{
  "_id": "6a1b63e01d7bb097a0a11ef8",
  "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": "2025-11-14 09:36:37 UTC",
  "RemoteUrl": "https://github.com/tidymodels/workflows",
  "RemoteRef": "HEAD",
  "RemoteSha": "961443b0055480f6b147f42d0d882a5e652f8269",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-30 22:20:20 UTC",
    "User": "root"
  },
  "Author": "Davis Vaughan [aut],\nSimon Couch [aut] (ORCID: <https://orcid.org/0000-0001-5676-5107>),\nHannah Frick [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-6049-5258>),\nPosit Software, PBC [cph, fnd] (ROR: <https://ror.org/03wc8by49>)",
  "Maintainer": "Hannah Frick <hannah@posit.co>",
  "MD5sum": "2b36a7be9b9995d217d3e0125f42a957",
  "_user": "tidymodels",
  "_type": "src",
  "_file": "workflows_1.3.0.9000.tar.gz",
  "_fileid": "4479cf8fae130f8a2b4e4b3b2137c968fbf2f1afa4d71cc7793a34f345583fe9",
  "_filesize": 286778,
  "_sha256": "4479cf8fae130f8a2b4e4b3b2137c968fbf2f1afa4d71cc7793a34f345583fe9",
  "_created": "2026-05-30T22:20:20.000Z",
  "_published": "2026-05-30T22:25:36.447Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 78681671545,
      "time": 286,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7311803142"
    },
    {
      "job": 78681671541,
      "time": 182,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7311793091"
    },
    {
      "job": 78681671540,
      "time": 105,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7311785262"
    },
    {
      "job": 78681671539,
      "time": 106,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7311785282"
    },
    {
      "job": 78681499064,
      "time": 193,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7311774824"
    },
    {
      "job": 78681671535,
      "time": 132,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7311787895"
    },
    {
      "job": 78681671556,
      "time": 185,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7311793209"
    },
    {
      "job": 78681671565,
      "time": 132,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7311787796"
    },
    {
      "job": 78681671555,
      "time": 178,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7311792585"
    }
  ],
  "_buildurl": "https://github.com/r-universe/tidymodels/actions/runs/26696373191",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/tidymodels/workflows",
  "_commit": {
    "id": "961443b0055480f6b147f42d0d882a5e652f8269",
    "author": "Hannah Frick <hfrick@users.noreply.github.com>",
    "committer": "GitHub <noreply@github.com>",
    "message": "Merge pull request #314 from jeroenjanssens/supported-by-posit\n\nAdd \"Supported By Posit\" badge to workflows website",
    "time": 1763112997
  },
  "_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"
  },
  "_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": 55,
  "_updates": [
    {
      "week": "2025-31",
      "n": 1
    },
    {
      "week": "2025-33",
      "n": 6
    },
    {
      "week": "2025-34",
      "n": 6
    },
    {
      "week": "2025-35",
      "n": 4
    },
    {
      "week": "2025-36",
      "n": 1
    },
    {
      "week": "2025-46",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "v1.3.0",
      "date": "2025-08-27"
    }
  ],
  "_stars": 210,
  "_contributors": [
    {
      "user": "davisvaughan",
      "count": 300,
      "uuid": 19150088
    },
    {
      "user": "hfrick",
      "count": 99,
      "uuid": 12950918
    },
    {
      "user": "simonpcouch",
      "count": 89,
      "uuid": 35748691
    },
    {
      "user": "emilhvitfeldt",
      "count": 82,
      "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"
  },
  "_downloads": {
    "count": 38855,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/workflows"
  },
  "_devurl": "https://github.com/tidymodels/workflows",
  "_pkgdown": "https://workflows.tidymodels.org",
  "_searchresults": 1428,
  "_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/workflows.html",
    "manual.pdf"
  ],
  "_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": 13.715242123843158,
  "_indexed": true,
  "_nocasepkg": "workflows",
  "_universes": [
    "tidymodels",
    "hfrick"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.3.0.9000",
      "date": "2026-05-30T22:24:22.000Z",
      "distro": "noble",
      "commit": "961443b0055480f6b147f42d0d882a5e652f8269",
      "fileid": "75ca2e45422430f72260045c28c7558db418f914ea3ee2333c319a930398ee75",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/26696373191"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.3.0.9000",
      "date": "2026-05-30T22:22:55.000Z",
      "distro": "noble",
      "commit": "961443b0055480f6b147f42d0d882a5e652f8269",
      "fileid": "93300a2786a28c30d04462c99f790860d0ede9794de5341822e08cd61e5b1c0b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/26696373191"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.3.0.9000",
      "date": "2026-05-30T22:21:52.000Z",
      "commit": "961443b0055480f6b147f42d0d882a5e652f8269",
      "fileid": "a81e7a90773f0bb2d2516845ddb4d0b3087ba6fc0ced1189771bab9415a5a798",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/26696373191"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.3.0.9000",
      "date": "2026-05-30T22:21:55.000Z",
      "commit": "961443b0055480f6b147f42d0d882a5e652f8269",
      "fileid": "43c50946cf165080b33a61f6b4d8d5e8cf6e7570efcd371f475f54aaf0d41d4c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/26696373191"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.3.0.9000",
      "date": "2026-05-30T22:22:51.000Z",
      "commit": "961443b0055480f6b147f42d0d882a5e652f8269",
      "fileid": "fa38956137e1abbcec17740ac3e3128ccbf7f3833b56c75c467e2d95fec81c6c",
      "status": "success",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/26696373191"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.3.0.9000",
      "date": "2026-05-30T22:22:45.000Z",
      "commit": "961443b0055480f6b147f42d0d882a5e652f8269",
      "fileid": "f58d449983ac1763f96955d0f75a4413bcb18c4c6b9ff87c3f9fe379a1191e9e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/26696373191"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.3.0.9000",
      "date": "2026-05-30T22:21:56.000Z",
      "commit": "961443b0055480f6b147f42d0d882a5e652f8269",
      "fileid": "ac696e9a6a755f3c85e5942a88e1877c8827b4360e242600732a4cc0eab4d502",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/26696373191"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "1.3.0.9000",
      "date": "2026-05-30T22:22:58.000Z",
      "commit": "961443b0055480f6b147f42d0d882a5e652f8269",
      "fileid": "f2bd5fe4c388fe27dea86fa140c57c0cf742a4d1a27a26b8d22444c9e129a354",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/tidymodels/actions/runs/26696373191"
    }
  ]
}