{ "_id": "6ab9696f99f7aa8c6aa3aa24", "Package": "workflows", "Title": "Modeling Workflows", "Version": "1.3.0.9000", "Authors@R": "c(\nperson(\"Davis\", \"Vaughan\", , \"davis@posit.co\", role = \"aut\"),\nperson(\"Simon\", \"Couch\", , \"simon.couch@posit.co\", role = \"aut\",\ncomment = c(ORCID = \"0000-0001-5676-5107\")),\nperson(\"Hannah\", \"Frick\", , \"hannah@posit.co\", role = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0002-6049-5258\")),\nperson(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\"),\ncomment = c(ROR = \"03wc8by49\"))\n)", "Description": "Managing both a 'parsnip' model and a preprocessor, such\nas a model formula or recipe from 'recipes', can often be\nchallenging. The goal of 'workflows' is to streamline this\nprocess by bundling the model alongside the preprocessor, all\nwithin the same object.", "License": "MIT + file LICENSE", "URL": "https://github.com/tidymodels/workflows,\nhttps://workflows.tidymodels.org", "BugReports": "https://github.com/tidymodels/workflows/issues", "VignetteBuilder": "knitr", "Config/Needs/website": "dplyr, ggplot2, tidyr, tidyverse/tidytemplate,\nyardstick", "Config/testthat/edition": "3", "Config/usethis/last-upkeep": "2025-04-25", "Encoding": "UTF-8", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.2", "Config/pak/sysreqs": "libicu-dev", "Repository": "https://tidymodels.r-universe.dev", "Date/Publication": "2026-09-17 16:20:57 UTC", "RemoteUrl": "https://github.com/tidymodels/workflows", "RemoteRef": "HEAD", "RemoteSha": "21ef53f482aef03558f7b828d990918899aa0fc2", "NeedsCompilation": "no", "Packaged": { "Date": "2026-09-27 18:55:23 UTC", "User": "root" }, "Author": "Davis Vaughan [aut],\nSimon Couch [aut] (ORCID: ),\nHannah Frick [aut, cre] (ORCID:\n),\nPosit Software, PBC [cph, fnd] (ROR: )", "Maintainer": "Hannah Frick ", "_user": "tidymodels", "_type": "src", "_file": "workflows_1.3.0.9000.tar.gz", "_fileid": "https://r2.ropensci.org/0f1f3b78a81d6c88cc32e4b635253133f6176dc81a4dd1e0deec0c229d6fbd79", "_filesize": 287600, "_sha256": "0f1f3b78a81d6c88cc32e4b635253133f6176dc81a4dd1e0deec0c229d6fbd79", "_expires": "2027-01-05T19:07:25.000Z", "_created": "2026-09-27T18:55:23.000Z", "_published": "2026-09-27T19:07:27.672Z", "_jobs": [ { "job": 108685077433, "time": 213, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "10939527242" }, { "job": 108685077448, "time": 188, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "10939296785" }, { "job": 108685077397, "time": 88, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "10939462050" }, { "job": 108685077435, "time": 143, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "10939846718" }, { "job": 108684430041, "time": 220, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "10939486327" }, { "job": 108685077402, "time": 134, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "10939143239" }, { "job": 108685077490, "time": 123, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "10939024305" }, { "job": 108685077428, "time": 117, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "10939636836" }, { "job": 108685077499, "time": 126, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "10939830942" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/tidymodels/actions/runs/36342169382", "_status": "success", "_upstream": "https://github.com/tidymodels/workflows", "_commit": { "id": "21ef53f482aef03558f7b828d990918899aa0fc2", "author": "Emil Hvitfeldt ", "committer": "GitHub ", "message": "check CI runs clean (#316)\n\n* check CI runs clean\n\n* Update snapshot for new dials/vctrs duplicate-id error message", "time": 1789662057 }, "_maintainer": { "name": "Hannah