POWERUP requires R 4.3.0 or newer. Package dependencies are installed through the normal R package installation process; the current package requires XGBoost 3.2.1.1 or newer.
Install from GitHub
install.packages("remotes")
remotes::install_github("hts-lab/powerup")Check the installed version with:
packageVersion("powerup")## [1] '1.0.95'Installing from the repository without a tag or commit installs its current development state. For an archived or published analysis, install the same tag or commit used for that analysis:
remotes::install_github("hts-lab/powerup@<tag-or-commit>")Training resources
fit_powerup_models() uses XGBoost for model training.
n_threads controls the number of threads passed to
XGBoost.
models <- fit_powerup_models(prepared, n_threads = 8)Record the analysis environment
For a reproducible analysis, record the POWERUP version and R session together with the analysis inputs, model settings, and any random seeds used.
packageVersion("powerup")## [1] '1.0.95'## R version 4.4.2 (2024-10-31)
## Platform: aarch64-apple-darwin20
## Running under: macOS Sequoia 15.7.3
##
## Matrix products: default
## BLAS: /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRlapack.dylib; LAPACK version 3.12.0
##
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
##
## time zone: America/New_York
## tzcode source: internal
##
## attached base packages:
## [1] stats graphics grDevices utils datasets methods base
##
## other attached packages:
## [1] powerup_1.0.95
##
## loaded via a namespace (and not attached):
## [1] digest_0.6.37 desc_1.4.3 R6_2.6.1 fastmap_1.2.0
## [5] xfun_0.51 cachem_1.1.0 knitr_1.50 htmltools_0.5.8.1
## [9] rmarkdown_2.29 lifecycle_1.0.4 cli_3.6.5 sass_0.4.9
## [13] pkgdown_2.2.0 textshaping_1.0.0 jquerylib_0.1.4 systemfonts_1.2.2
## [17] compiler_4.4.2 tools_4.4.2 ragg_1.5.1 bslib_0.9.0
## [21] evaluate_1.0.3 yaml_2.3.10 jsonlite_2.0.0 rlang_1.1.6
## [25] fs_1.6.5 htmlwidgets_1.6.4Continue with Get Started with POWERUP for a compact end-to-end analysis.