Package: guildai 0.0.1.9000

Tomasz Kalinowski

guildai: Track Machine Learning Experiments

'Guild AI' is an open-source tool for managing machine learning experiments. It's for scientists, engineers, and researchers who want to run scripts, compare results, measure progress, and automate machine learning workflows. 'Guild AI' is a light weight, external tool that runs locally. It works with any framework, doesn't require any changes to your code, or access to any web services. Users can easily record experiment metadata, track model changes, manage experiment artifacts, tune hyperparameters, and share results. 'Guild AI' combines features from 'Git', 'SQLite', and 'Make' to provide a lab notebook for machine learning.

Authors:Tomasz Kalinowski [aut, cph, cre], Posit, PBC [cph, fnd]

guildai_0.0.1.9000.tar.gz
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guildai.pdf |guildai.html
guildai/json (API)

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

Peer review:

Bug tracker:https://github.com/guildai/guildai-r/issues

On CRAN:

deep-learningkerasmachine-learning

4.64 score 19 stars 23 scripts 176 downloads 18 exports 34 dependencies

Last updated 1 years agofrom:303b01fe48. Checks:OK: 3 NOTE: 4. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 20 2024
R-4.5-winNOTENov 20 2024
R-4.5-linuxNOTENov 20 2024
R-4.4-winNOTENov 20 2024
R-4.4-macNOTENov 20 2024
R-4.3-winOKNov 20 2024
R-4.3-macOKNov 20 2024

Exports:guild_mergeguild_runguild_viewinstall_guildinstall_guild_cliis_run_activeresolve_run_idsruns_commentruns_deleteruns_exportruns_importruns_inforuns_labelruns_markruns_purgeruns_restoreruns_scalarsruns_tag

Dependencies:bitbit64clicliprconfigcpp11crayondplyrfansigenericsgluehmsjsonlitelifecyclemagrittrpillarpkgconfigprettyunitsprocessxprogresspsR6rappdirsreadrrlangrstudioapitibbletidyselecttzdbutf8vctrsvroomwithryaml

Readme and manuals

Help Manual

Help pageTopics
Copy run files into the current project working directoryguild_merge
Launch a guild runguild_run
Launch Guild Viewerguild_view
Install guildai coreinstall_guild
Install guild for usage in the Terminalinstall_guild_cli
Is code executing in the context of a guild run?is_run_active
Resolve run idsresolve_run_ids
Delete runsruns_delete runs_purge runs_restore
Move or copy runsruns_export runs_import
Get runs informationruns_info
Annotate runsruns_comment runs_label runs_mark runs_tag
Get full set of runs scalarsruns_scalars