One use of pmap is to deal with situations where one might want map3, but such a function does not exist in purrr. For example:
library(tidyverse)
Z <- tibble(x = list(sample(10, size = 2), sample(10, size = 3)),
fn = c(max, min))
Z %>%
mutate(msg2 = map2_chr(x, fn, \(x,fn) paste(toString(x), '->', fn(x))), # for 2 args this is the way
msgp = pmap_chr(., \(x, fn) paste(toString(x), '->', fn(x))) # but can also do this
)
(where my examples maps a function of two parameters, so I can actually use map2; but think of the analogous problem with three parameters).
I would like to update my code to use the new native R pipe |>, but the following does not work:
Z |>
mutate(msg2 = map2_chr(x, fn, \(x,fn) paste(toString(x), '->', fn(x))), # for 2 args this is the way
msgp = pmap_chr(_, \(x, fn) paste(toString(x), '->', fn(x))) # but this is an ERROR
)
What are some options for using pmap with mutate and with R's native pipe operator? Or, is this one situation where it makes sense to stick to using magritte's pipe (%>%)?
CodePudding user response:
It may be better to use with ..1, ..2 as arguments. In the pmap code, the . will take the full dataset columns including the msg2 created (thus it is 3 columns instead of 2), but the lambda created had only two arguments
library(dplyr)
library(purrr)
Z |>
mutate(msg2 = map2_chr(x, fn, \(x,fn)
paste(toString(x), '->', fn(x))),
msgp = pmap_chr(across(everything()),
~ paste(toString(..1), "->", match.fun(..2)(..1))))
-output
# A tibble: 2 × 4
x fn msg2 msgp
<list> <list> <chr> <chr>
1 <int [2]> <fn> 9, 3 -> 9 9, 3 -> 9
2 <int [3]> <fn> 6, 2, 9 -> 2 6, 2, 9 -> 2
Or if make use of the OP's code and make slight modification to include only the x, fn columns
Z |>
mutate(msg2 = map2_chr(x, fn, \(x,fn)
paste(toString(x), '->', fn(x))), # for 2 args this is the way
msgp = pmap_chr(across(c(x, fn)),
\(x, fn) paste(toString(x), '->', fn(x))) # but this is not an ERROR now
)
-output
# A tibble: 2 × 4
x fn msg2 msgp
<list> <list> <chr> <chr>
1 <int [2]> <fn> 9, 3 -> 9 9, 3 -> 9
2 <int [3]> <fn> 6, 2, 9 -> 2 6, 2, 9 -> 2
