Nothing
#' A future represents a value that will be available at some point in the future
#'
#' A _future_ is an abstraction for a _value_ that may
#' available at some point in the future. A future can either be
#' `unresolved` or `resolved`, a state which can be checked
#' with [resolved()]. As long as it is _unresolved_, the
#' value is not available. As soon as it is _resolved_, the value
#' is available via \code{\link[future]{value}()}.
#'
#' @inheritParams FutureBackend
#'
#' @param expr An \R \link[base]{expression}.
#'
#' @param envir The [environment] from where global objects should be
#' identified.
#'
#' @param substitute If TRUE, argument `expr` is
#' \code{\link[base]{substitute}()}:ed, otherwise not.
#'
#' @param stdout If TRUE (default), then the standard output is captured,
#' and re-outputted when `value()` is called.
#' If FALSE, any output is silenced (by sinking it to the null device as
#' it is outputted).
#' Using `stdout = structure(TRUE, drop = TRUE)` causes the captured
#' standard output to be dropped from the future object as soon as it has
#' been relayed. This can help decrease the overall memory consumed by
#' captured output across futures.
#' Using `stdout = NA` fully avoids intercepting the standard output;
#' behavior of such unhandled standard output depends on the future backend.
# backend and the environment from which R runs.
#'
#' @param conditions A character string of conditions classes to be captured
#' and relayed. The default is to relay all conditions, including messages
#' and warnings. To drop all conditions, use `conditions = character(0)`.
#' Errors are always relayed.
#' Attribute `exclude` can be used to ignore specific classes, e.g.
#' `conditions = structure("condition", exclude = "message")` will capture
#' all `condition` classes except those that inherits from the `message` class.
#' Using `conditions = structure(..., drop = TRUE)` causes any captured
#' conditions to be dropped from the future object as soon as it has
#' been relayed, e.g. by `value(f)`. This can help decrease the overall
#' memory consumed by captured conditions across futures.
#' Using `conditions = NULL` (not recommended) avoids intercepting conditions,
#' except from errors; behavior of such unhandled conditions depends on the
#' future backend and the environment from which R runs.
#'
#' @param globals (optional) a logical, a character vector, or a named list
#' to control how globals are handled.
#' For details, see section 'Globals used by future expressions'
#' in the help for [future()].
#'
#' @param packages (optional) a character vector specifying packages
#' to be attached in the \R environment evaluating the future.
#'
#' @param seed (optional) If TRUE, the random seed, that is, the state of the
#' random number generator (RNG) will be set such that statistically sound
#' random numbers are produced (also during parallelization).
#' If FALSE (default), it is assumed that the future expression does neither
#' need nor use random numbers generation.
#' To use a fixed random seed, specify a L'Ecuyer-CMRG seed (seven integer)
#' or a regular RNG seed (a single integer). If the latter, then a
#' L'Ecuyer-CMRG seed will be automatically created based on the given seed.
#' Furthermore, if FALSE, then the future will be monitored to make sure it
#' does not use random numbers. If it does and depending on the value of
#' option [future.rng.onMisuse], the check is
#' ignored, an informative warning, or error will be produced.
#' If `seed` is NULL, then the effect is as with `seed = FALSE`
#' but without the RNG check being performed.
#'
#' @param lazy If FALSE (default), the future is resolved
#' eagerly (starting immediately), otherwise not.
#'
#' @param gc If TRUE, the garbage collector run (in the process that
#' evaluated the future) only after the value of the future is collected.
#' Exactly when the values are collected may depend on various factors such
#' as number of free workers and whether `earlySignal` is TRUE (more
#' frequently) or FALSE (less frequently).
#' _Some types of futures ignore this argument._
#'
#' @param earlySignal Specified whether conditions should be signaled as soon
#' as possible or not.
#'
#' @param label A character string label attached to the future.
#'
#' @param \ldots Additional named elements of the future.
#'
#' @return
#' `Future()` returns an object of class `Future`.
#'
#' @details
#' A Future object is itself an \link{environment}.
#'
#' @seealso
#' One function that creates a Future is [future()].
#' It returns a Future that evaluates an \R expression in the future.
#' An alternative approach is to use the \code{\link{\%<-\%}} infix
#' assignment operator, which creates a future from the
#' right-hand-side (RHS) \R expression and assigns its future value
#' to a variable as a \emph{\link[base:delayedAssign]{promise}}.
