{
  "_id": "6a101990acfb0bcc41c86045",
  "Package": "workflowsets",
  "Title": "Create a Collection of 'tidymodels' Workflows",
  "Version": "1.1.1.9000",
  "Authors@R": "c(\nperson(\"Hannah\", \"Frick\", , \"hannah@posit.co\", role =c(\"aut\", \"cre\"),\ncomment = c(ORCID =  \"0000-0002-6049-5258\")),\nperson(\"Max\", \"Kuhn\", , \"max@posit.co\", role = \"aut\",\ncomment = c(ORCID = \"0000-0003-2402-136X\")),\nperson(\"Simon\", \"Couch\", , \"simon.couch@posit.co\", role = \"aut\",\ncomment = c(ORCID = \"0000-0001-5676-5107\")),\nperson(\"Posit Software, PBC\", role = c(\"cph\", \"fnd\"),\ncomment = c(ROR = \"03wc8by49\"))\n)",
  "Description": "A workflow is a combination of a model and preprocessors\n(e.g, a formula, recipe, etc.) (Kuhn and Silge (2021)\n<https://www.tmwr.org/>). In order to try different\ncombinations of these, an object can be created that contains\nmany workflows. There are functions to create workflows en\nmasse as well as training them and visualizing the results.",
  "License": "MIT + file LICENSE",
  "URL": "https://github.com/tidymodels/workflowsets,\nhttps://workflowsets.tidymodels.org",
  "BugReports": "https://github.com/tidymodels/workflowsets/issues",
  "VignetteBuilder": "knitr",
  "Config/Needs/website": "discrim, rpart, mda, klaR, earth, tidymodels,\ntidyverse/tidytemplate",
  "Config/testthat/edition": "3",
  "Config/usethis/last-upkeep": "2025-04-25",
  "Encoding": "UTF-8",
  "Language": "en-US",
  "LazyData": "true",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.3",
  "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev",
  "Repository": "https://tidymodels.r-universe.dev",
  "Date/Publication": "2026-02-24 14:09:26 UTC",
  "RemoteUrl": "https://github.com/tidymodels/workflowsets",
  "RemoteRef": "HEAD",
  "RemoteSha": "963b5d08554ded2e92242f28d1db7f8ae805424a",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-14 15:34:37 UTC",
    "User": "root"
  },
  "Author": "Hannah Frick [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-6049-5258>),\nMax Kuhn [aut] (ORCID: <https://orcid.org/0000-0003-2402-136X>),\nSimon Couch [aut] (ORCID: <https://orcid.org/0000-0001-5676-5107>),\nPosit Software, PBC [cph, fnd] (ROR: <https://ror.org/03wc8by49>)",
  "Maintainer": "Hannah Frick <hannah@posit.co>",
  "MD5sum": "08f4e2d1ec7570ddc875abb477554734",
  "_user": "tidymodels",
  "_type": "src",
  "_file": "workflowsets_1.1.1.9000.tar.gz",
  "_fileid": "d9d8ef11d3d97b04952050103daa6d9927a779ae8f88fdb994cd4c905e8d0177",
  "_filesize": 599796,
  "_sha256": "d9d8ef11d3d97b04952050103daa6d9927a779ae8f88fdb994cd4c905e8d0177",
  "_created": "2026-05-14T15:34:37.000Z",
  "_published": "2026-05-22T08:53:36.650Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77347369212,
      "time": 242,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6998224981"
    },
    {
      "job": 77347369068,
      "time": 220,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6998214849"
    },
    {
      "job": 77347369336,
      "time": 139,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6998310607"
    },
    {
      "job": 77347369244,
      "time": 135,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6998314167"
    },
    {
      "job": 77347368731,
      "time": 308,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6998131114"
    },
    {
      "job": 77347368572,
      "time": 141,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7156603868"
    },
    {
      "job": 77347368804,
      "time": 191,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6998204348"
    },
    {
      "job": 77347369242,
      "time": 184,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6998201438"
    },
    {
      "job": 77347369498,
      "time": 209,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6998211380"
    }
  ],
