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#' @title Registry Constructor
#'
#' @description
#' \code{makeRegistry} constructs the inter-communication object for all functions in \code{batchtools}.
#' All communication transactions are processed via the file system:
#' All information required to run a job is stored as \code{\link{JobCollection}} in a file in the
#' a subdirectory of the \code{file.dir} directory.
#' Each jobs stores its results as well as computational status information (start time, end time, error message, ...)
#' also on the file system which is regular merged parsed by the master using \code{\link{syncRegistry}}.
#' After integrating the new information into the Registry, the Registry is serialized to the file system via \code{\link{saveRegistry}}.
#' Both \code{\link{syncRegistry}} and \code{\link{saveRegistry}} are called whenever required internally.
#' Therefore it should be safe to quit the R session at any time.
#' Work can later be resumed by calling \code{\link{loadRegistry}} which de-serializes the registry from
#' the file system.
#'
#' The registry created last is saved in the package namespace (unless \code{make.default} is set to
#' \code{FALSE}) and can be retrieved via \code{\link{getDefaultRegistry}}.
#'
#' Canceled jobs and jobs submitted multiple times may leave stray files behind.
#' These can be swept using \code{\link{sweepRegistry}}.
#' \code{\link{clearRegistry}} completely erases all jobs from a registry, including log files and results,
#' and thus allows you to start over.
#'
#' @details
#' Currently \pkg{batchtools} understands the following options set via the configuration file:
#' \describe{
#' \item{\code{cluster.functions}:}{As returned by a constructor, e.g. \code{\link{makeClusterFunctionsSlurm}}.}
#' \item{\code{default.resources}:}{List of resources to use. Will be overruled by resources specified via \code{\link{submitJobs}}.}
#' \item{\code{temp.dir}:}{Path to directory to use for temporary registries.}
#' \item{\code{sleep}:}{Custom sleep function. See \code{\link{waitForJobs}}.}
#' \item{\code{expire.after}:}{Number of iterations before treating jobs as expired in \code{\link{waitForJobs}}.}
#' \item{\code{compress}:}{Compression algorithm to use via \code{\link{saveRDS}}.}
#' }
#'
#' @param file.dir [\code{character(1)}]\cr
#' Path where all files of the registry are saved.
#' Default is directory \dQuote{registry} in the current working directory.
#' The provided path will get normalized unless it is given relative to the home directory
#' (i.e., starting with \dQuote{~}). Note that some templates do not handle relative paths well.
#'
#' If you pass \code{NA}, a temporary directory will be used.
#' This way, you can create disposable registries for \code{\link{btlapply}} or examples.
#' By default, the temporary directory \code{\link[base]{tempdir}()} will be used.
#' If you want to use another directory, e.g. a directory which is shared between nodes,
#' you can set it in your configuration file by setting the variable \code{temp.dir}.
#' @param work.dir [\code{character(1)}]\cr
#' Working directory for R process for running jobs.
#' Defaults to the working directory currently set during Registry construction (see \code{\link[base]{getwd}}).
#' \code{loadRegistry} uses the stored \code{work.dir}, but you may also explicitly overwrite it,
#' e.g., after switching to another system.
#'
#' The provided path will get normalized unless it is given relative to the home directory
#' (i.e., starting with \dQuote{~}). Note that some templates do not handle relative paths well.
#' @param conf.file [\code{character(1)}]\cr
#' Path to a configuration file which is sourced while the registry is created.
#' In the configuration file you can define how \pkg{batchtools} interacts with the system via \code{\link{ClusterFunctions}}.
#' Separating the configuration of the underlying host system from the R code allows to easily move computation to another site.
