A lightweight, modern and flexibly logging utility for R – heavily
inspired by the futile.logger
R package and logging
Python module.
install.packages("logger")
The most recent, development version of logger
can also be installed
from GitHub:
# install.packages("pak")
pak::pak("daroczig/logger")
Setting the log level threshold to something low and logging various messages in ad-hoc and programmatic ways:
library(logger)
log_threshold(DEBUG)
log_info("Script starting up...")
#> INFO [2024-08-15 11:59:27] Script starting up...
pkgs <- available.packages()
log_info("There are {nrow(pkgs)} R packages hosted on CRAN!")
#> INFO [2024-08-15 11:59:28] There are 21131 R packages hosted on CRAN!
for (letter in letters) {
lpkgs <- sum(grepl(letter, pkgs[, "Package"], ignore.case = TRUE))
log_level(
if (lpkgs < 5000) TRACE else DEBUG,
"{lpkgs} R packages including the {shQuote(letter)} letter"
)
}
#> DEBUG [2024-08-15 11:59:28] 10193 R packages including the 'a' letter
#> DEBUG [2024-08-15 11:59:28] 7016 R packages including the 'c' letter
#> DEBUG [2024-08-15 11:59:28] 5751 R packages including the 'd' letter
#> DEBUG [2024-08-15 11:59:28] 10907 R packages including the 'e' letter
#> DEBUG [2024-08-15 11:59:28] 8825 R packages including the 'i' letter
#> DEBUG [2024-08-15 11:59:28] 7059 R packages including the 'l' letter
#> DEBUG [2024-08-15 11:59:28] 7045 R packages including the 'm' letter
#> DEBUG [2024-08-15 11:59:28] 6665 R packages including the 'n' letter
#> DEBUG [2024-08-15 11:59:28] 7863 R packages including the 'o' letter
#> DEBUG [2024-08-15 11:59:28] 6581 R packages including the 'p' letter
#> DEBUG [2024-08-15 11:59:28] 11229 R packages including the 'r' letter
#> DEBUG [2024-08-15 11:59:28] 10296 R packages including the 's' letter
#> DEBUG [2024-08-15 11:59:28] 9531 R packages including the 't' letter
log_warn("There might be many, like {1:2} or more warnings!!!")
#> WARN [2024-08-15 11:59:28] There might be many, like 1 or more warnings!!!
#> WARN [2024-08-15 11:59:28] There might be many, like 2 or more warnings!!!
You can even use a custom log layout to render the log records with
colors, as you can see in layout_glue_colors()
:
But you could set up any custom colors and layout, eg using custom
colors only for the log levels, make it grayscale, include the calling
function or R package namespace with specific colors etc. For more
details, see vignette("write_custom_extensions")
.
There are many other logging packages available on CRAN:
futile.logger
:
probably the most popular log4j
variant (and I’m a big fan)logging
: just like
Python’s logging
packagelgr
: built on top of R6.loggit
: capture
message
, warning
and stop
function messages in a JSON filelog4r
: log4j
-based,
object-oriented loggerrsyslog
: logging to
syslog
on ‘POSIX’-compatible operating systemslumberjack
:
provides a special operator to log changes in dataWhy use logger? I decided to write the n+1
th extensible log4j
logger
that fits my liking — and hopefully yours as well — with the aim to:
log4j
.glue()
when it comes to formatting / rendering
log messages, but keep it flexible if others prefer sprintf()
(e.g. for performance reasons) or other functions.log
call can write all the TRACE
log messages to the console, while only pushing ERROR
s to DataDog
and eg INFO
messages to CloudWatch.Welcome to the
Bazaar! If
you already use any of the above packages for logging, you might find
vignette("migration")
useful.
If you prefer visual content, you can watch the video recording of the “Getting things logged” talk at RStudio::conf(2020):
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