Package: tfevents 0.0.5.9000

Tomasz Kalinowski

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, cph], Tomasz Kalinowski [cre], Posit, PBC [cph], The tl::optional authors [cph], Mark Adler [cph]

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manual.pdf |manual.html✨
card.svg |card.png
tfevents/json (API)
NEWS

# Install 'tfevents' in R:

install.packages('tfevents', repos = c('https://mlverse.r-universe.dev', 'https://cloud.r-project.org'))

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

Pkgdown/docs site:https://mlverse.github.io

Uses libs:

protobuf– Protocol buffers C++ library
c++– GNU Standard C++ Library v3

On CRAN:

protobuf cpp

5.40 score 13 stars 11 scripts 4.4k downloads 23 exports 12 dependencies

Last updated from:eb018d5627. Checks:12 OK, 1 FAIL. Indexed: yes.

Target	Result	Time
linux-devel-arm64	OK	171
linux-devel-x86_64	OK	183
source / vignettes	OK	246
linux-release-arm64	OK	186
linux-release-x86_64	OK	196
macos-release-arm64	OK	106
macos-release-x86_64	OK	319
macos-oldrel-arm64	OK	127
macos-oldrel-x86_64	OK	247
windows-devel	OK	293
windows-release	OK	309
windows-oldrel	OK	230
wasm-release	FAIL	118

Exports:as_event collect_events events_logdir get_default_logdir get_global_step hparams_hparam hparams_metric local_logdir log_event log_hparams log_hparams_config set_default_logdir set_global_step summary_audio summary_histogram summary_hparams summary_hparams_config summary_image summary_metadata summary_scalar summary_text value with_logdir

Dependencies:blob cli digest fs glue lifecycle png Rcpp rlang vctrs withr zeallot

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Coerce an object to a event.	as_event
Collect data from tfevents records	collect_events events_logdir
Query and modify the logdir	get_default_logdir local_logdir set_default_logdir with_logdir
Global step counters	get_global_step set_global_step
Defines a HParam	hparams_hparam
Defines a Metric	hparams_metric
Log event	log_event
Log hyperaparameters	log_hparams summary_hparams
Logs hyperparameters configuration	log_hparams_config summary_hparams_config
Summary audio	summary_audio summary_audio.array summary_audio.blob summary_audio.raw
Creates an histogram summary	summary_histogram summary_histogram.array summary_histogram.numeric
Creates a image summary	summary_image summary_image.array summary_image.blob summary_image.ggplot summary_image.raw
Summary metadata	summary_metadata
Scalar event	summary_scalar
Creates a text summary	summary_text summary_text.character
Extracts the value of a summary value	value value.tfevents_summary_values