#'
#' The file lookup is implemented in the internal (but exported) function \code{findConfFile} which returns the first file found of the following candidates:
#' \enumerate{
#' \item{File \dQuote{batchtools.conf.R} in the path specified by the environment variable \dQuote{R_BATCHTOOLS_SEARCH_PATH}.}
#' \item{File \dQuote{batchtools.conf.R} in the current working directory.}
#' \item{File \dQuote{config.R} in the user configuration directory as reported by \code{rappdirs::user_config_dir("batchtools", expand = FALSE)} (depending on OS, e.g., on linux this usually resolves to \dQuote{~/.config/batchtools/config.R}).}
#' \item{\dQuote{.batchtools.conf.R} in the home directory (\dQuote{~}).}
#' \item{\dQuote{config.R} in the site config directory as reported by \code{rappdirs::site_config_dir("batchtools")} (depending on OS). This file can be used for admins to set sane defaults for a computation site.}
#' }
#' Set to \code{NA} if you want to suppress reading any configuration file.
#' If a configuration file is found, it gets sourced inside the environment of the registry after the defaults for all variables are set.
#' Therefore you can set and overwrite slots, e.g. \code{default.resources = list(walltime = 3600)} to set default resources or \dQuote{max.concurrent.jobs} to
#' limit the number of jobs allowed to run simultaneously on the system.
#' @param packages [\code{character}]\cr
#' Packages that will always be loaded on each node.
#' Uses \code{\link[base]{require}} internally.
#' Default is \code{character(0)}.
#' @param namespaces [\code{character}]\cr
#' Same as \code{packages}, but the packages will not be attached.
#' Uses \code{\link[base]{requireNamespace}} internally.
#' Default is \code{character(0)}.
#' @param source [\code{character}]\cr
#' Files which should be sourced on the slaves prior to executing a job.
#' Calls \code{\link[base]{sys.source}} using the \code{\link[base]{.GlobalEnv}}.
#' @param load [\code{character}]\cr
#' Files which should be loaded on the slaves prior to executing a job.
#' Calls \code{\link[base]{load}} using the \code{\link[base]{.GlobalEnv}}.
#' @param seed [\code{integer(1)}]\cr
#' Start seed for jobs. Each job uses the (\code{seed} + \code{job.id}) as seed.
#' Default is a random integer between 1 and 32768
#' @param make.default [\code{logical(1)}]\cr
#' If set to \code{TRUE}, the created registry is saved inside the package
#' namespace and acts as default registry. You might want to switch this
#' off if you work with multiple registries simultaneously.
#' Default is \code{TRUE}.
#' @return [\code{environment}] of class \dQuote{Registry} with the following slots:
#' \describe{
#' \item{\code{file.dir} [path]:}{File directory.}
#' \item{\code{work.dir} [path]:}{Working directory.}
#' \item{\code{temp.dir} [path]:}{Temporary directory. Used if \code{file.dir} is \code{NA} to create temporary registries.}
#' \item{\code{packages} [character()]:}{Packages to load on the slaves.}
#' \item{\code{namespaces} [character()]:}{Namespaces to load on the slaves.}
#' \item{\code{seed} [integer(1)]:}{Registry seed. Before each job is executed, the seed \code{seed + job.id} is set.}
#' \item{\code{cluster.functions} [cluster.functions]:}{Usually set in your \code{conf.file}. Set via a call to \code{\link{makeClusterFunctions}}. See example.}
#' \item{\code{default.resources} [named list()]:}{Usually set in your \code{conf.file}. Named list of default resources.}
#' \item{\code{max.concurrent.jobs} [integer(1)]:}{Usually set in your \code{conf.file}. Maximum number of concurrent jobs for a single user and current registry on the system.
