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Editorial Team
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Editorial Team
Asked: May 26, 20262026-05-26T20:24:51+00:00 2026-05-26T20:24:51+00:00

I am reading a large events file in R, close to 2 million lines,

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I am reading a large events file in R, close to 2 million lines, parsing each line into a set of event attributes and storing in my matrix. I pre-allocate a huge matrix (2 million events), read a small chunk from the file, repeatedly, and process it. But it is taking too long to process the file. I was wondering what I can do to improve the performance. Here is my code snippet:

numEvents <<- 2000000;
eventLog <<- matrix(0,nrow=numEvents,ncol=4);

loadEvents <- function(inputfile) {
    con <- file(inputfile, "r", blocking = FALSE)
    batch <- 1000
    lines <- readLines(con,n=batch)
    while(length(lines) > 0 && eventCount <= numEvents) {
        for (i in 1:length(lines))
            storeEvent(lines[i]); # processes and stores each event in eventlog
        lines <- readLines(con,n=batch)
    }
    close(con);
}

Do you think batch size is not optimal?

Any ideas here very much appreciated.

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  1. Editorial Team
    Editorial Team
    2026-05-26T20:24:51+00:00Added an answer on May 26, 2026 at 8:24 pm

    Found the issue in my processing. I was using list as a map to contain mappings for events. List is not inherently a hash map so it can be quite slow. I changed it to use hash() and performance improved ten fold. Thanks.

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