Package: tfevents 0.0.4

Daniel Falbel

tfevents: Write Events for 'TensorBoard'

Provides a convenient way to log scalars, images, audio, and histograms in the 'tfevent' record file format. Logged data can be visualized on the fly using 'TensorBoard', a web based tool that focuses on visualizing the training progress of machine learning models.

Authors:Daniel Falbel [aut, cre, cph], Posit, PBC [cph], The tl::optional authors [cph], Mark Adler [cph]

tfevents_0.0.4.tar.gz
tfevents_0.0.4.tar.gz(r-4.5-noble)tfevents_0.0.4.tar.gz(r-4.4-noble)
tfevents.pdf |tfevents.html
tfevents/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/mlverse/tfevents/issues

Pkgdown:https://mlverse.github.io

Uses libs:
  • protobuf– Protocol buffers C++ library
  • c++– GNU Standard C++ Library v3

protobufcpp

2.00 score 10 scripts 274 downloads 23 exports 12 dependencies

Last updated 6 months agofrom:db1ea23924. Checks:OK: 2. Indexed: no.

TargetResultDate
Doc / VignettesOKNov 25 2024
R-4.5-linux-x86_64OKNov 25 2024

Exports:as_eventcollect_eventsevents_logdirget_default_logdirget_global_stephparams_hparamhparams_metriclocal_logdirlog_eventlog_hparamslog_hparams_configset_default_logdirset_global_stepsummary_audiosummary_histogramsummary_hparamssummary_hparams_configsummary_imagesummary_metadatasummary_scalarsummary_textvaluewith_logdir

Dependencies:blobclidigestfsgluelifecyclepngRcpprlangvctrswithrzeallot

Readme and manuals

Help Manual

Help pageTopics
Coerce an object to a event.as_event
Collect data from tfevents recordscollect_events events_logdir
Query and modify the logdirget_default_logdir local_logdir set_default_logdir with_logdir
Global step countersget_global_step set_global_step
Defines a HParamhparams_hparam
Defines a Metrichparams_metric
Log eventlog_event
Log hyperaparameterslog_hparams summary_hparams
Logs hyperparameters configurationlog_hparams_config summary_hparams_config
Summary audiosummary_audio summary_audio.array summary_audio.blob summary_audio.raw
Creates an histogram summarysummary_histogram summary_histogram.array summary_histogram.numeric
Creates a image summarysummary_image summary_image.array summary_image.blob summary_image.ggplot summary_image.raw
Summary metadatasummary_metadata
Scalar eventsummary_scalar
Creates a text summarysummary_text summary_text.character
Extracts the value of a summary valuevalue value.tfevents_summary_values