#' \code{\link{submitJobs}} will try to respect this setting. The resource \dQuote{max.concurrent.jobs} has higher precedence.}
#' \item{\code{defs} [data.table]:}{Table with job definitions (i.e. parameters).}
#' \item{\code{status} [data.table]:}{Table holding information about the computational status. Also see \code{\link{getJobStatus}}.}
#' \item{\code{resources} [data.table]:}{Table holding information about the computational resources used for the job. Also see \code{\link{getJobResources}}.}
#' \item{\code{tags} [data.table]:}{Table holding information about tags. See \link{Tags}.}
#' \item{\code{hash} [character(1)]:}{Unique hash which changes each time the registry gets saved to the file system. Can be utilized to invalidate the cache of \pkg{knitr}.}
#' }
#' @aliases Registry
#' @family Registry
#' @export
#' @examples
#' \dontshow{ batchtools:::example_push_temp(1) }
#' tmp = makeRegistry(file.dir = NA, make.default = FALSE)
#' print(tmp)
#'
#' # Set cluster functions to interactive mode and start jobs in external R sessions
#' tmp$cluster.functions = makeClusterFunctionsInteractive(external = TRUE)
#'
#' # Change packages to load
#' tmp$packages = c("MASS")
#' saveRegistry(reg = tmp)
makeRegistry = function(file.dir = "registry", work.dir = getwd(), conf.file = findConfFile(), packages = character(0L), namespaces = character(0L),
source = character(0L), load = character(0L), seed = NULL, make.default = TRUE) {
assertString(file.dir, na.ok = TRUE)
if (!is.na(file.dir))
assertPathForOutput(file.dir, overwrite = FALSE)
assertString(work.dir)
assertDirectoryExists(work.dir, access = "r")
assertString(conf.file, na.ok = TRUE)
assertCharacter(packages, any.missing = FALSE, min.chars = 1L)
assertCharacter(namespaces, any.missing = FALSE, min.chars = 1L)
assertCharacter(source, any.missing = FALSE, min.chars = 1L)
assertCharacter(load, any.missing = FALSE, min.chars = 1L)
assertFlag(make.default)
seed = if (is.null(seed)) as.integer(runif(1L, 1, 32768)) else asCount(seed, positive = TRUE)
reg = new.env(parent = asNamespace("batchtools"))
reg$file.dir = file.dir
reg$work.dir = work.dir
reg$packages = packages
reg$namespaces = namespaces
reg$source = source
reg$load = load
reg$seed = seed
reg$writeable = TRUE
reg$version = packageVersion("batchtools")
reg$defs = data.table(
def.id = integer(0L),
job.pars = list(),
key = "def.id")
reg$status = data.table(
job.id = integer(0L),
def.id = integer(0L),
submitted = double(0L),
started = double(0L),
done = double(0L),
error = character(0L),
mem.used = double(0L),
resource.id = integer(0L),
batch.id = character(0L),
log.file = character(0L),
job.hash = character(0L),
job.name = character(0L),
key = "job.id")
reg$resources = data.table(
resource.id = integer(0L),
resource.hash = character(0L),
resources = list(),
key = "resource.id")
reg$tags = data.table(
job.id = integer(0L),
tag = character(0L),
key = "job.id")
setSystemConf(reg, conf.file)
if (is.na(file.dir))
reg$file.dir = fs::file_temp("registry", tmp_dir = reg$temp.dir)
"!DEBUG [makeRegistry]: Creating directories in '`reg$file.dir`'"
fs::dir_create(c(reg$file.dir, reg$work.dir))
reg$file.dir = fs::path_abs(reg$file.dir)
reg$work.dir = fs::path_abs(reg$work.dir)
fs::dir_create(fs::path(reg$file.dir, c("jobs", "results", "updates", "logs", "exports", "external")))
with_dir(reg$work.dir, loadRegistryDependencies(reg))
class(reg) = "Registry"
saveRegistry(reg)
reg$mtime = file_mtime(fs::path(reg$file.dir, "registry.rds"))
reg$hash = rnd_hash()
info("Created registry in '%s' using cluster functions '%s'", reg$file.dir, reg$cluster.functions$name)
if (make.default)
batchtools$default.registry = reg
return(reg)
}
#' @export
print.Registry = function(x, ...) {
cat("Job Registry\n")
catf(" Backend : %s", x$cluster.functions$name)
catf(" File dir : %s", x$file.dir)
catf(" Work dir : %s", x$work.dir)
catf(" Jobs : %i", nrow(x$status))
catf(" Seed : %i", x$seed)
catf(" Writeable: %s", x$writeable)
}
#' @title assertRegistry
#'
#' @description
#' Assert that a given object is a \code{batchtools} registry.
