/
Future-class.R
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Future-class.R
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#' A future represents a value that will be available at some point in the future
#'
#' A \emph{future} is an abstraction for a \emph{value} that may
#' available at some point in the future. A future can either be
#' \code{unresolved} or \code{resolved}, a state which can be checked
#' with \code{\link{resolved}()}. As long as it is \emph{unresolved}, the
#' value is not available. As soon as it is \emph{resolved}, the value
#' is available via \code{\link[future]{value}()}.
#'
#' @param expr An R \link[base]{expression}.
#'
#' @param envir The \link{environment} in which the evaluation
#' is done (or inherits from if \code{local} is TRUE).
#'
#' @param substitute If TRUE, argument \code{expr} is
#' \code{\link[base]{substitute}()}:ed, otherwise not.
#'
#' @param globals (optional) a named list of global objects needed in order
#' for the future to be resolved correctly.
#'
#' @param packages (optional) a character vector specifying packages
#' to be attached in the R environment evaluating the future.
#'
#' @param seed (optional) A L'Ecuyer-CMRG RNG seed.
#'
#' @param lazy If \code{FALSE} (default), the future is resolved
#' eagerly (starting immediately), otherwise not.
#'
#' @param local If TRUE, the expression is evaluated such that
#' all assignments are done to local temporary environment, otherwise
#' the assignments are done to the global environment of the \R process
#' evaluating the future.
#'
#' @param gc If TRUE, the garbage collector run (in the process that
#' evaluated the future) after the value of the future is collected.
#' \emph{Some types of futures ignore this argument.}
#'
#' @param earlySignal Specified whether conditions should be signaled
#' as soon as possible or not.
#'
#' @param label An optional character string label attached to the
#' future.
#'
#' @param \dots Additional named elements of the future.
#'
#' @return An object of class \code{Future}.
#'
#' @details
#' A Future object is itself an \link{environment}.
#'
#' @seealso
#' One function that creates a Future is \code{\link{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]{promise}}.
#'
#' @importFrom utils capture.output
#' @export
#' @name Future-class
Future <- function(expr = NULL, envir = parent.frame(), substitute = FALSE, globals = NULL, packages = NULL, seed = NULL, lazy = FALSE, local = TRUE, gc = FALSE, earlySignal = FALSE, label = NULL, ...) {
if (substitute) expr <- substitute(expr)
if (!is.null(seed)) {
## For RNGkind("L'Ecuyer-CMRG") we should have (see help('RNGkind')):
## .Random.seed <- c(rng.kind, n)
## where rng.kind == 407L and length(n) == 6L
if (!is.integer(seed) || length(seed) != 7 || !all(is.finite(seed)) || seed[1] != 407L) {
msg <- "Argument 'seed' must be L'Ecuyer-CMRG RNG seed as returned by parallel::nextRNGStream()"
mdebug(msg)
mdebug(capture.output(print(seed)))
stop(msg)
}
}
if (!is.null(globals)) {
stopifnot(is.list(globals),
length(globals) == 0 || inherits(globals, "Globals"))
}
if (!is.null(packages)) {
stopifnot(is.character(packages))
packages <- unique(packages)
stopifnot(!anyNA(packages), all(nzchar(packages)))
}
args <- list(...)
core <- new.env(parent = emptyenv())
core$expr <- expr
core$envir <- envir
core$globals <- globals
core$packages <- packages
core$owner <- session_uuid(attributes = TRUE)
core$lazy <- lazy
core$asynchronous <- TRUE ## Reserved for future version (Issue #109)
core$seed <- seed
core$local <- local
core$gc <- gc
core$earlySignal <- earlySignal
core$label <- label
## The current state of the future, e.g.
## 'created', 'running', 'finished', 'failed', 'interrupted'.
core$state <- 'created'
## Additional named arguments
for (key in names(args)) core[[key]] <- args[[key]]
structure(core, class = c("Future", class(core)))
}
#' @importFrom utils head capture.output
#' @export
print.Future <- function(x, ...) {
class <- class(x)
cat(sprintf("%s:\n", class[1]))
label <- x$label
if (is.null(label)) label <- "<none>"
cat("Label: ", sQuote(label), "\n", sep = "")
cat("Expression:\n")
print(x$expr)
cat(sprintf("Lazy evaluation: %s\n", x$lazy))
cat(sprintf("Asynchronous evaluation: %s\n", x$asynchronous))
cat(sprintf("Local evaluation: %s\n", x$local))
cat(sprintf("Environment: %s\n", capture.output(x$envir)))
## FIXME: Add method globals_of() for Future such that it's possible
## also for SequentialFuture to return something here. /HB 2017-05-17
g <- globals(x)
ng <- length(g)
if (ng > 0) {
gSizes <- sapply(g, FUN = objectSize)
gTotalSize <- sum(gSizes)
g <- head(g, n = 5L)
gSizes <- head(gSizes, n = 5L)
g <- sprintf("%s %s of %s", sapply(g, FUN = function(x) class(x)[1]), sQuote(names(g)), sapply(gSizes, FUN = asIEC))
if (ng > length(g)) g <- c(g, "...")