#'
#' @export
#' @keywords internal
#' @name Future-class
Future <- function(expr = NULL, envir = parent.frame(), substitute = TRUE, stdout = TRUE, conditions = "condition", globals = list(), packages = NULL, seed = FALSE, lazy = FALSE, gc = FALSE, earlySignal = FALSE, label = NULL, ...) {
if (substitute) expr <- substitute(expr)
t_start <- Sys.time()
if (is.null(seed)) {
} else if (isFALSE(seed)) {
} else {
rng_config <- parallel_rng_kind()
if (rng_config[["is_seed"]](seed)) {
} else {
if (isTRUE(seed)) {
sample.int(n = 1L, size = 1L, replace = FALSE)
}
.seed <- rng_config[["as_seed"]](seed)
seed <- rng_config[["next_stream"]](.seed)
}
}
with_assert({
stop_if_not(is.logical(stdout), length(stdout) == 1L)
if (!is.null(conditions)) {
stop_if_not(is.character(conditions), !anyNA(conditions))
}
})
args <- list(...)
args_names <- names(args)
if ("onReference" %in% args_names) {
onReference <- args[["onReference"]]
} else {
onReference <- getOption("future.globals.onReference")
if (is.null(onReference)) onReference <- "ignore"
}
## WORKAROUND: Skip scanning of globals if already done /HB 2021-01-18
if (!is.null(globals)) {
if (!inherits(globals, "Globals") ||
!isTRUE(attr(globals, "already-done", exact = TRUE))) {
## Global objects?
## 'persistent' is only allowed for ClusterFuture:s, which will be
## asserted when run() is called /HB 2023-01-17
gp <- getGlobalsAndPackages(expr, envir = envir, tweak = tweakExpression, globals = globals, persistent = isTRUE(args[["persistent"]]), onReference = onReference, maxSize = +Inf)
globals <- gp[["globals"]]
expr <- gp[["expr"]]
## Record packages?
if (length(packages) > 0 || (length(gp[["packages"]]) > 0 && lazy)) {
packages <- c(gp[["packages"]], packages)
}
gp <- NULL
}
}
if (length(packages) > 1L) packages <- unique(packages)
with_assert({
if (!is.null(globals)) {
stop_if_not(is.list(globals),
length(globals) == 0 || inherits(globals, "Globals"))
}
if (!is.null(packages)) {
stop_if_not(
is.character(packages),
!anyNA(packages),
all(nzchar(packages))
)
}
if (!is.null(label)) {
stop_if_not(length(label) == 1, is.character(label))
}
})
## FIXME: Deprecate conditions = NULL? (not recommended per help)
## /HB 2025-02-16
if (!is.null(conditions)) {
immediateConditionClasses <- attr(conditions, "immediateConditionClasses", exact = TRUE)
if (is.null(immediateConditionClasses)) {
immediateConditionClasses <- getOption("future.relay.immediate")
if (is.null(immediateConditionClasses)) {
immediateConditionClasses <- "immediateCondition"
}
attr(conditions, "immediateConditionClasses") <- immediateConditionClasses
}
}
if ("reset" %in% args_names) {
reset <- args[["reset"]]
stop_if_not(is.character(reset), !anyNA(reset))
} else {
reset <- c("globalenv", "rng", "options", "envvars", "pwd", "plan", "threads")
}
core <- new.env(parent = emptyenv())
## Version of future
version <- args[["version"]]
if (is.null(version)) version <- "1.8"
core[["version"]] <- version
## Future evaluation
core[["expr"]] <- expr
core[["envir"]] <- envir
core[["stdout"]] <- stdout
core[["conditions"]] <- conditions
core[["globals"]] <- globals
core[["packages"]] <- packages
core[["seed"]] <- seed
core[["lazy"]] <- lazy
core[["asynchronous"]] <- TRUE ## Reserved for future version (Issue #109)
## 'local' is now defunct and always TRUE, unless persistent = TRUE,
## which in turn may only be used for cluster futures. /HB 2023-01-11
core[["local"]] <- TRUE
core[["reset"]] <- reset
## Result
core[["result"]] <- NULL
## Future miscellaneous
core[["label"]] <- label
core[["earlySignal"]] <- earlySignal
core[["gc"]] <- gc
core[["onReference"]] <- onReference
core[["owner"]] <- session_uuid()
counter <- .package[["futureCounter"]] <- .package[["futureCounter"]] + 1L
core[["uuid"]] <- future_uuid(owner = core[["owner"]], counter = counter)
core[["calls"]] <- sys.calls()
