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exp
New in DVC 2.0 (see dvc version)
Alias of
dvc experiments.
A set of commands to generate and manage experiments: init, run, show, diff, apply, branch, remove, gc, push, pull, and list.
Requires that Git is being used to version the project.
Synopsis
usage: dvc exp [-h] [-q | -v]
{show,apply,diff,run,gc,branch,list,push,pull,remove,init}
...
positional arguments:
COMMAND
init Quickly setup any project to use DVC Experiments.
run Reproduce complete or partial experiment pipelines.
show Print experiments.
diff Show changes between experiments in the DVC
repository.
list List local and remote experiments.
apply Apply the changes from an experiment to your
workspace.
branch Promote an experiment to a Git branch.
remove Remove local experiments.
gc Garbage collect unneeded experiments.
push Push a local experiment to a Git remote.
pull Pull an experiment from a Git remote.Description
dvc exp subcommands provide specialized ways to create and manage data
science/ machine learning experiments.
📖 See Experiment Management for more info.
⚠️ Note that DVC assumes that experiments are deterministic (see Avoiding unexpected behavior in
dvc stage add).