Multiple, Unpacking, and Destructuring Assignment.
zeallot
Variable assignment with zeal!
What's there to be excited about?
zeallot allows multiple, unpacking, or destructuring assignment in R by providing the %<-% operator. With zeallot you can tighten code with explicit variable names, unpack pieces of a lengthy list or the entirety of a small list, destructure and assign object elements, or do it all at once.
Unpack a vector of values.
c(x, y) %<-% c(0, 1)
#> x
#[1] 0
#> y
#[1] 1
Unpack a list of values.
c(r, d) %<-% list(2, 2)
#> r
#[1] 2
#> d
#[1] 2
Destructure a data frame and assign its columns.
c(duration, wait) %<-% head(faithful)
#> duration
#[1] 3.600 1.800 3.333 2.283 4.533 2.883
#> wait
#[1] 79 54 74 62 85 55
Unpack a nested list into nested left-hand side variables.
c(c(a, b), c(c, d)) %<-% list(list(1, 2), list(3, 4))
#> a
#[1] 1
#> b
#[1] 2
#> c
#[1] 3
#> d
#[1] 4
Destructure and partially unpack a list. "a" is assigned to first, but "b", "c", "d", and "e" are grouped and assigned to one variable.
c(first, ...rest) %<-% list("a", "b", "c", "d", "e")
first
#[1] "a"
rest
#[[1]]
#[1] "b"
#
#[[2]]
#[1] "c"
#
#[[3]]
#[1] "d"
#
#[[4]]
#[1] "e"
Installation
You can install zeallot from CRAN.
install.packages("zeallot")
Use devtools to install the latest, development version of zeallot from GitHub.
devtools::install_github("nteetor/zeallot")
Getting Started
Below is a simple example using the purrr package and the safely function.
Safe Functions
The purrr::safely function returns a "safe" version of a function. The following example is borrowed from the safely documentation. In this example a safe version of the log function is created.
safe_log <- purrr::safely(log)
safe_log(10)
#$result
#[1] 2.302585
#
#$error
#NULL
safe_log("a")
#$result
#NULL
#
#$error
#<simpleError in .f(...): non-numeric argument to mathematical function>
A safe function always returns a list of two elements and will not throw an error. Instead of throwing an error, the error element of the return list is set and the value element is NULL. When called successfully the result element is set and the error element is NULL.
Safe functions are a great way to write self-documenting code. However, dealing with a return value that is always a list could prove tedious and may undo efforts to write concise, readable code. Enter zeallot.
The %<-% Operator
With zeallot's unpacking operator %<-% we can unpack a safe function's return value into two explicit variables and avoid dealing with the list return value all together.
c(res, err) %<-% safe_log(10)
res
#[1] 2.302585
err
#NULL
The name structure of the operator is a flat or nested set of bare variable names built with calls to c(). . These variables do not need to be previously defined. On the right-hand side is a vector, list, or other R object to unpack. %<-% unpacks the right-hand side, checks the number of variable names against the number of unpacked values, and then assigns each unpacked value to a variable. The result, instead of dealing with a list of values there are two distinct variables, res and err.
Further Reading and Examples
For more on the above example, other examples, and a thorough introduction to zeallot check out the vignette on unpacking assignment.
Below are links to discussions about multiple, unpacking, and destructuring assignment in R,
- https://stackoverflow.com/questions/7519790/assign-multiple-new-variables-on-lhs-in-a-single-line-in-r
- https://stackoverflow.com/questions/1826519/how-to-assign-from-a-function-which-returns-more-than-one-value
Related work
The vadr package includes a bind operation with much of the same functionality as %<-%. As the author states, "[they] strongly prefer there to be a <- anywhere that there is a modification to the environment." If you feel similarly I suggest looking at vadr. Unfortunately the vadr package is not on CRAN and will need to be installed using devtools::install_github().
Thank you to Paul Teetor for inspiring me to build zeallot.
Without his encouragement nothing would have gotten off the ground.