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Init an article about wrapping glue (#338)
* Init an article about wrapping glue * Remove extra "and" * Another attempt * Apply suggestions from code review Co-authored-by: Hadley Wickham <h.wickham@gmail.com> * Note the general applicability of this technique * Be consistent about `my_glue()` (with underscore); more wordsmithing * NEWS bullet --------- Co-authored-by: Hadley Wickham <h.wickham@gmail.com>
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--- | ||
title: "How to write a function that wraps glue" | ||
output: rmarkdown::html_vignette | ||
vignette: > | ||
%\VignetteIndexEntry{How to write a function that wraps glue} | ||
%\VignetteEngine{knitr::rmarkdown} | ||
%\VignetteEncoding{UTF-8} | ||
--- | ||
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```{r, include = FALSE} | ||
knitr::opts_chunk$set( | ||
collapse = TRUE, | ||
comment = "#>" | ||
) | ||
``` | ||
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```{r setup} | ||
library(glue) | ||
``` | ||
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Imagine that you want to call `glue()` repeatedly inside your own code (e.g. in your own package) with a non-default value for one or more arguments. | ||
For example, maybe you anticipate producing R code where `{` and `}` have specific syntactic meaning. | ||
Therefore, you'd prefer to use `<<` and `>>` as the opening and closing delimiters for expressions in `glue()`. | ||
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Spoiler alert: here's the correct way to write such a wrapper: | ||
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```{r} | ||
my_glue <- function(..., .envir = parent.frame()) { | ||
glue(..., .open = "<<", .close = ">>", .envir = .envir) | ||
} | ||
``` | ||
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This is the key move: | ||
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> Include `.envir = parent.frame()` as an argument of the wrapper function and pass this `.envir` to the `.envir` argument of `glue()`. | ||
If you'd like to know why this is the way, keep reading. | ||
It pays off to understand this, because the technique applies more broadly than glue. | ||
Once you recognize this setup, you'll see it in many functions in the withr, cli, and rlang packages (e.g. `withr::defer()`, `cli::cli_abort()`, `rlang::abort()`). | ||
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## Working example | ||
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Here's an abbreviated excerpt of the roxygen comment that generates the documentation for the starwars dataset in dplyr: | ||
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```r | ||
#' \describe{ | ||
#' \item{name}{Name of the character} | ||
#' \item{height}{Height (cm)} | ||
#' \item{mass}{Weight (kg)} | ||
#' \item{species}{Name of species} | ||
#' \item{films}{List of films the character appeared in} | ||
#' } | ||
``` | ||
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To produce such text programmatically, the first step might be to generate the `\item` lines from a named list of column names and descriptions. | ||
Notice that `{` and `}` are important to the `\describe{...}` syntax, so this is an example where it is nice for glue to use different delimiters for expressions. | ||
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Put the metadata in a suitable list: | ||
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```{r} | ||
sw_meta <- list( | ||
name = "Name of the character", | ||
height = "Height (cm)", | ||
mass = "Weight (kg)", | ||
species = "Name of species", | ||
films = "List of films the character appeared in" | ||
) | ||
``` | ||
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Define a custom glue wrapper and use it inside another helper that generates `\item` entries[^1]: | ||
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[^1]: Note that delimiters `<<` and ``>>` have special meaning in knitr, so if you're generating output for RMarkdown or Quarto, you should avoid them. | ||
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```{r} | ||
my_glue = function(...) { | ||
glue(..., .open = "<@", .close = "@>", .envir = parent.frame()) | ||
} | ||
named_list_to_items <- function(x) { | ||
my_glue("\\item{<@names(x)@>}{<@x@>}") | ||
} | ||
``` | ||
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Apply `named_list_to_items()` to starwars metadata: | ||
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```{r} | ||
named_list_to_items(sw_meta) | ||
``` | ||
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Here's how this would fail if we did *not* handle `.envir` correctly in our wrapper function: | ||
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```{r, error = TRUE} | ||
my_glue_WRONG <- function(...) { | ||
glue(..., .open = "<@", .close = "@>") | ||
} | ||
named_list_to_items_WRONG <- function(x) { | ||
my_glue_WRONG("\\item{<@names(x)@>}{<@x@>}") | ||
} | ||
named_list_to_items_WRONG(sw_meta) | ||
``` | ||
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It can be hard to understand why `x` can't be found, when it is clearly available inside `named_list_to_items_WRONG()`. | ||
Why isn't `x` available to `my_glue_WRONG()`? | ||
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## Where does `glue()` evaluate code? | ||
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What's going on? | ||
It's time to look at the (redacted) signature of `glue()`: | ||
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```{r, eval = FALSE} | ||
glue(..., .envir = parent.frame(), ...) | ||
``` | ||
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The expressions inside a glue string are evaluated with respect to `.envir`, which defaults to the environment where `glue()` is called from. | ||
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Everything is simple when evaluating `glue()` in the global environment: | ||
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```{r} | ||
x <- 0 | ||
y <- 0 | ||
z <- 0 | ||
glue("{x} {y} {z}") | ||
``` | ||
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Now we wrap `glue()` in our own simple function, `my_glue1()`. | ||
Notice that `my_glue1()` does not capture its caller environment and pass that along. | ||
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When we execute `my_glue1()` in the global environment, there's no obvious problem. | ||
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```{r} | ||
my_glue1 <- function(...) { | ||
x <- 1 | ||
glue(...) | ||
} | ||
my_glue1("{x} {y} {z}") | ||
``` | ||
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The value of `x` is found in the execution environment of `my_glue1()`. | ||
The values of `y` and `z` are found in the global environment. | ||
Importantly, this is because that is the environment where `my_glue1()` is defined, not because that is where `my_glue1()` is called. | ||
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However, if we call our `my_glue1()` inside another function, we see that all is not well. | ||
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```{r} | ||
my_glue2 <- function(...) { | ||
x <- 2 | ||
y <- 2 | ||
my_glue1(...) | ||
} | ||
my_glue2("{x} {y} {z}") | ||
``` | ||
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Why do `x` and `y` not have the value 2? | ||
Because `my_glue1()` and its eventual call to `glue()` have no access to the execution environment of `my_glue2()`, which is the caller environment of `my_glue1()`. | ||
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If you want your glue wrapper to behave like `glue()` itself and to work as expected inside other functions, make sure it captures its caller environment and passes that along to `glue()`. | ||
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```{r} | ||
my_glue3 <- function(..., .envir = parent.frame()) { | ||
x <- 3 | ||
glue(..., .envir = .envir) | ||
} | ||
my_glue3("{x} {y} {z}") | ||
my_glue4 <- function(...) { | ||
x <- 4 | ||
y <- 4 | ||
my_glue3(...) | ||
} | ||
my_glue4("{x} {y} {z}") | ||
``` |