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Inspect

Control

pause / resume are maintenance-friendly pause semantics: when an administrator drains the cluster in maintenance mode, jobs go through the same path, and after recovery they resume training automatically without losing progress.

Batch

sf job

Manage jobs

sf job cancel-all

Stop every running or queued job of mine

sf job clean

Clean up the display records of finished jobs
No options beyond --help.

sf job delete

Delete one finished job record
No options beyond --help.

sf job logs

Follow a job’s logs

sf job ls

List jobs (including the submission history)

sf job pause

Pause a job, keeping its checkpoint
No options beyond --help.

sf job resume

Resume a paused job
No options beyond --help.

sf job retry

Retry a failed or stopped job
No options beyond --help.

sf job samples

Show one validation round’s traces

sf job status

Show a job’s status
No options beyond --help.

sf job stop

Stop a job (running -> terminated)
No options beyond --help.

sf job stop-sweep

Stop every active job of a sweep