akka optimize training snapshots

Inspect snapshots and candidate registration

Synopsis

A snapshot is an immutable save of a training run that the catalog has verified.

Weights and full training state are committed separately. Weights can start a branch or be registered as a candidate model. Full training state can resume a run and, on a supported backend, start a branch with optimizer state. A snapshot that holds only training state is not a servable model.

A snapshot is swept under the run’s keep counts unless a holder retains it. Use "training snapshots pin" to retain one for as long as you need it.

Snapshots are listed per run with "training runs snapshots".

Examples

  # List the snapshots a run committed
  akka-optimize training runs snapshots 7d496e82c3a15f04

  # Register one of them as a model and score it
  akka-optimize training snapshots register 3f2a9c71bd04e5a2...

  # Retain a snapshot to branch from later
  akka-optimize training snapshots pin 3f2a9c71bd04

Options

  -h, --help   help for snapshots

Options inherited from parent commands

      --cache-file string    location of cache file (default "~/.akka/cache.yaml")
      --config string        location of config file (default "~/.akka/config.yaml")
      --context string       configuration context to use
      --disable-prompt       Disable all interactive prompts when running akka commands. If input is required, defaults will be used, or an error will be raised.
                             This is equivalent to setting the environment variable AKKA_DISABLE_PROMPTS to true.
      --force                Skip the confirmation prompt
      --jq string            Filter the JSON output with a jq expression
      --json string          Output JSON with only these fields; --json= lists the fields a command offers
      --no-color             Print without color, as NO_COLOR does
  -o, --output string        set output format to one of [text,json,json-compact,go-template=] (default "text")
      --page-mode string     the mode for paging, either paged, buffered or auto. (default "auto")
  -q, --quiet                set quiet output (helpful when used as part of a script)
      --region string        Region to use if the project has more than one region
      --timeout duration     client command timeout (default 10s)
      --trainer-url string   Trainer service URL (default http://localhost:9001, or TRAINER_URL)
      --url string           Optimize service URL (default http://localhost:9010, or OPTIMIZE_URL)
      --use-grpc-web         use grpc-web when talking to Akka APIs. This is useful when behind corporate firewalls that decrypt traffic but don't support HTTP/2.
      --verbose              set verbose output

SEE ALSO