#' Additionally can sync the registry, check if it is writeable, or check if jobs are running.
#' If any check fails, throws an error indicting the reason for the failure.
#'
#' @param reg [\code{\link{Registry}}]\cr
#' The object asserted to be a \code{Registry}.
#' @param class [\code{character(1)}]\cr
#' If \code{NULL} (default), \code{reg} must only inherit from class \dQuote{Registry}.
#' Otherwise check that \code{reg} is of class \code{class}.
#' E.g., if set to \dQuote{Registry}, a \code{\link{ExperimentRegistry}} would not pass.
#' @param writeable [\code{logical(1)}]\cr
#' Check if the registry is writeable.
#' @param sync [\code{logical(1)}]\cr
#' Try to synchronize the registry by including pending results from the file system.
#' See \code{\link{syncRegistry}}.
#' @param running.ok [\code{logical(1)}]\cr
#' If \code{FALSE} throw an error if jobs associated with the registry are currently running.
#' @return \code{TRUE} invisibly.
#' @export
assertRegistry = function(reg, class = NULL, writeable = FALSE, sync = FALSE, running.ok = TRUE) {
if (batchtools$debug) {
if (!identical(key(reg$status), "job.id"))
stop("Key of reg$job.id lost")
if (!identical(key(reg$defs), "def.id"))
stop("Key of reg$defs lost")
if (!identical(key(reg$resources), "resource.id"))
stop("Key of reg$resources lost")
}
if (is.null(class)) {
assertClass(reg, "Registry")
} else {
assertString(class)
assertClass(reg, class, ordered = TRUE)
}
assertFlag(writeable)
assertFlag(sync)
assertFlag(running.ok)
if (reg$writeable && file_mtime(fs::path(reg$file.dir, "registry.rds")) > reg$mtime + 1) {
warning("Registry has been altered since last read. Switching to read-only mode in this session. See ?loadRegistry.")
reg$writeable = FALSE
}
if (writeable && !reg$writeable)
stop("Registry must be writeable. See ?loadRegistry.")
if (!running.ok && nrow(.findOnSystem(reg = reg)) > 0L)
stop("This operation is not allowed while jobs are running on the system")
if (sync) {
merged = sync(reg)
if (length(merged)) {
saveRegistry(reg)
file_remove(merged)
}
}
invisible(TRUE)
}
loadRegistryDependencies = function(x, must.work = FALSE) {
"!DEBUG [loadRegistryDependencies]: Starting ..."
pkgs = union(x$packages, "methods")
handler = if (must.work) stopf else warningf
ok = vlapply(pkgs, require, character.only = TRUE)
if (!all(ok))
handler("Failed to load packages: %s", stri_flatten(pkgs[!ok], ", "))
ok = vlapply(x$namespaces, requireNamespace)
if (!all(ok))
handler("Failed to load namespaces: %s", stri_flatten(x$namespaces[!ok], ", "))
if (length(x$source) > 0L) {
for (fn in x$source) {
ok = try(sys.source(fn, envir = .GlobalEnv), silent = TRUE)
if (is.error(ok))
handler("Failed to source file '%s': %s", fn, as.character(ok))
}
}
if (length(x$load) > 0L) {
for (fn in x$load) {
ok = try(load(fn, envir = .GlobalEnv), silent = TRUE)
if (is.error(ok))
handler("Failed to load file '%s': %s", fn, as.character(ok))
}
}
path = fs::path(x$file.dir, "exports")
fns = list.files(path, pattern = "\\.rds$")
if (length(fns) > 0L) {
ee = .GlobalEnv
Map(function(name, fn) {
delayedAssign(x = name, value = readRDS(fn), assign.env = ee)
}, name = unmangle(fns), fn = fs::path(path, fns))
}
invisible(TRUE)
}
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