Work inside a team from Python and the CLI
Scope Polyaxon Python clients and CLI commands to a team, review runs across its projects, and keep explicit project targets and saved defaults clear.
PolyaxonTeamsPython
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Control notebook and inference service lifetimes
Reuse Polyaxon's termination specification to bound notebook and inference service lifetimes, stop idle services, and distinguish inactivity from ongoing work.
PolyaxonSchedulingNotebooks
Decide when to stop a training trial
Calibrate early stopping against full training runs, compare equivalent training progress, and track pruning decisions with Polyaxon before enforcing them.
Hyperparameter TuningPyTorchExperimentation
Choose which failed Polyaxon jobs to retry
Use ordered Pod failure rules to stop permanent application errors, preserve the retry budget for marked disruptions, and bound replacement attempts.
PolyaxonKubernetesScheduling