## The current state of the future, e.g.
## 'created', 'running', 'finished', 'failed', 'interrupted'.
core[["state"]] <- "created"
## Additional named arguments
for (key in args_names) core[[key]] <- args[[key]]
structure(core, class = c("Future", class(core)))
}
sQuoteLabel <- function(label) {
if (is.null(label)) {
"NULL"
} else if (is.na(label)) {
"NA"
} else {
sQuote(label)
}
}
#' @importFrom utils head capture.output
#' @export
print.Future <- function(x, ...) {
future <- x
class <- class(future)
cat(sprintf("%s:\n", class[1]))
label <- sQuoteLabel(future[["label"]])
cat("Label: ", label, "\n", sep = "")
cat("Expression:\n")
print(future[["expr"]])
cat(sprintf("Lazy evaluation: %s\n", future[["lazy"]]))
cat(sprintf("Asynchronous evaluation: %s\n", future[["asynchronous"]]))
cat(sprintf("Local evaluation: %s\n", future[["local"]]))
cat(sprintf("Environment: %s\n", envname(future[["envir"]])))
cat(sprintf("Capture standard output: %s\n", future[["stdout"]]))
conditions <- future[["conditions"]]
if (length(conditions) > 0) {
exclude <- attr(conditions, "exclude", exact = TRUE)
if (length(exclude) == 0) exclude <- "<none>"
immediateConditionClasses <- attr(conditions, "immediateConditionClasses", exact = TRUE)
if (length(immediateConditionClasses) == 0) immediateConditionClasses <- "<none>"
cat(sprintf("Capture condition classes: %s (excluding %s)\n",
commaq(conditions),
commaq(exclude)))
cat(sprintf("Immediate condition classes: %s\n",
commaq(immediateConditionClasses)))
} else {
cat("Capture condition classes: <none>\n")
}
## FIXME: Add method globals_of() for Future such that it's possible
## also for SequentialFuture to return something here. /HB 2017-05-17
g <- future[["globals"]]
ng <- length(g)
if (ng > 0) {
gSizes <- sapply(g, FUN = objectSize)
gTotalSize <- sum(gSizes)
g <- head(g, n = 5L)
gSizes <- head(gSizes, n = 5L)
g <- sprintf("%s %s of %s", sapply(g, FUN = function(future) class(future)[1]), sQuote(names(g)), sapply(gSizes, FUN = asIEC))
if (ng > length(g)) g <- c(g, "...")
g <- hpaste(g, maxHead = 5L, maxTail = 0L)
cat(sprintf("Globals: %d objects totaling %s (%s)\n", ng, asIEC(gTotalSize), g))
} else {
cat("Globals: <none>\n")
}
p <- future[["packages"]]
np <- length(p)
if (np > 0) {
cat(sprintf("Packages: %d packages (%s)\n", np, commaq(p)))
} else {
cat("Packages: <none>\n")
}
if (is.integer(future[["seed"]])) {
cat(sprintf("L'Ecuyer-CMRG RNG seed: c(%s)\n", paste(future[["seed"]], collapse = ", ")))
} else {
cat("L'Ecuyer-CMRG RNG seed: <none> (seed = ", deparse(future[["seed"]]), ")\n", sep = "")
}
result <- future[["result"]]
hasResult <- inherits(result, "FutureResult")
## BACKWARD COMPATIBILITY
hasResult <- hasResult || exists("value", envir = future, inherits = FALSE)
if (hasResult) {
cat("Resolved: TRUE\n")
} else if (future[["state"]] == "created") {
## Don't launch lazy futures here
cat("Resolved: FALSE\n")
} else if (inherits(future, "UniprocessFuture") && future[["lazy"]]) {
## FIXME: Special case; will there every be other cases
## for which we need to support this? /HB 2016-05-03
cat("Resolved: FALSE\n")
