Created
December 16, 2013 23:49
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Comparing 1.8.11 to 1.8.10
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# version 1.8.11 (commit 1048) | |
require(data.table) | |
# Loading required package: data.table | |
# data.table 1.8.11 For help type: help("data.table") | |
## create a huge data.table: | |
## ------------------------- | |
set.seed(1) | |
N <- 2e7 # size of DT | |
# generate a character vector of length about 1e5 | |
foo <- function() paste(sample(letters, sample(5:9, 1), TRUE), collapse="") | |
ch <- replicate(1e5, foo()) | |
ch <- unique(ch) | |
# > length(ch) | |
# [1] 99982 | |
# DT now | |
DT <- data.table(a = as.numeric(sample(c(NA, Inf, -Inf, NaN, rnorm(1e6)*1e6), N, TRUE)), | |
b = as.numeric(sample(rnorm(1e6), N, TRUE)), | |
c = sample(c(NA_integer_, 1e5:1e6), N, TRUE), | |
d = sample(ch, N, TRUE)) | |
# > tables() | |
# NAME NROW MB COLS KEY | |
# [1,] DT 20,000,000 539 a,b,c,d | |
# Total: 539MB | |
## testing 'setkey' on column 2 (numeric) | |
## -------------------------------------- | |
# waiting for my laptop to cool down... and running again | |
DT.cp = copy(DT) | |
system.time(setkey(DT.cp, b)) # takes 55 seconds on 1.8.10 | |
# user system elapsed | |
# 6.778 0.359 7.204 | |
# setkey on integer column - c | |
DT.cp = copy(DT) | |
system.time(setkey(DT.cp, c)) # takes 48 seconds on 1.8.10 | |
# user system elapsed | |
# 6.756 0.175 6.985 | |
## testing 'setkey' on 2 columns | |
## ----------------------------- | |
# setkey on numeric columns - a,b | |
DT.cp = copy(DT) | |
system.time(setkey(DT.cp, a,b)) # takes 102 seconds on 1.8.10 | |
# user system elapsed | |
# 15.289 1.131 16.934 | |
## testing 'cold' by aggregation | |
## ----------------------------- | |
DT.cp = copy(DT) | |
DT[, mean(b), by=c] | |
# user system elapsed # takes 47 seconds on 1.8.10 | |
# 7.948 0.441 8.708 | |
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