g <- hpaste(g, maxHead = 5L, maxTail = 0L)
cat(sprintf("Globals: %d objects totaling %s (%s)\n", ng, asIEC(gTotalSize), g))
} else {
cat("Globals: <none>\n")
}
p <- packages(x)
np <- length(p)
if (np > 0) {
cat(sprintf("Packages: %d packages (%s)\n", np, paste(sQuote(p), collapse = ", ")))
} else {
cat("Packages: <none>\n")
}
if (is.null(x$seed)) {
cat("L'Ecuyer-CMRG RNG seed: <none>\n")
} else {
cat(sprintf("L'Ecuyer-CMRG RNG seed: c(%s)\n", paste(x$seed, collapse = ", ")))
}
hasValue <- exists("value", envir = x, inherits = FALSE)
if (exists("value", envir = x, inherits = FALSE)) {
cat("Resolved: TRUE\n")
} else if (inherits(x, "UniprocessFuture") && x$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 {
## resolved() without early signalling
## FIXME: Make it easier to achieve this. /HB 2016-05-03
local({
earlySignal <- x$earlySignal
x$earlySignal <- FALSE
on.exit(x$earlySignal <- earlySignal)
cat(sprintf("Resolved: %s\n", resolved(x)))
})
}
if (hasValue) {
cat(sprintf("Value: %s of class %s\n", asIEC(objectSize(x$value)), sQuote(class(x$value)[1])))
} else {
cat("Value: <not collected>\n")
}
cat(sprintf("Early signalling: %s\n", isTRUE(x$earlySignal)))
cat(sprintf("Owner process: %s\n", x$owner))
cat(sprintf("Class: %s\n", paste(sQuote(class), collapse = ", ")))
} ## print()
## Checks whether Future is owned by the current process or not
assertOwner <- function(future, ...) {
hpid <- function(uuid) {
info <- attr(uuid, "source")
sprintf("%s; pid %d on %s", uuid, info$pid, info$host)
}
if (!identical(future$owner, session_uuid(attributes = TRUE))) {
stop(FutureError(sprintf("Invalid usage of futures: A future 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", hpid(future$owner), hpid(session_uuid()), hexpr(future$expr)), future = future))
}
invisible(future)
}
#' Run a future
#'
#' @param future A \link{Future}.
#' @param \dots Not used.
#'
#' @return The \link{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, ...) {
if (future$state != 'created') {
label <- future$label
if (is.null(label)) label <- "<none>"
msg <- sprintf("A future ('%s') can only be launched once.", label)
stop(FutureError(msg, future = future))
}
future
}
run <- function(...) UseMethod("run")
#' @export
#' @keywords internal
result <- function(...) UseMethod("result")
#' Get the results of a resolved future
#'
#' @param future A \link{Future}.
#' @param \dots Not used.
#'
#' @return The \link{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, ...) {
getFutureResult(future, ...)
}
getFutureResult <- function(future, ...) {
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, signal = FALSE)
}
result <- future$result
if (inherits(result, "FutureResult")) return(result)
## BACKWARD COMPATIBILITY
result <- future$value
if (inherits(result, "FutureResult")) return(result)
version <- future$version
if (is.null(version)) version <- "1.7"
## Sanity check
if (version == "1.8") {
if (is.null(result) && inherits(future, "MulticoreFuture")) {
label <- future$label
if (is.null(label)) label <- "<none>"
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))
}
}
## BACKWARD COMPATIBILITY
if (future$state == "failed") {
value <- result
calls <- value$traceback
return(FutureResult(condition = value, calls = calls, version = "1.7"))
}
FutureResult(value = result, version = "1.7")
}
#' The value of a future
#'
#' Gets the value of a future. If the future is unresolved, then
#' the evaluation blocks until the future is resolved.
#'
#' @param future A \link{Future}.
#' @param signal A logical specifying whether (\link[base]{conditions})
#' should signaled or be returned as values.
#' @param \dots Not used.
#'
#' @return An R object of any data type.
#'
#' @details
#' This method needs to be implemented by the class that implement
#' the Future API.