  "_buildurl": "https://github.com/r-universe/tidymodels/actions/runs/25868933814",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/tidymodels/workflowsets",
  "_commit": {
    "id": "963b5d08554ded2e92242f28d1db7f8ae805424a",
    "author": "Hannah Frick <hfrick@users.noreply.github.com>",
    "committer": "GitHub <noreply@github.com>",
    "message": "Merge pull request #186 from tidymodels/roxygen2-7-3-3\n\nupdate roxygen2 version",
    "time": 1771942166
  },
  "_maintainer": {
    "name": "Hannah Frick",
    "email": "hannah@posit.co",
    "login": "hfrick",
    "mastodon": "@hfrick@mastodon.social",
    "bluesky": "@frick.ws",
    "uuid": 12950918,
    "orcid": "0000-0002-6049-5258"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.1",
      "role": "Depends"
    },
    {
      "package": "cli",
      "role": "Imports"
    },
    {
      "package": "dplyr",
      "version": ">= 1.0.0",
      "role": "Imports"
    },
    {
      "package": "generics",
      "version": ">= 0.1.2",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "hardhat",
      "version": ">= 1.2.0",
      "role": "Imports"
    },
    {
      "package": "lifecycle",
      "version": ">= 1.0.0",
      "role": "Imports"
    },
    {
      "package": "parsnip",
      "version": ">= 1.2.1",
      "role": "Imports"
    },
    {
      "package": "pillar",
      "version": ">= 1.7.0",
      "role": "Imports"
    },
    {
      "package": "prettyunits",
      "role": "Imports"
    },
    {
      "package": "purrr",
      "role": "Imports"
    },
    {
      "package": "rlang",
      "version": ">= 1.1.0",
      "role": "Imports"
    },
    {
      "package": "rsample",
      "version": ">= 0.0.9",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "tibble",
      "version": ">= 3.1.0",
      "role": "Imports"
    },
    {
      "package": "tidyr",
      "role": "Imports"
    },
    {
      "package": "tune",
      "version": ">= 1.2.0",
      "role": "Imports"
    },
    {
      "package": "vctrs",
      "role": "Imports"
    },
    {
      "package": "withr",
      "role": "Imports"
    },
    {
      "package": "workflows",
      "version": ">= 1.1.4",
      "role": "Imports"
    },
    {
      "package": "covr",
      "role": "Suggests"
    },
    {
      "package": "dials",
      "version": ">= 0.1.0",
      "role": "Suggests"
    },
    {
      "package": "finetune",
      "role": "Suggests"
    },
    {
      "package": "kknn",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "modeldata",
      "role": "Suggests"
    },
    {
      "package": "recipes",
      "version": ">= 1.1.0",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "spelling",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    },
    {
      "package": "tidyclust",
      "role": "Suggests"
    },
    {
      "package": "yardstick",
      "version": ">= 1.3.0",
      "role": "Suggests"
    }
  ],
  "_owner": "tidymodels",
  "_selfowned": true,
  "_usedby": 19,
  "_updates": [
    {
      "week": "2025-21",
      "n": 2
    },
    {
      "week": "2025-22",
      "n": 2
    },
    {
      "week": "2025-36",
      "n": 2
    },
    {
      "week": "2025-46",
      "n": 1
    },
    {
      "week": "2026-09",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "v1.1.1",
      "date": "2025-05-28"
    }
  ],
  "_stars": 97,
  "_contributors": [
    {
      "user": "topepo",
      "count": 167,
      "uuid": 5731043
    },
    {
      "user": "simonpcouch",
      "count": 118,
      "uuid": 35748691
    },
    {
      "user": "hfrick",
      "count": 41,
      "uuid": 12950918
    },
    {
      "user": "davisvaughan",
      "count": 12,
      "uuid": 19150088
    },
    {
      "user": "juliasilge",
      "count": 7,
      "uuid": 12505835
    },
    {
      "user": "emilhvitfeldt",
      "count": 1,
      "uuid": 14034784
    },
    {
      "user": "gaborcsardi",
      "count": 1,
      "uuid": 660288
    },
    {
