A set of functions to run code with safely and temporarily modified global state, withr makes working with the global state, i.e. side effects, less error-prone.
Pure functions, such as the sum() function, are easy to understand and
reason about: they always map the same input to the same output and have
no other impact on the workspace. In other words, pure functions have no
side effects: they are not affected by, nor do they affect, the global
state in any way apart from the value they return.
The behavior of some functions is affected by the global state.
Consider the read.csv() function: it takes a filename as an input and
returns the contents as an output. In this case, the output depends on
the contents of the file; i.e. the output is affected by the global
state. Functions like this deal with side effects.
The purpose of the withr package is to help you manage side effects in your code. You may want to run code with secret information, such as an API key, that you store as an environment variable. You may also want to run code with certain options, with a given random-seed, or with a particular working-directory.
The withr package helps you manage these situations, and more, by providing functions to modify the global state temporarily, and safely. These functions modify one of the global settings for duration of a block of code, then automatically reset it after the block is completed.
#Install the latest version with:
install.packages("withr")Many of these functions were originally a part of the devtools package, this provides a simple package with limited dependencies to provide access to these functions.
with_collate()/local_collate()- collation orderwith_dir()/local_dir()- working directorywith_envvar()/local_envvar()- environment variableswith_libpaths()/local_libpaths()- library pathswith_locale()/local_locale()- any locale settingwith_makevars()/local_makevars()/set_makevars()- makevars variableswith_options()/local_options()- optionswith_par()/local_par()- graphics parameterswith_path()/local_path()- PATH environment variablewith_*()andlocal_*()functions for the built in R devices,bmp,cairo_pdf,cairo_ps,pdf,postscript,svg,tiff,xfig,png,jpeg.with_connection()/local_connection()- R file connectionswith_db_connection()/local_db_connection()- DB conectionswith_package()/local_package(),with_namespace()/local_namespace()andwith_environment()/local_environment()- to run code with modified object search paths.with_tempfile()/local_tempfile()- create and clean up a temp file.with_file()/local_file()- create and clean up a normal file.with_message_sink()/local_message_sink()- divert messagewith_output_sink()/local_output_sink()- divert outputwith_preserve_seed()/with_seed()- specify seedswith_temp_libpaths()/local_temp_libpaths()- library pathsdefer()/defer_parent()- deferwith_timezone()/local_timezone()- timezoneswith_rng_version()/local_rng_version()- random number generation version
There are two sets of functions, those prefixed with with_ and those
with local_. The former reset their state as soon as the code
argument has been evaluated. The latter reset when they reach the end of
their scope, usually at the end of a function body.
par("col" = "black")
my_plot <- function(new) {
with_par(list(col = "red", pch = 19),
plot(mtcars$hp, mtcars$wt)
)
par("col")
}
my_plot()
#> [1] "black"
par("col")
#> [1] "black"
f <- function(x) {
local_envvar(c("WITHR" = 2))
Sys.getenv("WITHR")
}
f()
#> [1] "2"
Sys.getenv("WITHR")
#> [1] ""
There are also with_() and local_() functions to construct new
with_* and local_* functions if needed.
Sys.getenv("WITHR")
#> [1] ""
with_envvar(c("WITHR" = 2), Sys.getenv("WITHR"))
#> [1] "2"
Sys.getenv("WITHR")
#> [1] ""
with_envvar(c("A" = 1),
with_envvar(c("A" = 2), action = "suffix", Sys.getenv("A"))
)
#> [1] "1 2"