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future.apply: Apply Function to Elements in Parallel using Futures

Implementations of apply(), by(), eapply(), lapply(), Map(), .mapply(), mapply(), replicate(), sapply(), tapply(), and vapply() that can be resolved using any future-supported backend, e.g. parallel on the local machine or distributed on a compute cluster. These future_*apply() functions come with the same pros and cons as the corresponding base-R *apply() functions but with the additional feature of being able to be processed via the future framework <doi:10.32614/RJ-2021-048>.

Version: 1.11.3
Depends: R (≥ 3.2.0), future (≥ 1.28.0)
Imports: globals (≥ 0.16.1), parallel, utils
Suggests: datasets, stats, tools, listenv (≥ 0.8.0), R.rsp, markdown
Published: 2024-10-27
DOI: 10.32614/CRAN.package.future.apply
Author: Henrik Bengtsson ORCID iD [aut, cre, cph], R Core Team [cph, ctb]
Maintainer: Henrik Bengtsson <henrikb at braju.com>
BugReports: https://github.com/futureverse/future.apply/issues
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
URL: https://future.apply.futureverse.org, https://github.com/futureverse/future.apply
NeedsCompilation: no
Citation: future.apply citation info
Materials: NEWS
In views: HighPerformanceComputing
CRAN checks: future.apply results

Documentation:

Reference manual: future.apply.pdf
Vignettes: A Future for R: Apply Function to Elements in Parallel (source)

Downloads:

Package source: future.apply_1.11.3.tar.gz
Windows binaries: r-devel: future.apply_1.11.3.zip, r-release: future.apply_1.11.3.zip, r-oldrel: future.apply_1.11.3.zip
macOS binaries: r-release (arm64): future.apply_1.11.3.tgz, r-oldrel (arm64): future.apply_1.11.3.tgz, r-release (x86_64): future.apply_1.11.3.tgz, r-oldrel (x86_64): future.apply_1.11.3.tgz
Old sources: future.apply archive

Reverse dependencies:

Reverse depends: eCV, MAMS, xegaPopulation
Reverse imports: adestr, AIPW, alphaci, amadeus, ao, aroma.cn, ARPALData, BAMBI, BEKKs, bigDM, blavaan, bolasso, brms, calmr, canaper, clickR, ClustIRR, codalm, collinear, conformalInference.fd, conformalInference.multi, cSEM, deseats, dipsaus, disk.frame, doFuture, DQAstats, drtmle, dsos, EFAtools, EGAnet, epwshiftr, fitlandr, forecastML, fundiversity, futureverse, genBaRcode, geocmeans, GPCsign, gWQS, hackeRnews, hacksig, haldensify, hbamr, iml, incubate, iNEXT.beta3D, InPAS, isopam, JANE, kappaGold, kernelboot, keyATM, kmeRtone, LandComp, lava, lightr, LTFHPlus, MAI, malariaAtlas, mcmcensemble, mcp, missSBM, mlr3, mlr3summary, mrgsim.parallel, NetSimR, nixtlar, optic, optimLanduse, origami, OutSeekR, pavo, pgxRpi, phylolm, phylopath, PLNmodels, polle, portvine, powRICLPM, qape, QBMS, QDNAseq, qgcomp, qgcompint, rangeMapper, rBiasCorrection, readsdr, refineR, restriktor, robotstxt, rsi, RTransferEntropy, s3fs, scDiffCom, sctransform, semtree, Seurat, SeuratObject, sharp, Signac, signeR, SimDesign, simglm, sims, smoots, sNPLS, solitude, SPARSEMODr, spatialwarnings, sperrorest, spStack, steps, stppSim, supercells, targeted, TaxaNorm, tidySEM, tramvs, TreeMineR, tsdistributions, tsgarch, tsmarch, vital, winputall, XNAString, ycevo
Reverse suggests: altdoc, arkdb, bcmaps, bsitar, cvCovEst, DeclareDesign, EpiNow2, fabletools, ferrn, future.batchtools, future.callr, future.mirai, gstat, hero, hydroloom, inlinedocs, ivmte, LexFindR, lgr, marginaleffects, merTools, metasnf, mikropml, MineICA, mlr3db, modelsummary, nhdplusTools, OptimalGoldstandardDesigns, pbapply, PeakSegDisk, penaltyLearning, progressr, receptiviti, sdmTMB, sentopics, spaMM, stars, txshift, wildmeta

Linking:

Please use the canonical form https://CRAN.R-project.org/package=future.apply 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.