# -------------------------------------------- # CITATION file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # -------------------------------------------- cff-version: 1.2.0 message: 'To cite package "futurize" in publications use:' type: software license: Apache-2.0 title: 'futurize: Parallelize Common Functions via One Magic Function' version: 1.0.0 identifiers: - type: doi value: 10.32614/CRAN.package.futurize abstract: The futurize() function turns sequential map-reduce functions such as base::lapply(), purrr::map(), 'foreach::foreach() %do% ... ' into concurrent alternatives, providing you with a simple, straightforward path to scalable parallel computing via the 'future' ecosystem . By combining this transpiler function with R's native pipe operator, you have a convenient way for speeding up iterative computations with minimal refactoring, e.g. 'lapply(xs, fcn) |> futurize()', 'purrr::map(xs, fcn) |> futurize()', and 'foreach::foreach(x = xs) %do% fcn(x) |> futurize()'. Other map-reduce packages that can be "futurized" are 'BiocParallel', 'plyr', 'crossmap', 'pbapply' packages. There is also support for a growing set of domain-specific packages on CRAN (e.g. 'boot', 'caret', 'DiceKriging', 'ez', 'fgsea', 'fwb', 'gamlss', 'glmmTMB', 'glmnet', 'kernelshap', 'lme4', 'metafor', 'mgcv', 'modelsummary', 'parameters', 'partykit', 'pls', 'pvclust', 'riskRegression', 'rugarch', 'sandwich', 'seriation', 'shapr', 'Sim.DiffProc', 'SimDesign', 'stars', 'strucchange', 'SuperLearner', 'tm', 'TSP', and 'vegan') and on Bioconductor (e.g. 'DESeq2', 'GenomicAlignments', 'GSVA', 'Rsamtools', 'scater', 'scuttle', 'SingleCellExperiment', and 'sva'). authors: - family-names: Bengtsson given-names: Henrik email: henrikb@braju.com orcid: https://orcid.org/0000-0002-7579-5165 preferred-citation: type: generic title: A Unified Approach to Concurrent, Parallel Map-Reduce in R using Futures authors: - family-names: Bengtsson given-names: Henrik email: henrikb@braju.com orcid: https://orcid.org/0000-0002-7579-5165 year: '2026' url: https://arxiv.org/abs/2601.17578 repository: https://cran.r-universe.dev repository-code: https://github.com/futureverse/futurize commit: 224731a3d902557b2ac2d792f62166dd073dadde url: https://futurize.futureverse.org date-released: '2026-06-12' contact: - family-names: Bengtsson given-names: Henrik email: henrikb@braju.com orcid: https://orcid.org/0000-0002-7579-5165 references: - type: article title: A Unifying Framework for Parallel and Distributed Processing in R using Futures authors: - family-names: Bengtsson given-names: Henrik year: '2021' journal: The R Journal doi: 10.32614/RJ-2021-048 url: https://doi.org/10.32614/RJ-2021-048 volume: '13' issue: '2' start: '208' end: '227'