Frick", "email": "hannah@posit.co", "login": "hfrick", "mastodon": "@hfrick@mastodon.social", "bluesky": "@frick.ws", "description": "tidymodels team", "uuid": 12950918, "orcid": "0000-0002-6049-5258" }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.1", "role": "Depends" }, { "package": "cli", "version": ">= 3.3.0", "role": "Imports" }, { "package": "generics", "version": ">= 0.1.2", "role": "Imports" }, { "package": "glue", "version": ">= 1.6.2", "role": "Imports" }, { "package": "hardhat", "version": ">= 1.4.2", "role": "Imports" }, { "package": "lifecycle", "version": ">= 1.0.3", "role": "Imports" }, { "package": "modelenv", "version": ">= 0.1.0", "role": "Imports" }, { "package": "parsnip", "version": ">= 1.2.1.9000", "role": "Imports" }, { "package": "recipes", "version": ">= 1.0.10.9000", "role": "Imports" }, { "package": "rlang", "version": ">= 1.1.0", "role": "Imports" }, { "package": "sparsevctrs", "version": ">= 0.1.0.9003", "role": "Imports" }, { "package": "tidyselect", "version": ">= 1.2.0", "role": "Imports" }, { "package": "vctrs", "version": ">= 0.4.1", "role": "Imports" }, { "package": "withr", "role": "Imports" }, { "package": "butcher", "version": ">= 0.2.0", "role": "Suggests" }, { "package": "covr", "role": "Suggests" }, { "package": "dials", "version": ">= 1.0.0", "role": "Suggests" }, { "package": "glmnet", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "magrittr", "role": "Suggests" }, { "package": "Matrix", "role": "Suggests" }, { "package": "methods", "role": "Suggests" }, { "package": "modeldata", "version": ">= 1.0.0", "role": "Suggests" }, { "package": "probably", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "tailor", "version": ">= 0.1.0", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" } ], "_owner": "tidymodels", "_selfowned": true, "_usedby": 56, "_updates": [ { "week": "2025-46", "n": 1 }, { "week": "2026-38", "n": 1 } ], "_tags": [], "_stars": 211, "_contributors": [ { "user": "davisvaughan", "count": 300, "uuid": 19150088 }, { "user": "hfrick", "count": 99, "uuid": 12950918 }, { "user": "simonpcouch", "count": 89, "uuid": 35748691 }, { "user": "emilhvitfeldt", "count": 83, "uuid": 14034784 }, { "user": "topepo", "count": 13, "uuid": 5731043 }, { "user": "juliasilge", "count": 9, "uuid": 12505835 }, { "user": "brshallo", "count": 1, "uuid": 30487784 }, { "user": "collinberke", "count": 1, "uuid": 32435546 }, { "user": "gaborcsardi", "count": 1, "uuid": 660288 }, { "user": "jeroenjanssens", "count": 1, "uuid": 1368256 } ], "_userbio": { "uuid": 29100987, "type": "organization", "name": "tidymodels", "followers": 573 }, "_downloads": { "count": 30902, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/workflows" }, "_devurl": "https://github.com/tidymodels/workflows", "_pkgdown": "https://workflows.tidymodels.org", "_searchresults": 1596, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/manual.pdf", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "extra/workflows.html", "LICENSE" ], "_homeurl": "https://github.com/tidymodels/workflows", "_realowner": "tidymodels", "_cranurl": true, "_releases": [ { "version": "0.1.0", "date": "2019-12-30" }, { "version": "0.1.1", "date": "2020-03-17" }, { "version": "0.1.2", "date": "2020-07-07" }, { "version": "0.1.3", "date": "2020-08-10" }, { "version": "0.2.0", "date": "2020-09-15" }, { "version": "0.2.1", "date": "2020-10-08" }, { "version": "0.2.2", "date": "2021-03-10" }, { "version": "0.2.3", "date": "2021-07-16" }, { "version": "0.2.4", "date": "2021-10-12" }, { "version": "0.2.5", "date": "2022-03-17" }, { "version": "0.2.6", "date": "2022-03-18" }, { "version": "1.0.0", "date": "2022-07-05" }, { "version": "1.1.0", "date": "2022-09-26" }, { "version": "1.1.2", "date": "2022-11-16" }, { "version": "1.1.3", "date": "2023-02-22" }, { "version": "1.1.4", "date": "2024-02-19" }, { "version": "1.2.0", "date": "2025-02-19" }, { "version": "1.3.0", "date": "2025-08-27" } ], "_exports": [ ".fit_finalize", ".fit_model", ".fit_post", ".fit_pre", ".workflow_postprocessor_requires_fit", "add_case_weights", "add_formula", "add_model", "add_recipe", "add_tailor", "add_variables", "control_workflow", "extract_fit_engine", "extract_fit_parsnip", "extract_fit_time", "extract_mold", "extract_parameter_dials", "extract_parameter_set_dials", "extract_postprocessor", "extract_preprocessor", "extract_recipe", "extract_spec_parsnip", "extract_tailor", "fit", "is_trained_workflow", "pull_workflow_fit", "pull_workflow_mold", "pull_workflow_prepped_recipe", "pull_workflow_preprocessor", "pull_workflow_spec", "remove_case_weights", "remove_formula", "remove_model", "remove_recipe", "remove_tailor", "remove_variables", "required_pkgs", "update_case_weights", "update_formula", "update_model", "update_recipe", "update_tailor", "update_variables", "workflow", "workflow_variables" ], "_help": [ { "page": "add_case_weights", "title": "Add case weights to a workflow", "topics": [ "add_case_weights", "remove_case_weights", "update_case_weights" ] }, { "page": "add_formula", "title": "Add formula terms to a workflow", "topics": [ "add_formula", "remove_formula", "update_formula" ] }, { "page": "add_model", "title": "Add a model to a workflow", "topics": [ "add_model", "remove_model", "update_model" ] }, { "page": "add_recipe", "title": "Add a recipe to a workflow", "topics": [ "add_recipe", "remove_recipe", "update_recipe" ] }, { "page": "add_tailor", "title": "Add a tailor to a workflow", "topics": [ "add_tailor", "remove_tailor", "update_tailor" ] }, { "page": "add_variables", "title": "Add variables to a workflow", "topics": [ "add_variables", "remove_variables", "update_variables", "workflow_variables" ] }, { "page": "augment.workflow", "title": "Augment data with predictions", "topics": [ "augment.workflow" ] }, { "page": "control_workflow", "title": "Control object for a workflow", "topics": [ "control_workflow" ] }, { "page": "extract-workflow", "title": "Extract elements of a workflow", "topics": [ "extract-workflow", "extract_fit_engine.workflow", "extract_fit_parsnip.workflow", "extract_fit_time.workflow", "extract_mold.workflow", "extract_parameter_dials.workflow", "extract_parameter_set_dials.workflow", "extract_postprocessor.workflow", "extract_preprocessor.workflow", "extract_recipe.workflow", "extract_spec_parsnip.workflow", "extract_tailor.workflow" ] }, { "page": "fit-workflow", "title": "Fit a workflow object", "topics": [ "fit-workflow", "fit.workflow" ] }, { "page": "glance.workflow", "title": "Glance at a workflow model", "topics": [ "glance.workflow" ] }, { "page": "is_trained_workflow", "title": "Determine if a workflow has been trained", "topics": [ "is_trained_workflow" ] }, { "page": "predict-workflow", "title": "Predict from a workflow", "topics": [ "predict-workflow", "predict.workflow" ] }, { "page": "tidy.workflow", "title": "Tidy a workflow", "topics": [ "tidy.workflow" ] }, { "page": "workflow", "title": "Create a workflow", "topics": [ "workflow" ] }, { "page": "workflow-butcher", "title": "Butcher methods for a workflow", "topics": [ "axe_call.workflow", "axe_ctrl.workflow", "axe_data.workflow", "axe_env.workflow", "axe_fitted.workflow", "workflow-butcher" ] } ], "_pkglogo": "https://github.com/tidymodels/workflows/raw/HEAD/man/figures/logo.png", "_readme": "https://github.com/tidymodels/workflows/raw/HEAD/README.md", "_rundeps": [ "class", "cli", "clock", "codetools", "cpp11", "data.table", "diagram", "digest", "dplyr", "farver", "future", "future.apply", "generics", "ggplot2", "globals", "glue", "gower", "gtable", "hardhat", "ipred", "isoband", "KernSmooth", "labeling", "lattice", "lava", "lifecycle", "listenv", "lubridate", "magrittr", "MASS", "Matrix", "modelenv", "nnet", "numDeriv", "parallelly", "parsnip", "pillar", "pkgconfig", "prettyunits", "prodlim", "progressr", "purrr", "R6", "RColorBrewer", "Rcpp", "recipes", "rlang", "rpart", "S7", "scales", "shape", "sparsevctrs", "SQUAREM", "stringi", "stringr", "survival", "tibble", "tidyr", "tidyselect", "timechange", "timeDate", "tzdb", "utf8", "vctrs", "viridisLite", "withr" ], "_vignettes": [ { "source": "stages.Rmd", "filename": "stages.html", "title": "Workflow Stages", "engine": "knitr::rmarkdown", "headings": [ "Pre-processing", "Model Fitting", "Post-processing" ], "created": "2019-11-25 15:31:36", "modified": "2025-08-19 13:35:32", "commits": 6 } ], "_score": 13.19685372166797, "_indexed": true, "_nocasepkg": "workflows", "_universes": [ "tidymodels", "hfrick" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.3.0.9000", "date": "2026-09-27T18:58:32.000Z", "distro": "resolute", "commit": "21ef53f482aef03558f7b828d990918899aa0fc2", "fileid": "https://r2.ropensci.org/c0fb1b81b7edfe712928cd249f0ce56c28c154abb541312a99c56a7424c8411a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/36342169382" }, { "r": "4.6.1", "os": "linux", "version": "1.3.0.9000", "date": "2026-09-27T18:58:06.000Z", "distro": "resolute", "commit": "21ef53f482aef03558f7b828d990918899aa0fc2", "fileid": "https://r2.ropensci.org/6d439304aeafbd53bcdbb5b0b78557e1e5bd7b0c338ecd55b3da9d725ca4e77d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/36342169382" }, { "r": "4.5.3", "os": "mac", "version": "1.3.0.9000", "date": "2026-09-27T19:05:35.000Z", "commit": "21ef53f482aef03558f7b828d990918899aa0fc2", "fileid": "https://r2.ropensci.org/678db6a92b1e3c0396c831c70f51fd80c3ba51fb266a092ff24d74560ef88b6d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/36342169382" }, { "r": "4.6.1", "os": "mac", "version": "1.3.0.9000", "date": "2026-09-27T19:06:18.000Z", "commit": "21ef53f482aef03558f7b828d990918899aa0fc2", "fileid": "https://r2.ropensci.org/f193c3cc4f9c688e5609e79210065e46d6e7d6652be51dd3a302d4e2fe500558", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/36342169382" }, { "r": "4.6.0", "os": "wasm", "version": "1.3.0.9000", "date": "2026-09-27T18:57:59.000Z", "commit": "21ef53f482aef03558f7b828d990918899aa0fc2", "fileid": "https://r2.ropensci.org/3c88fd4a88deed9bd3cb84908989c45cc7c51a60024455ff220fbe9cc74c2986", "status": "success", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/36342169382" }, { "r": "4.7.0", "os": "win", "version": "1.3.0.9000", "date": "2026-09-27T18:57:01.000Z", "commit": "21ef53f482aef03558f7b828d990918899aa0fc2", "fileid": "https://r2.ropensci.org/0a5027dc4a7dfcc3693390ca0d717c9657ba344ae927f70cb8738ec6c8965ffe", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/36342169382" }, { "r": "4.5.3", "os": "win", "version": "1.3.0.9000", "date": "2026-09-27T18:56:44.000Z", "commit": "21ef53f482aef03558f7b828d990918899aa0fc2", "fileid": "https://r2.ropensci.org/337664e2b7eeba4d51e96907efcc3474e2dbdf3aba753d2c556d885a4bb1391d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/36342169382" }, { "r": "4.6.1", "os": "win", "version": "1.3.0.9000", "date": "2026-09-27T18:56:58.000Z", "commit": "21ef53f482aef03558f7b828d990918899aa0fc2", "fileid": "https://r2.ropensci.org/cd466c292f236157cefe1c9b7408fbbc5730a5826fc5dfbe564ce6f5fcadc281", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/36342169382" } ] }