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mirai: Minimalist Async Evaluation Framework for R

Evaluates R expressions asynchronously and in parallel, locally or distributed across networks. An official parallel cluster type for R. Built on 'nanonext' and 'NNG', its non-polling, event-driven architecture scales from a laptop to thousands of processes across high-performance computing clusters and cloud platforms. Features FIFO scheduling with task cancellation, promises for reactive programming, 'OpenTelemetry' distributed tracing, and custom serialization for cross-language data types.

Version: 2.6.0
Depends: R (≥ 3.6)
Imports: nanonext (≥ 1.8.0)
Suggests: cli, litedown, otel, otelsdk, secretbase
Enhances: parallel, promises
Published: 2026-02-13
DOI: 10.32614/CRAN.package.mirai
Author: Charlie Gao ORCID iD [aut, cre], Joe Cheng [ctb], Posit Software, PBC ROR ID [cph, fnd], Hibiki AI Limited [cph]
Maintainer: Charlie Gao <charlie.gao at posit.co>
BugReports: https://github.com/r-lib/mirai/issues
License: MIT + file LICENSE
URL: https://mirai.r-lib.org, https://github.com/r-lib/mirai
NeedsCompilation: no
Materials: README, NEWS
In views: HighPerformanceComputing
CRAN checks: mirai results

Documentation:

Reference manual: mirai.html , mirai.pdf
Vignettes: mirai - Quick Reference (source)
mirai - Reference Manual (source)
mirai - Promises (Shiny and Plumber) (source)
mirai - Serialization (Arrow, ADBC, polars, torch) (source)
mirai - Communications Backend for R (source)
mirai - OpenTelemetry (source)
mirai - For Package Authors (source)
mirai - Community FAQs (source)

Downloads:

Package source: mirai_2.6.0.tar.gz
Windows binaries: r-devel: mirai_2.6.0.zip, r-release: mirai_2.6.0.zip, r-oldrel: mirai_2.6.0.zip
macOS binaries: r-release (arm64): mirai_2.6.0.tgz, r-oldrel (arm64): mirai_2.6.0.tgz, r-release (x86_64): mirai_2.6.0.tgz, r-oldrel (x86_64): mirai_2.6.0.tgz
Old sources: mirai archive

Reverse dependencies:

Reverse imports: bakerrr, bregr, CBTF, chopin, crew, dRiftDM, flownet, future.mirai, GeomArchetypal, gratia, invivoPKfit, kinesis, mlr3, pliman, ragnar, reqres, rush, slideimp, synthReturn, worldmet, xplainfi
Reverse suggests: bbotk, brms, evsim, filibustr, important, kuzco, logger, mlr3fselect, mlr3hyperband, mlr3learners, mlr3mbo, mlr3misc, mlr3tuning, opusreader2, plumber2, promises, purrr, ravepipeline, routr, shiny, shinyOAuth, shinyscholar, teal, TrialSimulator, tune

Linking:

Please use the canonical form https://CRAN.R-project.org/package=mirai to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.