      "user": "jeroenjanssens",
      "count": 1,
      "uuid": 1368256
    },
    {
      "user": "jonthegeek",
      "count": 1,
      "uuid": 33983824
    },
    {
      "user": "jrosell",
      "count": 1,
      "uuid": 1544992
    }
  ],
  "_userbio": {
    "uuid": 29100987,
    "type": "organization",
    "name": "tidymodels"
  },
  "_downloads": {
    "count": 31578,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/workflowsets"
  },
  "_devurl": "https://github.com/tidymodels/workflowsets",
  "_pkgdown": "https://workflowsets.tidymodels.org",
  "_searchresults": 396,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "extra/workflowsets.html",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/tidymodels/workflowsets",
  "_realowner": "tidymodels",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.0.1",
      "date": "2021-03-18"
    },
    {
      "version": "0.0.2",
      "date": "2021-04-16"
    },
    {
      "version": "0.1.0",
      "date": "2021-07-22"
    },
    {
      "version": "0.2.1",
      "date": "2022-03-15"
    },
    {
      "version": "1.0.0",
      "date": "2022-07-13"
    },
    {
      "version": "1.0.1",
      "date": "2023-04-06"
    },
    {
      "version": "1.1.0",
      "date": "2024-03-21"
    },
    {
      "version": "1.1.1",
      "date": "2025-05-27"
    }
  ],
  "_exports": [
    "%>%",
    "as_workflow_set",
    "autoplot",
    "collect_extracts",
    "collect_metrics",
    "collect_notes",
    "collect_predictions",
    "comment_add",
    "comment_get",
    "comment_print",
    "comment_reset",
    "extract_fit_engine",
    "extract_fit_parsnip",
    "extract_mold",
    "extract_parameter_dials",
    "extract_parameter_set_dials",
    "extract_preprocessor",
    "extract_recipe",
    "extract_spec_parsnip",
    "extract_workflow",
    "extract_workflow_set_result",
    "fit_best",
    "leave_var_out_formulas",
    "option_add",
    "option_add_parameters",
    "option_list",
    "option_remove",
    "pull_workflow",
    "pull_workflow_set_result",
    "rank_results",
    "update_workflow_model",
    "update_workflow_recipe",
    "workflow_map",
    "workflow_set"
  ],
  "_datasets": [
    {
      "name": "chi_features_res",
      "title": "Chicago Features Example Data",
      "object": "chi_features_set",
      "class": [
        "workflow_set",
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "wflow_id",
        "info",
        "option",
        "result"
      ],
      "rows": 3,
      "table": false,
      "tojson": false
    },
    {
      "name": "chi_features_set",
      "title": "Chicago Features Example Data",
      "object": "chi_features_set",
      "class": [
        "workflow_set",
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "wflow_id",
        "info",
        "option",
        "result"
      ],
      "rows": 3,
      "table": false,
      "tojson": false
    },
    {
      "name": "two_class_res",
      "title": "Two Class Example Data",
      "object": "two_class_set",
      "class": [
        "workflow_set",
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "wflow_id",
        "info",
        "option",
        "result"
      ],
      "rows": 6,
      "table": false,
      "tojson": false
    },
    {
      "name": "two_class_set",
      "title": "Two Class Example Data",
      "object": "two_class_set",
      "class": [
        "workflow_set",
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "wflow_id",
        "info",
        "option",
        "result"
      ],
      "rows": 6,
      "table": false,
      "tojson": false
    }
  ],
  "_help": [
    {
      "page": "as_workflow_set",
      "title": "Convert existing objects to a workflow set",
      "topics": [
        "as_workflow_set"
      ]
    },
    {
      "page": "autoplot.workflow_set",
      "title": "Plot the results of a workflow set",
      "topics": [
        "autoplot.workflow_set"
