Since R-Version 4.1.0 the pipe |>
is in the stable version. When passing the lhs into an argument other than the first the Examples of the manual show:
mtcars |> subset(cyl == 4) |> (function(d) lm(mpg ~ disp, data = d))()
or when using \(x)
mtcars |> subset(cyl == 4) |> (\(d) lm(mpg ~ disp, data = d))()
Or use PIPEBIND which currently needs to be activated:
Sys.setenv(`_R_USE_PIPEBIND_` = TRUE)
mtcars |> subset(cyl == 4) |> . => lm(mpg ~ disp, data = .)
Instead of |>
also the Bizarro pipe ->.;
could be used like
mtcars |> subset(cyl == 4) ->.; lm(mpg ~ disp, data = .)
As one purpose of pipe notation in R is to allow a nested sequence of calls to be written in a way that may make the sequence of processing steps easier to follow, at least for me, this is also fulfilled by ->.;
. Bizarro pipe is not really a pipe but for me it is currently a welcome alternative to |>
especially in cases when passing the lhs into an argument other than the first. But when using it I get comments not to use it.
So I want to know if the Bizarro pipe has disadvantages which recommends not to use it?
So far I see that it creates or overwrites .
in the environment and
keeps this reference which will force a copy on modification. But when calling a function, with data in the arguments, also a reference to this data is created. And when using a for
loop var
stays after usage.
for(i in iris) {}
tracemem(i) == tracemem(iris[[ncol(iris)]])
#[1] TRUE
Also for performance it shows not much disadvantages:
x <- 42
library(magrittr)
Sys.setenv(`_R_USE_PIPEBIND_` = TRUE)
#Nonsense operation to test Performance
bench::mark(x
, identity(x)
, "x |> identity()" = x |> identity()
, "x |> (\\(y) identity(y))()" = x |> (\(y) identity(y))()
, "x |> . => identity(.)" = x |> . => identity(.)
, "x ->.; identity(.)" = {x ->.; identity(.)}
, x %>% identity
)
# expression min median `itr/sec` mem_alloc `gc/sec` n_itr
# <bch:expr> <bch:tm> <bch:tm> <dbl> <bch:byt> <dbl> <int>
#1 x 60.07ns 69.03ns 13997474. 0B 0 10000
#2 identity(x) 486.96ns 541.91ns 1751206. 0B 175. 9999
#3 x |> identity() 481.03ns 528.06ns 1812935. 0B 0 10000
#4 x |> (\(y) identity(y))() 982.08ns 1.08µs 854349. 0B 85.4 9999
#5 x |> . => identity(.) 484.06ns 528.06ns 1815336. 0B 0 10000
#6 x ->.; identity(.) 711.07ns 767.99ns 1238658. 0B 124. 9999
#7 x %>% identity 2.86µs 3.23µs 294945. 0B 59.0 9998
The pipe reminds us to question our assumed perceptions of reality and to remain open to higher meanings, or "the bigger picture.” Certification Note: Appearances of the pipe in Bizarro cartoons prior to January 1, 2021, were unofficial, and were not counted in Bizarro Secret Symbol tallies.
Disadvantages of PP-R Piping PP-R pipes, like all plastic products, are not for outdoor installation where exposed to direct sunlight. If installations are done as such, the product must be painted with PVA to protect from the sun drying out the oil content present in all plastics.
If the piping system does not take into account the expansion of CPVC piping due to temperature changes, it can lead to a number of issues from leaks to pipe breakage. When the piping is not properly installed, it can cause the CPVC pipe to swell.
The Serbco WP PP-R piping system carries the FULL SABS mark and cannot be used in conjunction with any other pipes or fittings that are not PP-R. Other SABS approved products either only consists of fittings or pipe and, if approved as a system, are compatible with other non approved products that make any assurance of quality void.
The main issue with the bizarro pipe is that it creates hidden side-effects and makes it easier to create subtle bugs. It decreases code maintainability.
The persistent existence of the .
variable makes it all too easy to accidentally refer to this value later down the line: its presence masks mistakes if you at some point forget to assign to it and think you did. It’s easy to dismiss this possibility but such errors are fairly common and, worse, very non-obvious: you won’t get an error message, you’ll just get a wrong result. By contrast, if you forget the pipe symbol somewhere, you’ll get an immediate error message.
Worse, the bizarro pipe hides this error-prone side-effect in two different ways. First, because it makes the assignment non-obvious. I’ve argued previously that ->
assignment shouldn’t be used since left-to-right assignment hides a side-effect, and side-effects should be made syntactically obvious. The side-effect in this case is the assignment, and it should happen where it’s most prominent: in the first column of the expression, not hidden away at its end. This is a fundamental objection to the use of ->
(or any other attempt to mask side-effects), not limited to the bizarro pipe.
And because .
is by default hidden (from ls
and from the inspector pane in IDEs), this makes it even easier to accidentally depend on it.
Therefore, if you want to assign to a temporary name instead of using a pipe, just do that. But:
name = value
or name <- value
, not value -> name
.I can’t stress enough that this is an actual source of subtle bugs — don’t underestimate it!
Another issue is that its use breaks editor support for auto-formatting code. This is a “solvable issue” in some IDEs via plugins but the solution, as it were, solves an issue that should not even exist. To clarify what I mean, if you’re using the bizarro pipe you’d presumably want a hanging indent, i.e. something along these lines:
mtcars ->.
subset(cyl == 4) ->.
lm(mpg ~ disp, data = .)
… but auto-indentation won’t indent the code like this, and auto-formatters will flatten the hanging indent.
Neither of these issues are prohibitive (though the first is quite serious); but in the absence of a positive argument for using the bizarro pipe they tip the balance decisively. After all, what problem does the bizarro pipe solve that isn’t better solved by a proper pipeline operator1 or by regular assignment? If you can’t use R 4.1, use ‘magrittr’. If you don’t like the semantics of ‘magrittr’, write your own pipe operator, use one of the many other existing implementations, or just use regular assignment.
Lastly, one might argue that this code is sufficiently unusual to trip up readers, but honestly I don’t think that’s a very compelling argument if the usage is consistent and clearly documented somewhere. But it presents another argument against recommending its use to beginners.
1 Of course that’s easy to answer: |>
does not allow explicit dot substitution. And while I understand the arguments against supporting it, the fact that its absence encourages hacks such as the bizarro pipe is a very strong argument that this was in fact a huge mistake.
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