc.preschedule or more jobs than cores, mclapply itself takes care of the order - see the code.

    However, here's a slightly modified version of your experiment:

    > unlist (mclapply(1:10, function(x){
        Sys.sleep(sample(1:5, size = 1)); 
        cat (x, " ");    
        identity(x)}, 
      mc.cores = 2, mc.preschedule = FALSE))
    1  2  4  3  6  5  7  8  9  10   [1]  1  2  3  4  5  6  7  8  9 10
    > unlist (mclapply(1:10, function(x){
        Sys.sleep(sample(1:5, size = 1)); 
        cat (x, " ");    
        identity(x)}, 
      mc.cores = 2, mc.preschedule = TRUE))
    1  3  2  5  4  6  7  8  10  9   [1]  1  2  3  4  5  6  7  8  9 10
    

    Which shows that the results are returned in different order by the child jobs (more precisely: child jobs are about to finish in different order), but the result is assembled in the original order.

    (works on the console, but not in RStudio - the cats do not show up there)

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