} else {
## Don't signal conditions here
## Note that resolved() may produce a FutureError, e.g.
## due to invalid connection in a MultisessionFuture
is_resolved <- FALSE
cat(sprintf("Resolved: %s\n", tryCatch(resolved(future, .signalEarly = FALSE), error = function(ex) NA)))
}
if (hasResult) {
if (inherits(result, "FutureResult")) {
value <- result[["value"]]
} else {
stop(FutureError(sprintf("The %s object does not have a 'results' field", class(future)[1]), future = future))
}
cat(sprintf("Value: %s of class %s\n", asIEC(objectSize(value)), sQuote(class(value)[1])))
if (inherits(result, "FutureResult")) {
conditions <- result[["conditions"]]
conditionClasses <- vapply(conditions, FUN = function(c) class(c[["condition"]])[1], FUN.VALUE = NA_character_)
cat(sprintf("Conditions captured: [n=%d] %s\n", length(conditionClasses), hpaste(sQuote(conditionClasses))))
}
} else {
cat("Value: <not collected>\n")
cat("Conditions captured: <none>\n")
}
cat(sprintf("Early signaling: %s\n", isTRUE(future[["earlySignal"]])))
cat(sprintf("Owner process: %s\n", future[["owner"]]))
cat(sprintf("Class: %s\n", commaq(class)))
} ## print()
## Checks whether Future is owned by the current process or not
assertOwner <- local({
hpid <- function(uuid) {
info <- attr(uuid, "source", exact = TRUE)
if (is.null(info)) info <- list(pid = NA_integer_, host = NA_character_)
stop_if_not(is.list(info), length(info[["pid"]]) == 1L, length(info[["host"]]) == 1L)
pid <- sprintf("%s; pid %d on %s", uuid, info[["pid"]], info[["host"]])
stop_if_not(length(pid) == 1L)
pid
}
function(future, ...) {
if (!identical(future[["owner"]], session_uuid())) {
stop(FutureError(sprintf("Invalid usage of futures: A future (here %s) whose value has not yet been collected can only be queried by the R process (%s) that created it, not by any other R processes (%s): %s", sQuote(class(future)[1]), hpid(future[["owner"]]), hpid(session_uuid()), hexpr(future[["expr"]])), future = future))
}
invisible(future)
}
})
#' Run a future
#'
#' @param future A \link{Future}.
#' @param \ldots Not used.
#'
#' @return The [Future] object.
#'
#' @details
#' This function can only be called once per future.
#' Further calls will result in an informative error.
#' If a future is not run when its value is queried,
#' then it is run at that point.
#'
#' @aliases run
#' @rdname run
#' @export
#' @export run
#' @keywords internal
run.Future <- function(future, ...) {
debug <- isTRUE(getOption("future.debug"))
if (debug) {
mdebugf_push("run() for Future (%s) ...", sQuote(class(future)[1]))
mdebug("state: ", sQuote(future[["state"]]))
on.exit(mdebugf_pop("run() for Future (%s) ... done", sQuote(class(future)[1])), add = TRUE)
}
if (future[["state"]] != "created") {
label <- sQuoteLabel(future[["label"]])
msg <- sprintf("A future (%s) can only be launched once", label)
stop(FutureError(msg, future = future))
}
## Be conservative for now; don't allow lazy futures created in another R
## session to be launched. This will hopefully change later, but we won't
## open this door until we understand the ramifications. /HB 2020-12-21
if (isTRUE(getOption("future.lazy.assertOwner"))) {
assertOwner(future)
}
backend <- plan("backend")
if (!is.null(backend)) {
if (debug) mdebugf_push("Using %s ...", class(backend)[1])
## Protect against exporting too large objects
future <- validateFutureGlobals(backend, future)
stop_if_not(inherits(future, "Future"))
## Coerce to target Future class
class(future) <- backend[["futureClasses"]]
## Add future settings with defaults from the backend
for (name in c("earlySignal", "gc")) {
if (is.null(future[[name]])) {
future[[name]] <- backend[[name]]
}
}
if (debug) mdebug_push("Launching futures ...")
