Adding Progress Bar to '*apply' Functions

A lightweight package that adds progress bar to vectorized R functions ('*apply'). The implementation can easily be added to functions where showing the progress is useful (e.g. bootstrap). The type and style of the progress bar (with percentages or remaining time) can be set through options. Supports several parallel processing backends including mirai and future.


Reference manual

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install.packages("pbapply")

1.7-5 by Peter Solymos, 2 months ago


https://github.com/psolymos/pbapply, https://peter.solymos.org/pbapply/


Report a bug at https://github.com/psolymos/pbapply/issues


Browse source code at https://github.com/cran/pbapply


Authors: Peter Solymos [aut, cre] (ORCID: , Zygmunt Zawadzki [aut] , Henrik Bengtsson [ctb] , R Core Team [cph, ctb]


Documentation:   PDF Manual  


GPL (>= 2) license


Imports parallel

Suggests shiny, future, future.apply


Imported by APCinteraction, AmpGram, BEKKs, BayesFactor, BetaPASS, BootstrapTests, CAESAR.Suite, CFO, CancerGram, CliquePercolation, CoalescentPhylo, CondCopulas, DBTC, DEET, DEmixR, DMCfun, DynForest, Ecume, ElliptCopulas, GCalignR, GGMncv, GSEMA, HDSpatialScan, HYPEtools, IDF, Infusion, InterpolateR, Iscores, LexisNexisTools, MACER, MMDCopula, MRFcov, MorphoRegions, MortalityGaps, MortalityLaws, MultiSEp, NetworkToolbox, OSMscale, PCRedux, PRDA, PRECAST, ProFAST, PsyMetricTools, PubMatrixR, RFmerge, RFplus, RGCCA, RRgeo, RandomForestsGLS, ResourceSelection, Rraven, Rtrack, SAMtool, SCORPION, SEIRfansy, SEMgraph, SamplingStrata, Seurat, Signac, SimDesign, SimEngine, SkeletalVis, SmCCNet, Surrogate, TCA, TIGERr, Unico, VSOLassoBag, VecDep, acousticTS, activity, animl, antaresEditObject, antaresRead, apm, autoFC, bSims, badp, basemaps, bbreg, bdsm, betaselectr, blackbox, bootnet, caretEnsemble, cfda, citcdf, clarify, coFAST, corpustools, corto, crossurr, csemTools, curvir, dRiftDM, datamedios, ddecompose, densityratio, did, dyngen, eRTG3D, eam, easieRnmt, easyVerification, epiphy, epm, exhaustiveRasch, extremeStat, eyetools, factorEx, faoutlier, fastTopics, fitPS, flightsbr, flipr, fossilbrush, ftDK, funStatTest, fwb, gcite, gdm, gerbil, glmmSeq, gmvarkit, gwrf, hero, hollr, hydroloom, hypervolume, iPRISM, idiolect, jrSiCKLSNMF, kernelPhil, letsHerp, letsRept, libbib, linkspotter, manymome, metafor, mirt, mirtCAT, missoNet, mixpoissonreg, mldr.resampling, modelbpp, modnets, morphErr, multiDEGGs, multiSA, mvDFA, mvMORPH, neonUtilities, nhdplusTools, nodeSub, ontoFAST, palaeoverse, partR2, permimp, pmcalibration, pminternal, polmineR, portfolioBacktest, power4mome, powerNLSEM, powerbrmsINLA, predictionInterval, psychonetrics, ptetools, puremoe, pvars, qgraph, qsub, qte, rPanglaoDB, racademyocean, ractivecampaign, rangeBuilder, rangr, rappleads, rdwd, regextable, retriever, rfacebookstat, rgoogleads, ri2, rifreg, rlinkedinads, rollout, rphylopic, rplec, rptR, rytstat, sNPLS, saeRobust, scCustomize, scMappR, scR, semfindr, semlbci, semlrtp, seqwrap, sfa, sim.BA, sirt, slopes, smacpod, smerc, spaMM, spant, speccurvieR, sstvars, stplanr, strap, svars, swaRmverse, textpress, transforEmotion, twosigma, uGMAR, ubms, uci, ungroup, varycoef, warbleR, wosr, wqspt.

Depended on by BRISC, BSPADATA, detect, frequencyConnectedness, opticut, spectral, success.

Suggested by BuyseTest, EGAnet, FSelectorRcpp, GenomeAdmixR, HelpersMG, LMMstar, MSEtool, MiscMetabar, PosiR, ProfileLadder, RuHere, berryFunctions, camtrapR, chromConverter, cleangeo, confidenceSim, conformalInference.fd, copCAR, densitr, dsims, dtaudit, embryogrowth, ethnobotanyR, eyetrackingR, featR, futurize, gtDesign, gtfsrouter, krippendorffsalpha, lavaSearch2, leidenAlg, mable, marginaleffects, nestedcv, ngspatial, pct, phenology, predictNMB, raceland, rbreak, registr, rnaturalearth, rscopus, sf, sklarsomega, sonicscrewdriver, stars, unmarked, vimixr, zebu.


See at CRAN