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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:1.20.1
Depends:R (≥ 3.2.0),future (≥ 1.49.0)
Imports:globals, parallel, utils
Suggests:datasets, stats, tools,listenv,R.rsp,markdown
Published:2025-12-09
DOI:10.32614/CRAN.package.future.apply
Author:Henrik BengtssonORCID 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
Language:en-US
Citation:future.apply citation info
Materials:NEWS
In views:HighPerformanceComputing
CRAN checks:future.apply results

Documentation:

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

Downloads:

Package source: future.apply_1.20.1.tar.gz
Windows binaries: r-devel:future.apply_1.20.1.zip, r-release:future.apply_1.20.1.zip, r-oldrel:future.apply_1.20.1.zip
macOS binaries: r-release (arm64):future.apply_1.20.1.tgz, r-oldrel (arm64):future.apply_1.20.1.tgz, r-release (x86_64):future.apply_1.20.1.tgz, r-oldrel (x86_64):future.apply_1.20.1.tgz
Old sources: future.apply archive

Reverse dependencies:

Reverse depends:eCV,GeoModels,LipidMS,MAMS,xegaPopulation
Reverse imports:adestr,AIPW,ao,ARCHISSUR,aroma.cn,BAMBI,bayesSSM,bbknnR,BEKKs,bigDM,blavaan,bolasso,brms,bspcov,calmr,canaper,chopin,clickR,ClustIRR,codalm,collinear,conformalInference.fd,conformalInference.multi,cSEM,deseats,dipsaus,disk.frame,distantia,doFuture,DQAstats,DRPT,drtmle,dsos,DTEAssurance,e2tree,EconCausal,EFAtools,EGAnet,fastbioclim,FastJM,FDOTT,fect,fitlandr,flassomsm,forecastML,FracFixR,fundiversity,futureverse,gammaFuncModel,genBaRcode,geocmeans,geohabnet,geomeTriD,GPCsign,gWQS,haldensify,hbamr,iml,incubate,iNEXT.beta3D,ino,InPAS,InterpolateR,isopam,ivd,IVPP,jackknifeR,JANE,jpinfect,kappaGold,kernelboot,keyATM,kmeRtone,LandComp,lava,lightr,LLMR,LTFGRS,LTFHPlus,MAI,malariaAtlas,mcmcensemble,mcp,MDCcure,missSBM,mlr3,mlr3summary,modeltuning,modernBoot,mrgsim.parallel,mrIML,nestedcv,NetSimR,neuroim2,nixtlar,oeli,opImputation,optic,optimLanduse,origami,outliers.ts.oga,OutSeekR,PAMpal,PAMscapes,pavo,pgxRpi,phylolm,phylopath,PLNmodels,polle,portvine,powRICLPM,qape,QBMS,qbrms,QDNAseq,qgcomp,qgcompint,rangeMapper,rBiasCorrection,readsdr,readyomics,recforest,refineR,restriktor,robotstxt,rSDR,rsi,Rsolnp,RTransferEntropy,s3fs,scDiffCom,scStability,sctransform,SDModels,semtree,seqHMM,SEQTaRget,Seurat,SeuratObject,shapr,sharp,Signac,signeR,SimDesign,simglm,sims,smoots,sNPLS,socialSim,solitude,spatialwarnings,sperrorest,spNetwork,spStack,steps,stppSim,supercells,targeted,TaxaNorm,tidySEM,Tivy,tramvs,TreeMineR,tsdistributions,tsgarch,tsissm,tsmarch,winputall,wizaRdry,wqspt,ycevo
Reverse suggests:AgePopDenom,altdoc,arkdb,BayesianMCPMod,bcmaps,bigPLSR,bsitar,cellGeometry,CimpleG,ctsem,cvCovEst,DAISIE,datefixR,DeclareDesign,detectXOR,EpiNow2,fabletools,ferrn,future.batchtools,future.callr,future.mirai,fwb,gstat,hero,hydroloom,important,inlinedocs,ivmte,LexFindR,lgr,marginaleffects,merTools,metasnf,mikropml,MineICA,mlr3db,modelsummary,nhdplusTools,normref,pbapply,PeakSegDisk,penaltyLearning,phyr,powergrid,progressr,ravepipeline,receptiviti,rgeomorphon,SCGLR,sdmTMB,SelectBoost.beta,SelectBoost.gamlss,sentopics,SFHNV,spaMM,stars,stenographer,svycoxme,svytest,tune,txshift,vital,wildmeta

Linking:

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