future[["backend"]] <- backend
future[["start"]] <- proc.time()[[3]]
future2 <- launchFuture(backend, future = future)
if (debug) mdebug_pop("Launching futures ... done")
if (debug) mdebug("Future launched: ", commaq(class(future2)))
stop_if_not(inherits(future2, "Future"))
## Increment counter
backend[["counter"]] <- backend[["counter"]] + 1L
if (debug) mdebugf_pop("Using %s ... done", class(backend)[1])
return(future2)
}
## --------------------------------------------------------------------
## Legacy, non-FutureBackend backends
## --------------------------------------------------------------------
evaluator <- plan("next")
if (debug) mdebug("Future backend: ", commaq(class(evaluator)))
## Create temporary future for a specific backend, but don't launch it
## AD HOC/WORKAROUND: /HB 2020-12-21
args <- list(
quote(future[["expr"]]),
substitute = FALSE,
envir = future[["envir"]],
lazy = TRUE,
stdout = future[["stdout"]],
conditions = future[["conditions"]],
globals = future[["globals"]],
packages = future[["packages"]],
seed = future[["seed"]],
label = future[["label"]],
reset = future[["reset"]],
calls = future[["calls"]]
)
## SPECIAL: 'cluster' takes argument 'persistent' for now /HB 2023-01-17
has_persistent <- ("persistent" %in% names(future))
if (has_persistent) args[["persistent"]] <- future[["persistent"]]
tmpFuture <- do.call(evaluator, args = args)
## SPECIAL: 'cluster' takes argument 'persistent' for now /HB 2023-01-17
if (has_persistent) {
if (inherits(evaluator, "cluster") &&
!inherits(evaluator, "multisession")) {
tmpFuture[["local"]] <- !tmpFuture[["persistent"]]
} else {
.Defunct(msg = "Future field 'persistent' is defunct and must not be set", package = .packageName)
}
}
if (debug) mdebug("Future class: ", commaq(class(tmpFuture)))
## AD HOC/SPECIAL:
## If 'earlySignal=TRUE' was set explicitly when creating the future,
## then override the plan, otherwise use what the plan() says
if (isTRUE(future[["earlySignal"]])) tmpFuture[["earlySignal"]] <- TRUE
## If 'gc=TRUE' was set explicitly when creating the future,
## then override the plan, otherwise use what the plan() says
if (isTRUE(future[["gc"]])) tmpFuture[["gc"]] <- TRUE
## Copy the full state of this temporary future into the main one
## This can be done because Future:s are environments and we can even
## assign attributes such as the class to existing environments
if (debug) mdebugf_push("Copy elements of temporary %s to final %s object ...", sQuote(class(tmpFuture)[1]), sQuote(class(future)[1]))
## (a) Copy all elements
for (name in names(tmpFuture)) {
if (debug) mdebug("Field: ", sQuote(name))
future[[name]] <- tmpFuture[[name]]
}
if (debug) mdebugf_pop("Copy elements of temporary %s to final %s object ... done", sQuote(class(tmpFuture)[1]), sQuote(class(future)[1]))
## (b) Copy all attributes
attributes(future) <- attributes(tmpFuture)
## (c) Temporary future no longer needed
tmpFuture <- NULL
## Launch the future?
if (future[["lazy"]]) {
if (debug) mdebug_push("Launch lazy future ...")
future <- run(future)
if (debug) mdebug_pop("Launch lazy future ... done")
}
## Set FutureBackend, if it exists
future[["backend"]] <- backend
## Sanity check: This method was only called for lazy futures
stop_if_not(future[["state"]] != "created", future[["lazy"]])
future
}
#' @export
#' @keywords internal
run <- function(future, ...) {
## Automatically update journal entries for Future object
if (inherits(future, "Future") &&
inherits(future[[".journal"]], "FutureJournal")) {
start <- Sys.time()
on.exit({
appendToFutureJournal(future,
event = "launch",
category = "overhead",
start = start,
stop = Sys.time()
)
})
}
UseMethod("run")
}
#' @export
#' @keywords internal
result <- function(future, ...) {
## Automatically update journal entries for Future object
if (inherits(future, "Future") &&
inherits(future[[".journal"]], "FutureJournal")) {
start <- Sys.time()
on.exit({
appendToFutureJournal(future,
event = "gather",
category = "overhead",
start = start,
stop = Sys.time()
)
## Signal FutureJournalCondition?
if (!isTRUE(future[[".journal_signalled"]])) {
journal <- journal(future)
label <- sQuoteLabel(future[["label"]])
msg <- sprintf("A future (%s) of class %s was resolved", label, class(future)[1])
cond <- FutureJournalCondition(message = msg, journal = journal)
signalCondition(cond)
future[[".journal_signalled"]] <- TRUE
}
})
}
UseMethod("result")
}
#' Get the results of a resolved future
#'
#' @param future A \link{Future}.
