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luz: Higher Level 'API' for 'torch'

A high level interface for 'torch' providing utilities to reduce the the amount of code needed for common tasks, abstract away torch details and make the same code work on both the 'CPU' and 'GPU'. It's flexible enough to support expressing a large range of models. It's heavily inspired by 'fastai' by Howard et al. (2020) <doi:10.48550/arXiv.2002.04688>, 'Keras' by Chollet et al. (2015) and 'PyTorch Lightning' by Falcon et al. (2019) <doi:10.5281/zenodo.3828935>.

Version: 0.4.0
Imports: torch (≥ 0.9.0), magrittr, zeallot, rlang (≥ 1.0.0), coro, glue, progress, R6, generics, purrr, ellipsis, fs, prettyunits, cli
Suggests: knitr, rmarkdown, testthat (≥ 3.0.0), covr, Metrics, withr, vdiffr, ggplot2 (≥ 3.0.0), dplyr, torchvision, tfevents (≥ 0.0.2), tidyr
Published: 2023-04-17
DOI: 10.32614/CRAN.package.luz
Author: Daniel Falbel [aut, cre, cph], RStudio [cph]
Maintainer: Daniel Falbel <daniel at rstudio.com>
License: MIT + file LICENSE
URL: https://mlverse.github.io/luz/, https://github.com/mlverse/luz
NeedsCompilation: no
Materials: README NEWS
CRAN checks: luz results

Documentation:

Reference manual: luz.pdf
Vignettes: Accelerator API
Custom loops with luz
Get started with luz

Downloads:

Package source: luz_0.4.0.tar.gz
Windows binaries: r-devel: luz_0.4.0.zip, r-release: luz_0.4.0.zip, r-oldrel: luz_0.4.0.zip
macOS binaries: r-release (arm64): luz_0.4.0.tgz, r-oldrel (arm64): luz_0.4.0.tgz, r-release (x86_64): luz_0.4.0.tgz, r-oldrel (x86_64): luz_0.4.0.tgz
Old sources: luz archive

Reverse dependencies:

Reverse imports: deepregression, geodl
Reverse suggests: bundle, innsight, nn2poly, sits, vetiver

Linking:

Please use the canonical form https://CRAN.R-project.org/package=luz to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.