Package: arenar 0.2.0

Piotr Piątyszek

arenar: Arena for the Exploration and Comparison of any ML Models

Generates data for challenging machine learning models in 'Arena' <https://arena.drwhy.ai> - an interactive web application. You can start the server with XAI (Explainable Artificial Intelligence) plots to be generated on-demand or precalculate and auto-upload data file beside shareable 'Arena' URL.

Authors:Piotr Piątyszek [aut, cre], Przemyslaw Biecek [aut]

arenar_0.2.0.tar.gz
arenar_0.2.0.zip(r-4.5)arenar_0.2.0.zip(r-4.4)arenar_0.2.0.zip(r-4.3)
arenar_0.2.0.tgz(r-4.4-any)arenar_0.2.0.tgz(r-4.3-any)
arenar_0.2.0.tar.gz(r-4.5-noble)arenar_0.2.0.tar.gz(r-4.4-noble)
arenar_0.2.0.tgz(r-4.4-emscripten)arenar_0.2.0.tgz(r-4.3-emscripten)
arenar.pdf |arenar.html✨
arenar/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/modeloriented/arenar/issues

On CRAN:

axplainable-artificial-intelligenceemaexplainabilityexplanatory-model-analysisimlinteractive-xaiinterpretabilityxai

5.92 score 30 stars 14 scripts 217 downloads 7 exports 87 dependencies

Last updated 4 years agofrom:ee41adf479. Checks:OK: 3 NOTE: 4. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 12 2024
R-4.5-winNOTEOct 12 2024
R-4.5-linuxNOTEOct 12 2024
R-4.4-winNOTEOct 12 2024
R-4.4-macNOTEOct 12 2024
R-4.3-winOKOct 12 2024
R-4.3-macOKOct 12 2024

Exports:create_arenapush_datasetpush_modelpush_observationsrun_serversave_arenaupload_arena

Dependencies:askpassassertthatauditorbase64encbslibcachemclicodetoolscolorspacecrayoncrulcurlDALEXdigestdplyrellipsisevaluatefairmodelsfansifarverfastmapfontawesomeforeachfsgenericsggplot2ggrepelgistrgluegridExtragtablehighrhnphtmltoolshttpcodehttpuvhttriBreakDowningredientsisobanditeratorsjquerylibjsonlitekernelshapknitrlabelinglaterlatticelifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellnlmeopensslpatchworkpillarpkgconfigplumberpromisesR6rappdirsRColorBrewerRcpprlangrmarkdownsassscalessodiumstringiswaggersystibbletidyselecttinytextriebeardurltoolsutf8vctrsviridisLitewebutilswithrxfunyaml

Introduction to the Arena with the Titanic

Rendered fromarena_intro_titanic.Rmdusingknitr::rmarkdownon Oct 12 2024.

Last update: 2020-05-22
Started: 2020-04-13

Live Arena

Rendered fromarena_live.Rmdusingknitr::rmarkdownon Oct 12 2024.

Last update: 2020-04-13
Started: 2020-03-15

Static Arena

Rendered fromarena_static.Rmdusingknitr::rmarkdownon Oct 12 2024.

Last update: 2020-04-13
Started: 2020-03-15

Using Arena with multiclass classifiers

Rendered fromclassification.Rmdusingknitr::rmarkdownon Oct 12 2024.

Last update: 2020-07-22
Started: 2020-04-03

Readme and manuals

Help Manual

Help pageTopics
Internal function for calculating data for funnel plotcalculate_subsets_performance
Creates arena objectcreate_arena
Internal function for calculating Accumulated Dependenceget_accumulated_dependence
Returns attributes for all paramsget_attributes
Internal function for calculating Break Downget_break_down
Internal function for calculating Ceteris Paribusget_ceteris_paribus
Generates list with attributes of a datasetget_dataset_attributes
Internal function for calculating exploratory data anaylysis plotsget_dataset_plots
Generates list of datasets' labelsget_datasets_list
Internal function for calculating fairnessget_fairness
Internal function for calculating feature importanceget_feature_importance
Internal function for calculating funnel measureget_funnel_measure
Internal function for calculating global plotsget_global_plots
Prepare object ready to change into jsonget_json_structure
Internal function for calculating local plots for all observationsget_local_plots
Internal function for returning message as plot dataget_message_output
Internal function for calculating model performance metricsget_metrics
Generates list with attributes of a modelget_model_attributes
Generates list with attributes of an observationget_observation_attributes
Generates list of rownames of each observation from each batchget_observations_list
Internal function for calculating Partial Dependenceget_partial_dependence
Internal function for calculating regression error characteristicget_rec
Internal function for calculating receiver operating curveget_roc
Internal function for calculating Shapley Valuesget_shap_values
Internal function for calculating subset performanceget_subsets_performance
Internal function for variable against another plotget_variable_against_another
Generates list with attributes of an variableget_variable_attributes
Internal function for variable distributionget_variable_distribution
Generates list of unique variables(without target) from each explainer and datasetget_variables_list
Prints live arena summaryprint.arena_live
Prints static arena summaryprint.arena_static
Adds new datasets to Arenapush_dataset
Adds model to arenapush_model
Adds new observations to arenapush_observations
Run server providing data for live Arenarun_server
Save generated json file from static arenasave_arena
Splits multiclass explainer into multiple classification explainerssplit_multiclass_explainer
Internal function for pretty truncationg params listtruncate_vector
Upload generated json file from static arenaupload_arena
Checks if it is safe do add new dataset to the arena objectvalidate_new_dataset
Checks if it is safe do add a new model to the arena objectvalidate_new_model
Checks if it is safe do add new observations to the arena objectvalidate_new_observations