#' @param \ldots Not used.
#'
#' @return The [FutureResult] object.
#'
#' @details
#' This function is only part of the _backend_ Future API.
#' This function is _not_ part of the frontend Future API.
#'
#' @aliases result
#' @rdname result
#' @export
#' @keywords internal
result.Future <- function(future, ...) {
## Has the result already been collected?
result <- future[["result"]]
if (!is.null(result)) {
## Always signal immediateCondition:s and as soon as possible.
## They will always be signaled if they exist.
signalImmediateConditions(future)
if (inherits(result, "FutureError")) stop(result)
return(result)
}
if (future[["state"]] == "created") {
future <- run(future)
}
if (!future[["state"]] %in% c("finished", "failed", "interrupted")) {
## BACKWARD COMPATIBILITY:
## For now, it is value() that collects the results. Later we want
## all future backends to use result() to do it. /HB 2018-02-22
value(future, stdout = FALSE, signal = FALSE)
## Always signal immediateCondition:s and as soon as possible.
## They will always be signaled if they exist.
signalImmediateConditions(future)
}
result <- future[["result"]]
if (inherits(result, "FutureResult")) return(result)
## BACKWARD COMPATIBILITY
result <- future[["value"]]
if (inherits(result, "FutureResult")) return(result)
version <- future[["version"]]
if (is.null(version)) {
warning(FutureWarning("Future version was not set. Using default %s",
sQuote(version)))
}
## Sanity check
if (is.null(result) && version == "1.8") {
if (inherits(future, "MulticoreFuture")) {
label <- sQuoteLabel(future[["label"]])
msg <- sprintf("A future (%s) of class %s did not produce a FutureResult object but NULL. This suggests that the R worker terminated (crashed?) before the future expression was resolved.", label, class(future)[1])
stop(FutureError(msg, future = future))
}
}
.Defunct(msg = "Future objects with an internal version of 1.7 or earlier are defunct. This error is likely coming from a third-party package or other R code. Please report this to the maintainer of the 'future' package so this can be resolved.", package = .packageName)
}
#' @export
resolved.Future <- function(x, run = TRUE, ...) {
debug <- isTRUE(getOption("future.debug"))
if (debug) {
mdebug_push("resolved() for ", sQuote(class(x)[1]), " ...")
on.exit(mdebug_pop("resolved() for ", sQuote(class(x)[1]), " ... done"))
mdebug("state: ", sQuote(x[["state"]]))
mdebug("run: ", run)
}
## A lazy future not even launched?
if (x[["state"]] == "created") {
if (!run) return(FALSE)
if (debug) mdebug_push("run() ...")
x <- run(x)
if (debug) {
mdebug_pop("run() ... done")
mdebug_push("resolved() ...")
}
res <- resolved(x, ...)
if (debug) {
mdebug("resolved: ", res)
mdebug_pop("resolved() ... done")
}
return(res)
}
## Signal conditions early, iff specified for the given future
## Note, collect = TRUE will block here, which is intentional
signalEarly(x, collect = TRUE, ...)
if (debug) mdebug("result: ", sQuote(class(x[["result"]])[1]))
if (inherits(x[["result"]], "FutureResult")) return(TRUE)
res <- (x[["state"]] %in% c("finished", "failed", "interrupted"))
if (debug) mdebug("resolved: ", res)
res
}
# Get the executable closure, a.k.a. "the core", of the future
getFutureCore <- function(future, ..., debug = isTRUE(getOption("future.debug"))) {
stop_if_not(inherits(future, "Future"))
if (debug) {
mdebug_push("getFutureCore() ...")