      ]
    },
    {
      "page": "chi_features_set",
      "title": "Chicago Features Example Data",
      "topics": [
        "chi_features_res",
        "chi_features_set"
      ]
    },
    {
      "page": "collect_metrics.workflow_set",
      "title": "Obtain and format results produced by tuning functions for workflow sets",
      "topics": [
        "collect_extracts.workflow_set",
        "collect_metrics.workflow_set",
        "collect_notes.workflow_set",
        "collect_predictions.workflow_set"
      ]
    },
    {
      "page": "comment_add",
      "title": "Add annotations and comments for workflows",
      "topics": [
        "comment_add",
        "comment_get",
        "comment_print",
        "comment_reset"
      ]
    },
    {
      "page": "extract_workflow_set_result",
      "title": "Extract elements of workflow sets",
      "topics": [
        "extract_fit_engine.workflow_set",
        "extract_fit_parsnip.workflow_set",
        "extract_mold.workflow_set",
        "extract_parameter_dials.workflow_set",
        "extract_parameter_set_dials.workflow_set",
        "extract_preprocessor.workflow_set",
        "extract_recipe.workflow_set",
        "extract_spec_parsnip.workflow_set",
        "extract_workflow.workflow_set",
        "extract_workflow_set_result"
      ]
    },
    {
      "page": "fit_best.workflow_set",
      "title": "Fit a model to the numerically optimal configuration",
      "topics": [
        "fit_best.workflow_set"
      ]
    },
    {
      "page": "leave_var_out_formulas",
      "title": "Create formulas without each predictor",
      "topics": [
        "leave_var_out_formulas"
      ]
    },
    {
      "page": "option_add",
      "title": "Add and edit options saved in a workflow set",
      "topics": [
        "option_add",
        "option_add_parameters",
        "option_remove"
      ]
    },
    {
      "page": "option_list",
      "title": "Make a classed list of options",
      "topics": [
        "option_list"
      ]
    },
    {
      "page": "pull_workflow_set_result",
      "title": "Extract elements from a workflow set",
      "topics": [
        "pull_workflow",
        "pull_workflow_set_result"
      ]
    },
    {
      "page": "rank_results",
      "title": "Rank the results by a metric",
      "topics": [
        "rank_results"
      ]
    },
    {
      "page": "two_class_set",
      "title": "Two Class Example Data",
      "topics": [
        "two_class_res",
        "two_class_set"
      ]
    },
    {
      "page": "update_workflow_model",
      "title": "Update components of a workflow within a workflow set",
      "topics": [
        "update_workflow_model",
        "update_workflow_recipe"
      ]
    },
    {
      "page": "workflow_map",
      "title": "Process a series of workflows",
      "topics": [
        "workflow_map"
      ]
    },
    {
      "page": "workflow_set",
      "title": "Generate a set of workflow objects from preprocessing and model objects",
      "topics": [
        "workflow_set"
      ]
    }
  ],
  "_readme": "https://github.com/tidymodels/workflowsets/raw/HEAD/README.md",
  "_rundeps": [
    "base64enc",
    "bslib",
    "cachem",
    "class",
    "cli",
    "clock",
    "codetools",
    "cpp11",
    "data.table",
    "diagram",
    "dials",
    "DiceDesign",
    "digest",
    "dplyr",
    "evaluate",
    "farver",
    "fastmap",
    "fontawesome",
    "fs",
    "furrr",
    "future",
    "future.apply",
    "GauPro",
    "generics",
    "ggplot2",
    "globals",
    "glue",
    "gower",
    "gtable",
    "hardhat",
    "highr",
    "htmltools",
    "ipred",
    "isoband",
    "jquerylib",
    "jsonlite",
    "KernSmooth",
    "knitr",
    "labeling",
    "lattice",
    "lava",
    "lbfgs",
    "lifecycle",
    "listenv",
    "lubridate",
    "magrittr",
    "MASS",
    "Matrix",
    "memoise",
    "mime",
