Packages for Assertive Programming

base

The base package offers the stopifnot() function.

height <- dplyr::starwars$height
stopifnot(is.character(height))
#> Error in eval(expr, envir, enclos): is.character(height) is not TRUE

The error message is not that helpful if the user doesn’t know what is.character() tests for.

In a function it behaves as follows:

my_fun <- function(x) stopifnot(is.character(x))
my_fun(height)
#> Error in my_fun(height): is.character(x) is not TRUE

assertthat

The assertthat package offers assert_that().

library(assertthat)
assert_that(is.character(height))
#> Error: height is not a character vector

The error message is a big improvement on stopifnot()’s.

In a function it behaves as follows:

my_fun <- function(x) assert_that(is.character(x))
my_fun(dplyr::starwars$height)
#> Error: x is not a character vector

Perhaps the neatest feature is the ability to set your own error message for an assertion function using on_failure().

is.character2 <- function(x) is.character(x)
on_failure(is.character2) <- function(call, env) {
  paste0(deparse(call$x), " must be a character - sort it out!")
}
assert_that(is.character2(height))
#> Error: height must be a character - sort it out!

checkmate

The checkmate package provides a plethora of functions to check the type and related properties of common objects.

library(checkmate)
assert_character(height)
#> Error in eval(expr, envir, enclos): Assertion on 'height' failed: Must be of type 'character', not 'integer'.

In a function it behaves as follows

my_fun <- function(x) assert_character(x)
my_fun(height)
#> Error in my_fun(height): Assertion on 'x' failed: Must be of type 'character', not 'integer'.

In addition, the assert() function allows multiple alternative check** functions (those which return a string of the error message on failure and a TRUE on success) to be combined into one assertion.

assert(checkCharacter(height), checkFactor(height))
#> Error: Assertion failed. One of the following must apply:
#>  * checkCharacter(height): Must be of type 'character', not
#>  * 'integer'
#>  * checkFactor(height): Must be of type 'factor', not 'integer'

checkr

The checkr package provides a set of expressive functions to test the values of objects.

library(checkr)
check_vector(height, "")
#> Error: height must be class character

In a function it behaves as follows:

my_fun <- function(x) check_vector(x, "")
my_fun(height)
#> Error: x must be class character

And multiple alternative checks can be combined using the checkor() function.

checkor(check_vector(height, ""), check_vector(height, 1))
#> Error: height must be class character OR height must be class numeric

Return Values

If all checks are passed stopifnot() returns an invisible NULL, while assert_that() returns TRUE. In contrast, checkmate::assert_** and checkr::check_** return a copy of the original object which allows them to be used in pipes.

Custom Error Messages

Although there is no way to customize the error message produced by stopifnot(), assert_that() allows the programmer to specify the message for a individual test using the msg argument. In the case of checkmate and checkr the programmer can specify the variable name using the .var.name and x_name argument, respectively. This can be very helpful in functions.

my_fun <- function(x) check_vector(x, "", x_name = substitute(x))
my_fun(height)
#> Error: height must be class character

Speed

Much of the checkmate package is written in C to minimize execution time.

Dependencies

Whereas the checkmate package depends on backports and utils, and assertthat depends on tools, and checkr depends on err only base is dependency-free.