on.exit(mdebug_pop("getFutureCore() ... done"))
}
## Globals used by the future
globals <- future[["globals"]]
## Packages needed to resolve the future
pkgs <- future[["packages"]]
if (length(pkgs) > 0) {
if (debug) mdebugf("Packages needed by the future expression (n = %d): %s", length(pkgs), commaq(pkgs))
} else {
if (debug) mdebug("Packages needed by the future expression (n = 0): <none>")
}
## Create a future core
core <- list(
expr = future[["expr"]],
globals = globals,
packages = pkgs,
seed = future[["seed"]]
)
core
} # getFutureCore()
getFutureCapture <- function(future, ..., debug = isTRUE(getOption("future.debug"))) {
stop_if_not(inherits(future, "Future"))
if (debug) {
mdebug_push("getFutureCapture() ...")
on.exit(mdebug_pop("getFutureCapture() ... done"))
}
split <- future[["split"]]
if (is.null(split)) split <- FALSE
stop_if_not(is.logical(split), length(split) == 1L, !is.na(split))
conditionClasses <- future[["conditions"]]
if (is.null(conditionClasses)) {
immediateConditionClasses <- NULL
} else {
immediateConditionClasses <- attr(conditionClasses, "immediateConditionClasses", exact = TRUE)
if (is.null(immediateConditionClasses)) immediateConditionClasses <- "immediateCondition"
if (length(immediateConditionClasses) > 0 && !is.null(conditionClasses)) {
exclude <- attr(conditionClasses, "exclude", exact = TRUE)
muffleInclude <- attr(conditionClasses, "muffleInclude", exact = TRUE)
if (is.null(muffleInclude)) muffleInclude <- "^muffle"
conditionClasses <- c(conditionClasses, immediateConditionClasses)
attr(conditionClasses, "exclude") <- exclude
attr(conditionClasses, "muffleInclude") <- muffleInclude
}
}
capture <- list(
stdout = future[["stdout"]],
split = split,
conditionClasses = conditionClasses,
immediateConditionClasses = immediateConditionClasses,
immediateConditionHandlers = list()
)
capture
} # getFutureCapture()
getFutureContext <- function(future, mc.cores = NULL, local = TRUE, ..., debug = isTRUE(getOption("future.debug"))) {
stop_if_not(inherits(future, "Future"))
if (debug) {
mdebug_push("getFutureContext() ...")
on.exit(mdebug_pop("getFutureContext() ... done"))
}
backend <- future[["backend"]]
## Future strategies
strategiesR <- plan("tail")
stop_if_not(length(strategiesR) >= 0L)
## mdebugf("Number of tail strategies: %d", length(strategiesR))
## Use default future strategy + identify packages needed by the backend
if (length(strategiesR) == 0L) {
if (debug) mdebug("Packages needed by future strategies (n = 0): <none>")
strategiesR <- sequential
backendPackages <- c("future")
} else {
## Identify package namespaces needed for strategies
backendPackages <- lapply(strategiesR, FUN = environment)
backendPackages <- lapply(backendPackages, FUN = environmentName)
backendPackages <- unlist(backendPackages, use.names = FALSE)
if (length(backendPackages) > 1L) backendPackages <- unique(backendPackages)
if (length(backendPackages) > 0L) {
## CLEANUP: Only keep those that are loaded in the current session
backendPackages <- intersect(backendPackages, loadedNamespaces())
}
if (debug) mdebugf("Packages needed by future strategies (n = %d): %s", length(backendPackages), commaq(backendPackages))
}
forwardOptions <- list(
## Assert globals when future is created (or at run time)?
future.globals.onMissing = getOption("future.globals.onMissing"),
## Pass down other future.* options
future.connections.onMisuse = getOption("future.connections.onMisuse"),
future.devices.onMisuse = getOption("future.devices.onMisuse"),
future.globalenv.onMisuse = getOption("future.globalenv.onMisuse"),
future.globals.maxSize = backend[["maxSizeOfObjects"]],
future.globals.method = getOption("future.globals.method"),
future.globals.onReference = future[["onReference"]],
future.globals.resolve = getOption("future.globals.resolve"),
future.resolve.recursive = getOption("future.resolve.recursive"),
future.rng.onMisuse = getOption("future.rng.onMisuse"),
future.rng.onMisuse.keepFuture = getOption("future.rng.onMisuse.keepFuture"),
future.stdout.windows.reencode = getOption("future.stdout.windows.reencode"),
future.fork.multithreading.enable = getOption("future.fork.multithreading.enable"),
future.globalenv.onMisuse = getOption("future.globalenv.onMisuse"),
future.makeExpression.skip = getOption("future.makeExpression.skip"),
future.makeExpression.skip.local = getOption("future.makeExpression.skip.local"),
## Other options relevant to making futures behave consistently
## across backends
width = getOption("width")
)
if (!is.null(mc.cores)) {
forwardOptions[["mc.cores"]] <- mc.cores
}
reset <- future[["reset"]]
if (is.null(local)) local <- future[["local"]]
## To be cleaned up /HB 2025-01-02
persistent <- future[["persistent"]]
if (isTRUE(persistent)) local <- FALSE
## Create a future context
context <- list(
threads = NA_integer_,
strategiesR = strategiesR,
backendPackages = backendPackages,
forwardOptions = forwardOptions,
reset = reset,
local = local
)
context
} # getFutureContext()
getFutureBackendConfigs <- function(future, ...) {
UseMethod("getFutureBackendConfigs")
}
getFutureData <- function(future, ..., debug = isTRUE(getOption("future.debug"))) {
if (debug) {
mdebug_push("getFutureData() ...")
