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#' @title An assignment-based pipeline DSL | ||
#' @export | ||
#' @family Domain-specific languages for pipeline construction | ||
#' @description An assignment-based domain-specific language for pipeline | ||
#' construction. | ||
#' @return A list of `tar_target()` objects. | ||
#' See the "Target objects" section for background. | ||
#' @inheritSection tar_map Target objects | ||
#' @param targets An expression with special syntax to define a | ||
#' collection of targets in a pipeline. | ||
#' Example: `tar_assign(x <- tar_target(get_data()))` is equivalent | ||
#' to `list(tar_target(x, get_data()))`. | ||
#' The rules of the syntax | ||
#' are as follows: | ||
#' * The code supplied to [tar_assign()] must be enclosed in curly braces | ||
#' beginning with `{` and `}` unless it only contains a | ||
#' one-line statement. | ||
#' * Each statement in the code block must be of the form | ||
#' `x <- f()`, where `x` is the name of a target and | ||
#' `f()` is a function like `tar_target()` or [tar_quarto()] | ||
#' which accepts a `name` argument. | ||
#' * The native pipe operator `|>` is allowed because it lazily | ||
#' evaluates its arguments and be converted into non-pipe syntax | ||
#' without evaluating the code. | ||
#' @examples | ||
#' if (identical(Sys.getenv("TAR_LONG_EXAMPLES"), "true")) { | ||
#' targets::tar_dir({ # tar_dir() runs code from a temporary directory. | ||
#' readr::write_csv(airquality, "data.csv") | ||
#' targets::tar_script({ | ||
#' library(tarchetypes) | ||
#' tar_option_set(packages = c("readr", "dplyr", "ggplot2")) | ||
#' tar_assign({ | ||
#' file <- tar_target("data.csv", format = "file") | ||
#' | ||
#' data <- read_csv(file, col_types = cols()) |> | ||
#' filter(!is.na(Ozone)) |> | ||
#' tar_target() | ||
#' | ||
#' model <- lm(Ozone ~ Temp, data) |> | ||
#' coefficients() |> | ||
#' tar_target() | ||
#' | ||
#' plot <- { | ||
#' ggplot(data) + | ||
#' geom_point(aes(x = Temp, y = Ozone)) + | ||
#' geom_abline(intercept = model[1], slope = model[2]) + | ||
#' theme_gray(24) | ||
#' } |> | ||
#' tar_target() | ||
#' }) | ||
#' }) | ||
#' targets::tar_make() | ||
#' }) | ||
#' } | ||
tar_assign <- function(targets) { | ||
expr <- match.call()$targets | ||
statements <- if_any( | ||
identical(expr[[1L]], quote(`{`)), | ||
as.list(expr[-1L]), | ||
list(expr) | ||
) | ||
targets::tar_assert_true( | ||
all(map_lgl(statements, ~identical(.x[[1L]], quote(`<-`)))), | ||
msg = paste( | ||
"tar_assign() code must be enclosed in curly braces if", | ||
"it has multiple statements, and each statement", | ||
"must be an assignment statement using the left arrow <-" | ||
) | ||
) | ||
envir <- targets::tar_option_get("envir") | ||
lapply(statements, tar_assign_parse, envir = envir) | ||
} | ||
|
||
tar_assign_parse <- function(statement, envir) { | ||
call <- statement[[3L]] | ||
call$name <- statement[[2L]] | ||
eval(call, envir = envir) | ||
} |
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targets::tar_test("tar_assign() single statement", { | ||
targets::tar_script(tar_assign(x <- tar_target(c(1L, 2L)))) | ||
out <- targets::tar_manifest(callr_function = NULL) | ||
expect_equal(out$name, "x") | ||
expect_equal(out$command, "c(1L, 2L)") | ||
targets::tar_make(callr_function = NULL) | ||
expect_equal(targets::tar_read(x), c(1L, 2L)) | ||
}) | ||
|
||
targets::tar_test("tar_assign()", { | ||
targets::tar_script({ | ||
tar_assign({ | ||
x <- tar_target(c(1L, 2L)) | ||
y <- tar_target(x + 1L, pattern = map(x)) | ||
z <- tar_rep(TRUE, batches = 2L) | ||
}) | ||
}) | ||
out <- targets::tar_manifest(names = x, callr_function = NULL) | ||
expect_equal(out$name, "x") | ||
expect_equal(out$command, "c(1L, 2L)") | ||
out <- targets::tar_manifest(names = y, callr_function = NULL) | ||
expect_equal(out$name, "y") | ||
expect_equal(out$command, "x + 1L") | ||
expect_equal(out$pattern, "map(x)") | ||
out <- targets::tar_manifest(names = z, callr_function = NULL) | ||
expect_equal(out$name, "z") | ||
expect_true(grepl("^tarchetypes::tar_rep_run\\(", out$command)) | ||
expect_equal(out$pattern, "map(z_batch)") | ||
out <- targets::tar_manifest(names = z_batch, callr_function = NULL) | ||
expect_equal(out$name, "z_batch") | ||
expect_equal(out$command, "seq_len(2L)") | ||
targets::tar_make(callr_function = NULL) | ||
expect_equal(targets::tar_read(x), c(1L, 2L)) | ||
expect_equal(unname(targets::tar_read(y)), c(2L, 3L)) | ||
expect_equal(unname(targets::tar_read(y, branches = 1L)), 2L) | ||
expect_equal(unname(targets::tar_read(y, branches = 2L)), 3L) | ||
expect_equal(targets::tar_read(z_batch), c(1L, 2L)) | ||
expect_equal(unname(targets::tar_read(z)), rep(TRUE, 2L)) | ||
}) |