#'
#' @aliases value
#' @rdname value
#' @export
#' @export value
value.Future <- function(future, signal = TRUE, ...) {
if (future$state == "created") {
future <- run(future)
}
if (!future$state %in% c("finished", "failed", "interrupted")) {
msg <- sprintf("Internal error: value() called on a non-finished future: %s", class(future)[1])
mdebug(msg)
stop(FutureError(msg, future = future))
}
result <- getFutureResult(future)
stopifnot(inherits(result, "FutureResult"))
value <- result$value
condition <- result$condition
if (inherits(condition, "condition")) {
if (signal) {
mdebug("Future state: %s", sQuote(future$state))
resignalCondition(future) ## Will produce an error
} else {
## BACKWARD COMPATIBILITY
value <- condition
}
}
value
}
value <- function(...) UseMethod("value")
#' @export
resolved.Future <- function(x, ...) {
## Is future even launched?
if (x$state == "created") return(FALSE)
## Signal conditions early, iff specified for the given future
signalEarly(x, ...)
x$state %in% c("finished", "failed", "interrupted")
}
#' Inject code for the next type of future to use for nested futures
#'
#' @param future Current future.
#' @param \dots Not used.
#'
#' @return A future expression with code injected to set what
#' type of future to use for nested futures, iff any.
#'
#' @details
#' If no next future strategy is specified, the default is to
#' use \link{sequential} futures. This conservative approach protects
#' against spawning off recursive futures by mistake, especially
#' \link{multicore} and \link{multisession} ones.
#' The default will also set \code{options(mc.cores = 1L)} (*) so that
#' no parallel R processes are spawned off by functions such as
#' \code{\link[parallel:mclapply]{mclapply}()} and friends.
#'
#' Currently it is not possible to specify what type of nested
#' futures to be used, meaning the above default will always be
#' used.
#' See \href{https://github.com/HenrikBengtsson/future/issues/37}{Issue #37}
#' for plans on adding support for custom nested future types.
#'
#' (*) Ideally we would set \code{mc.cores = 0} but that will unfortunately
#' cause \code{mclapply()} and friends to generate an error saying
#' "'mc.cores' must be >= 1". Ideally those functions should
#' fall back to using the non-multicore alternative in this
#' case, e.g. \code{mclapply(...)} => \code{lapply(...)}.
#' See \url{https://github.com/HenrikBengtsson/Wishlist-for-R/issues/7}
#' for a discussion on this.
#'
#' @export
#' @aliases getExpression.Future
#' @keywords internal
getExpression <- function(future, ...) UseMethod("getExpression")
#' @export
getExpression.Future <- function(future, version = NULL, mc.cores = NULL, ...) {
debug <- getOption("future.debug", FALSE)
## mdebug("getExpression() ...")
if (is.null(version)) {
version <- future$version
if (is.null(version)) version <- "1.7"
}
## Should 'mc.cores' be set?
if (!is.null(mc.cores)) {
## mdebug("getExpression(): setting mc.cores = %d inside future", mc.cores)
## FIXME: How can we guarantee that '...future.mc.cores.old'
## is not overwritten? /HB 2016-03-14
enter <- bquote({
## covr: skip=2
...future.mc.cores.old <- getOption("mc.cores")
options(mc.cores = .(mc.cores))
})
exit <- bquote({
## covr: skip=1
options(mc.cores = ...future.mc.cores.old)
})
} else {
enter <- exit <- NULL
}
## Seed RNG seed?
if (!is.null(future$seed)) {
enter <- bquote({
## covr: skip=2
.(enter)
## NOTE: It is not needed to call eRNGkind("L'Ecuyer-CMRG") here
## because the type of RNG is defined by .Random.seed, especially
## .Random.seed[1]. See help("RNGkind"). /HB 2017-01-12
assign(".Random.seed", .(future$seed), envir = globalenv(), inherits = FALSE)
})
}
## Reset future strategies upon exit of future
strategies <- plan("list")
stopifnot(length(strategies) >= 1L)
exit <- bquote({
## covr: skip=2
.(exit)
future::plan(.(strategies), .cleanup = FALSE, .init = FALSE)
})