    "mixopt",
    "modelenv",
    "nnet",
    "numDeriv",
    "parallelly",
    "parsnip",
    "pillar",
    "pkgconfig",
    "prettyunits",
    "prodlim",
    "progressr",
    "purrr",
    "R6",
    "rappdirs",
    "RColorBrewer",
    "Rcpp",
    "RcppArmadillo",
    "recipes",
    "rlang",
    "rmarkdown",
    "rpart",
    "rsample",
    "S7",
    "sass",
    "scales",
    "sfd",
    "shape",
    "slider",
    "sparsevctrs",
    "splitfngr",
    "SQUAREM",
    "stringi",
    "stringr",
    "survival",
    "tailor",
    "tibble",
    "tidyr",
    "tidyselect",
    "timechange",
    "timeDate",
    "tinytex",
    "tune",
    "tzdb",
    "utf8",
    "vctrs",
    "viridisLite",
    "warp",
    "withr",
    "workflows",
    "xfun",
    "yaml",
    "yardstick"
  ],
  "_vignettes": [
    {
      "source": "evaluating-different-predictor-sets.Rmd",
      "filename": "evaluating-different-predictor-sets.html",
      "title": "Evaluating different predictor sets",
      "engine": "knitr::rmarkdown",
      "headings": [],
      "created": "2021-01-22 20:39:11",
      "modified": "2025-04-25 19:51:22",
      "commits": 4
    }
  ],
  "_score": 12.191908914376533,
  "_indexed": true,
  "_nocasepkg": "workflowsets",
  "_universes": [
    "tidymodels",
    "hfrick"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.1.1.9000",
      "date": "2026-05-14T15:37:40.000Z",
      "distro": "noble",
      "commit": "963b5d08554ded2e92242f28d1db7f8ae805424a",
      "fileid": "43a6991dcba278533c9e441dc3a23b0f8af1f886b0fb27749dc4c62283517349",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/25868933814"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.1.1.9000",
      "date": "2026-05-14T15:37:25.000Z",
      "distro": "noble",
      "commit": "963b5d08554ded2e92242f28d1db7f8ae805424a",
      "fileid": "63ee4f1ff1f34d23e951984673229c522d8dc7bf327f9cf3d70346d4b6ba5240",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/25868933814"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.1.1.9000",
      "date": "2026-05-14T15:42:08.000Z",
      "commit": "963b5d08554ded2e92242f28d1db7f8ae805424a",
      "fileid": "53bd4fb4f2a858d4c3b03c3315c50c68962d9f7a9d0b39018182cf143083a994",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/25868933814"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.1.1.9000",
      "date": "2026-05-14T15:42:18.000Z",
      "commit": "963b5d08554ded2e92242f28d1db7f8ae805424a",
      "fileid": "a63ee1de42250f2c4c28747b0434a39af7533bfbd1c088d3edaff9d45c97f9e2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/25868933814"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.1.1.9000",
      "date": "2026-05-14T15:36:29.000Z",
      "commit": "963b5d08554ded2e92242f28d1db7f8ae805424a",
      "fileid": "2f95a659884e38c4cd5af8bf35e6cf5d96d6941c4be88f9f7d99b51453c53433",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/25868933814"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.1.1.9000",
      "date": "2026-05-14T15:36:18.000Z",
      "commit": "963b5d08554ded2e92242f28d1db7f8ae805424a",
      "fileid": "b1543588ed69536b8f58af20067827dc08c3e70e8fdc9f8ac11c43e1cc8292de",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/25868933814"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "1.1.1.9000",
      "date": "2026-05-14T15:36:32.000Z",
      "commit": "963b5d08554ded2e92242f28d1db7f8ae805424a",
      "fileid": "dceeb07568a4f6a287a0aa587f91cedf11bacfb7bd226edccfc61a3d599776d4",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/25868933814"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.1.1.9000",
      "date": "2026-05-22T08:53:17.000Z",
      "commit": "963b5d08554ded2e92242f28d1db7f8ae805424a",
      "fileid": "92eece0c2f5456b5c8c75d767c63b72e29637c321c72568a599c0c86e5af325e",
      "status": "success",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/25868933814"
    }
  ]
}