Package: workflows 1.1.4.9000

Simon Couch

workflows: Modeling Workflows

Managing both a 'parsnip' model and a preprocessor, such as a model formula or recipe from 'recipes', can often be challenging. The goal of 'workflows' is to streamline this process by bundling the model alongside the preprocessor, all within the same object.

Authors:Davis Vaughan [aut], Simon Couch [aut, cre], Posit Software, PBC [cph, fnd]

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workflows.pdf |workflows.html
workflows/json (API)
NEWS

# Install 'workflows' in R:
install.packages('workflows', repos = c('https://tidymodels.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/tidymodels/workflows/issues

Pkgdown site:https://workflows.tidymodels.org

On CRAN:

13.75 score 207 stars 40 packages 820 scripts 30k downloads 44 exports 43 dependencies

Last updated 24 days agofrom:784d0fd897. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKDec 02 2024
R-4.5-winOKDec 02 2024
R-4.5-linuxOKDec 02 2024
R-4.4-winOKDec 02 2024
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R-4.3-winOKDec 02 2024
R-4.3-macOKDec 02 2024

Exports:.fit_finalize.fit_model.fit_post.fit_pre.workflow_includes_calibrationadd_case_weightsadd_formulaadd_modeladd_recipeadd_tailoradd_variablescontrol_workflowextract_fit_engineextract_fit_parsnipextract_fit_timeextract_moldextract_parameter_dialsextract_parameter_set_dialsextract_postprocessorextract_preprocessorextract_recipeextract_spec_parsnipfitis_trained_workflowpull_workflow_fitpull_workflow_moldpull_workflow_prepped_recipepull_workflow_preprocessorpull_workflow_specremove_case_weightsremove_formularemove_modelremove_reciperemove_tailorremove_variablesrequired_pkgsupdate_case_weightsupdate_formulaupdate_modelupdate_recipeupdate_tailorupdate_variablesworkflowworkflow_variables

Dependencies:clicodetoolscolorspacecpp11dplyrfansifarvergenericsggplot2globalsgluegtablehardhatisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmodelenvmunsellnlmeparsnippillarpkgconfigprettyunitspurrrR6RColorBrewerrlangscalessparsevctrsstringistringrtibbletidyrtidyselectutf8vctrsviridisLitewithr

Workflow Stages

Rendered fromstages.Rmdusingknitr::rmarkdownon Dec 02 2024.

Last update: 2024-10-01
Started: 2019-11-25

Readme and manuals

Help Manual

Help pageTopics
Add case weights to a workflowadd_case_weights remove_case_weights update_case_weights
Add formula terms to a workflowadd_formula remove_formula update_formula
Add a model to a workflowadd_model remove_model update_model
Add a recipe to a workflowadd_recipe remove_recipe update_recipe
Add a tailor to a workflowadd_tailor remove_tailor update_tailor
Add variables to a workflowadd_variables remove_variables update_variables workflow_variables
Augment data with predictionsaugment.workflow
Control object for a workflowcontrol_workflow
Extract elements of a workflowextract-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
Fit a workflow objectfit-workflow fit.workflow
Glance at a workflow modelglance.workflow
Determine if a workflow has been trainedis_trained_workflow
Predict from a workflowpredict-workflow predict.workflow
Tidy a workflowtidy.workflow
Create a workflowworkflow
Butcher methods for a workflowaxe_call.workflow axe_ctrl.workflow axe_data.workflow axe_env.workflow axe_fitted.workflow workflow-butcher