Package: mirai 2.4.1

Charlie Gao

mirai: Minimalist Async Evaluation Framework for R

Designed for simplicity, a 'mirai' evaluates an R expression asynchronously in a parallel process, locally or distributed over the network. Modern networking and concurrency, built on 'nanonext' and 'NNG', ensures reliable scheduling over fast inter-process communications or TCP/IP secured by TLS. Launch remote resources via SSH or cluster managers for distributed computing. Scales efficiently to millions of tasks over thousands of connections, requiring no storage on the file system due to its inherently queued architecture. Innovative features include event-driven promises, asynchronous parallel map, and seamless serialization of otherwise non-exportable reference objects.

Authors:Charlie Gao [aut, cre], Joe Cheng [ctb], Posit Software, PBC [cph, fnd], Hibiki AI Limited [cph]

mirai_2.4.1.tar.gz
mirai_2.4.1.zip(r-4.6)mirai_2.4.1.zip(r-4.5)mirai_2.4.1.zip(r-4.4)
mirai_2.4.1.tgz(r-4.5-any)mirai_2.4.1.tgz(r-4.4-any)
mirai_2.4.1.tar.gz(r-4.6-any)mirai_2.4.1.tar.gz(r-4.5-any)
mirai_2.4.1.tgz(r-4.5-emscripten)mirai_2.4.1.tgz(r-4.4-emscripten)
mirai.pdf |mirai.html✨
mirai/json (API)
NEWS

# Install 'mirai' in R:
install.packages('mirai', repos = c('https://community.r-multiverse.org', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/r-lib/mirai/issues

Pkgdown site:https://mirai.r-lib.org

On CRAN:

Conda:

asyncasynchronous-tasksconcurrencydistributed-computinghigh-performance-computingparallel-computing

12.30 score 260 stars 14 packages 175 scripts 16k downloads 36 exports 1 dependencies

Last updated 3 days ago from:170d021683 (on v2.4.1). Checks:10 OK. Indexed: no.

TargetResultTotal timeArtifact
linux-devel-x86_64OK146
source / vignettesOK142
linux-release-x86_64OK131
macos-release-arm64OK88
macos-oldrel-arm64OK113
windows-develOK83
windows-releaseOK93
windows-oldrelOK83
wasm-releaseOK113
wasm-oldrelOK130

Exports:.flat.progress.stopcall_miraicluster_configcollect_miraidaemondaemonsdaemons_setdispatchereverywherehost_urlis_error_valueis_miraiis_mirai_erroris_mirai_interruptis_mirai_maplaunch_locallaunch_remotelocal_urlmake_clustermiraimirai_mapnextcodenextgetnextstreamon_daemonregister_serialremote_configrequire_daemonsserial_configssh_configstatusstop_clusterstop_miraiunresolved

Dependencies:nanonext

Communications Backend for R

Rendered fromv04-parallel.Rmdusinglitedown::vignetteon Jul 15 2025.

Last update: 2025-07-15
Started: 2025-07-15

Community FAQs

Rendered fromv06-questions.Rmdusinglitedown::vignetteon Jul 15 2025.

Last update: 2025-07-15
Started: 2025-07-15

For Package Authors

Rendered fromv05-packages.Rmdusinglitedown::vignetteon Jul 15 2025.

Last update: 2025-07-15
Started: 2025-07-15

mirai - Minimalist Async Evaluation Framework for R

Rendered frommirai.Rmdusinglitedown::vignetteon Jul 15 2025.

Last update: 2025-07-10
Started: 2023-10-06

Mirai Map

Rendered fromv01-map.Rmdusinglitedown::vignetteon Jul 15 2025.

Last update: 2025-07-15
Started: 2025-07-15

Promises - Shiny and Plumber

Rendered fromv02-promises.Rmdusinglitedown::vignetteon Jul 15 2025.

Last update: 2025-07-15
Started: 2025-07-15

Serialization - Arrow, ADBC, polars, torch

Rendered fromv03-serialization.Rmdusinglitedown::vignetteon Jul 15 2025.

Last update: 2025-07-15
Started: 2025-07-15