on.exit(mdebug_pop("getFutureData() ... done"))
}
args <- list(...)
## Extract the future core
data <- list(
core = getFutureCore(future, debug = debug),
capture = getFutureCapture(future, debug = debug),
context = getFutureContext(future, mc.cores = args[["mc.cores"]], local = args[["local"]], debug = debug)
)
## Tweak per backend?
configs <- getFutureBackendConfigs(future, debug = debug)
for (name in names(configs)) {
config <- configs[[name]]
current <- data[[name]]
for (key in names(config)) {
current[[key]] <- config[[key]]
}
data[[name]] <- current
}
data
} ## getFutureData()
#' Inject code for the next type of future to use for nested futures
#'
#' @param future Current future.
#' @param \ldots Not used.
#'
#' @return A future expression with code injected to set what
#' type of future to use for nested futures, iff any.
#'
#' @details
#' If no next future strategy is specified, the default is to
#' use [sequential] futures. This conservative approach protects
#' against spawning off recursive futures by mistake, especially
#' [multicore] and [multisession] ones.
#' The default will also set `options(mc.cores = 1L)` (*) so that
#' no parallel \R processes are spawned off by functions such as
#' \code{parallel::mclapply()} and friends.
#'
#' Currently it is not possible to specify what type of nested
#' futures to be used, meaning the above default will always be
#' used.
#' See \href{https://github.com/futureverse/future/issues/37}{Issue #37}
#' for plans on adding support for custom nested future types.
#'
#' (*) Ideally we would set `mc.cores = 0` but that will unfortunately
#' cause `mclapply()` and friends to generate an error saying
#' "'mc.cores' must be >= 1". Ideally those functions should
#' fall back to using the non-multicore alternative in this
#' case, e.g. `mclapply(...)` => `lapply(...)`.
#' See \url{https://github.com/HenrikBengtsson/Wishlist-for-R/issues/7}
#' for a discussion on this.
#'
#' @aliases getExpression.Future
#' @keywords internal
#'
#' @export
getExpression <- function(future, ...) UseMethod("getExpression")
#' @export
getExpression.Future <- local({
tmpl_expr_evaluate <- bquote_compile({
"# future:::getExpression.Future(): evaluate the future via evalFuture()"
future:::evalFuture(data = .(data))
})
function(future, expr = future[["expr"]], ...) {
debug <- isTRUE(getOption("future.debug"))
## mdebug("getExpression() ...")
data <- getFutureData(future, ..., debug = debug)
expr <- bquote_apply(tmpl_expr_evaluate)
if (isTRUE(getOption("future.debug"))) mprint(expr)
## mdebug("getExpression() ... DONE")
expr
}
}) ## getExpression()
#' @export
`$<-.Future` <- function(x, name, value) {
if (name == "state") {
if (!is.element(value, c("created", "running", "finished", "failed", "interrupted"))) {
action <- getOption("future.state.onInvalid", "warning")
if (action != "ignore") {
msg <- sprintf("Trying to assign an invalid value to the internal '%s' field of a %s object: %s", name, class(x)[1], value)
if (action == "error") {
stop(FutureError(msg, call = sys.call(), future = x))
} else {
warning(FutureWarning(msg, call = sys.call(), future = x))
}
}
}
}
NextMethod()
}
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