## Pass down the default or the remain set of future strategies?
strategiesR <- strategies[-1]
## mdebug("Number of remaining strategies: %d\n", length(strategiesR))
## Identify packages needed by the futures
pkgs <- NULL
if (length(strategiesR) > 0L) {
## Identify package namespaces needed for strategies
pkgs <- lapply(strategiesR, FUN = environment)
pkgs <- lapply(pkgs, FUN = environmentName)
pkgs <- unique(unlist(pkgs, use.names = FALSE))
## CLEANUP: Only keep those that are loaded in the current session
pkgs <- intersect(pkgs, loadedNamespaces())
if (debug) mdebug("Packages needed by future strategies (n = %d): %s", length(pkgs), paste(sQuote(pkgs), collapse = ", "))
} else {
if (debug) mdebug("Packages needed by future strategies (n = 0): <none>")
}
pkgsF <- packages(future)
if (length(pkgsF) > 0) {
if (debug) mdebug("Packages needed by the future expression (n = %d): %s", length(pkgsF), paste(sQuote(pkgsF), collapse = ", "))
pkgs <- unique(c(pkgs, pkgsF))
} else {
if (debug) mdebug("Packages needed by the future expression (n = 0): <none>")
}
## Make sure to load and attach all package needed
if (length(pkgs) > 0L) {
## Sanity check by verifying packages can be loaded already here
## If there is somethings wrong in 'pkgs', we get the error
## already before launching the future.
for (pkg in pkgs) loadNamespace(pkg)
enter <- bquote({
## covr: skip=3
.(enter)
## TROUBLESHOOTING: If the package fails to load, then library()
## suppress that error and generates a generic much less
## informative error message. Because of this, we load the
## namespace first (to get a better error message) and then
## calls library(), which attaches the package. /HB 2016-06-16
## NOTE: We use local() here such that 'pkg' is not assigned
## to the future environment. /HB 2016-07-03
local({
for (pkg in .(pkgs)) {
loadNamespace(pkg)
library(pkg, character.only = TRUE)
}
})
})
}
## Make sure to set all nested future strategies needed
if (length(strategiesR) == 0L) {
## mdebug("Set plan('default') inside future")
## Use default future strategy
enter <- bquote({
## covr: skip=2
.(enter)
future::plan("default", .cleanup = FALSE, .init = FALSE)
})
} else {
## Pass down future strategies
enter <- bquote({
## covr: skip=2
.(enter)
future::plan(.(strategiesR), .cleanup = FALSE, .init = FALSE)
})
} ## if (length(strategiesR) > 0L)
expr <- makeExpression(expr = future$expr, local = future$local, enter = enter, exit = exit, version = version)
if (getOption("future.debug", FALSE)) {
print(expr)
}
## mdebug("getExpression() ... DONE")
expr
} ## getExpression()
makeExpression <- function(expr, local = TRUE, globals.onMissing = getOption("future.globals.onMissing", "error"), enter = NULL, exit = NULL, version = "1.7") {
## Evaluate expression in a local() environment?
if (local) {
a <- NULL; rm(list = "a") ## To please R CMD check
expr <- substitute(local(a), list(a = expr))
}
## Set and reset certain future.* options
enter <- substitute({
## covr: skip=7
...future.oldOptions <- options(
## Prevent .future.R from being source():d when future is attached
future.startup.loadScript = FALSE,
## Assert globals when future is created (or at run time)?
future.globals.onMissing = globals.onMissing
)
enter
}, env = list(globals.onMissing = globals.onMissing, enter = enter))
exit <- substitute({
exit
options(...future.oldOptions)
}, env = list(exit = exit))
## NOTE: We don't want to use local(body) w/ on.exit() because
## evaluation in a local is optional, cf. argument 'local'.
## If this was mandatory, we could. Instead we use
## a tryCatch() statement. /HB 2016-03-14
if (version == "1.7") {
expr <- substitute({
## covr: skip=6
enter
tryCatch({
body
}, finally = {
exit
})
}, env = list(enter = enter, body = expr, exit = exit))
} else if (version == "1.8") {
expr <- substitute({
## covr: skip=6
enter
tryCatch({
...future.value <- body
future::FutureResult(value = ...future.value)
}, error = function(cond) {
calls <- sys.calls()
## Drop fluff added by tryCatch()
# calls <- calls[seq_len(length(calls) - 2L)]
## Drop fluff added by outer tryCatch()
# calls <- calls[-seq_len(current+7L)]
## Drop fluff added by outer local = TRUE
# if (future$local) calls <- calls[-seq_len(6L)]
future::FutureResult(value = NULL, condition = cond, calls = calls)
}, finally = {
exit
})
}, env = list(enter = enter, body = expr, exit = exit))
} else {
stop("Internal error: Non-supported future expression version: ", version)
}
expr
} ## makeExpression()
globals <- function(future, ...) UseMethod("globals")
globals.Future <- function(future, ...) {
future[["globals"]]
}
packages <- function(future, ...) UseMethod("packages")
packages.Future <- function(future, ...) {
future[["packages"]]
}