Learn R Programming

R interface to Guild AI

guildai provides a suite of tools for tracking, visualizing, and managing machine learning experiments. The {guildai} R package is a successor to the {tfruns} package.

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

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

  • No changes to source code required.

Installation

The R package provides an interface to Guild AI Core. The R package will automatically download and install Guild AI Core on first use, or you can call install_guild() directly to customize the installation.

# install.packages("guildai")
if(!requireNamespace("remotes"))
  install.packages("remotes", repos = "https://cran.rstudio.com")
remotes::install_github("guildai/guildai-r")
guildai::install_guild()

Guild AI can be used with any machine learning framework, or no framework at all.

Get Started

Copy Link

Version

Install

install.packages('guildai')

Monthly Downloads

189

Version

0.0.1

License

Apache License 2.0

Issues

Pull Requests

Stars

Forks

Maintainer

Tomasz Kalinowski

Last Published

March 6th, 2023

Functions in guildai (0.0.1)

guild_view

Launch Guild Viewer
guild_select_cli

guild_select_cli Select a run and shows its ID.
.view_runs_diff

compare runs
guild_api_runs_cli

guild_api_runs_cli Show runs as JSON.
guild_merge_cli

guild_merge_cli Copy run files to a project directory.
guild_merge

Copy run files into the current project working directory
is_run_active

Is code executing in the context of a guild run?
install_guild_cli

Install guild for usage in the Terminal
guild_run_cli

guild_run_cli Run an operation.
guild_run

Launch a guild run
view_run_report

Render a Run Summary Report
view_runs_diff

View a runs diff
runs_export

Move or copy runs
runs_label

Annotate runs
runs_scalars

Get full set of runs scalars
resolve_run_ids

Resolve run ids
runs_delete

Delete runs
write_run_attr

Write run attributes
runs_info

Get runs information
install_guild

Install guildai core
guild_view_cli

guild_view_cli Visualize runs in a local web application.