Training Run Tools for 'TensorFlow'

Create and manage unique directories for each 'TensorFlow' training run. Provides a unique, time stamped directory for each run along with functions to retrieve the directory of the latest run or latest several runs.


Overview

The tfruns package provides a suite of tools for managing TensorFlow training runs and experiments from R:

  • Track the hyperparameters, metrics, output, and source code of every training run.

  • Compare hyperparmaeters and metrics across runs to find the best performing model.

  • Automatically generate reports to visualize individual training runs or comparisons between runs.

  • No changes to source code required (run data is automatically captured for all Keras and TF Estimator models).

You can find documentation for the tfruns package at https://tensorflow.rstudio.com/tools/tfruns

News

Reference manual

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install.packages("tfruns")

1.4 by JJ Allaire, 9 months ago


https://github.com/rstudio/tfruns


Report a bug at https://github.com/rstudio/tfruns/issues


Browse source code at https://github.com/cran/tfruns


Authors: JJ Allaire [aut, cre] , RStudio [cph, fnd] , Mike Bostock [cph] (D3 library - https://d3js.org/) , Masayuki Tanaka [cph] (C3 library - http://c3js.org/) , jQuery Foundation [cph] (jQuery library) , jQuery contributors [cph] (jQuery library; authors: inst/views/components/jquery-AUTHORS.txt) , Shaun Bowe [cph] (jQuery visibilityChanged plugin) , Materialize [cph] (Materizlize library - https://materializecss.com/) , Yuxi You [cph] (Vue.js library - https://vuejs.org/) , Kevin Decker [cph] (jsdiff library - https://github.com/kpdecker/jsdiff/) , Rodrigo Fernandes [cph] (diff2html library - https://diff2html.xyz/) , Ivan Sagalaev [cph] (highlight.js library - https://highlightjs.org/) , Yauheni Pakala [cph] (highlightjs-line-numbers library)


Documentation:   PDF Manual  


Apache License 2.0 license


Imports utils, jsonlite, base64enc, yaml, config, magrittr, whisker, tidyselect, rlang, rstudioapi, reticulate

Suggests testthat, knitr


Imported by keras, tensorflow, tfestimators.

Depended on by cloudml.


See at CRAN