akka optimize training pipelines start

Start a training pipeline from a plan file

Synopsis

Start a training pipeline from a JSON or YAML plan file.

The plan descriptor defines the ordered stages of the pipeline:

{ "kind": "pipeline", "stages": [ ... ] }

Stages can reference existing datasets by name or hash, or reference outputs from earlier stages using "@stageName".

Each submission provisions compute resources and initiates a new pipeline. Confirmation is requested before starting the pipeline unless --force is specified.

--show-resolved, with --dry-run, also prints each train stage’s config and execution with every default filled in, for a stage whose dataset is already registered.

akka optimize training pipelines start -f PLAN [flags]

Examples

  # Start a pipeline from a plan file
  akka-optimize training pipelines start -f pipeline.json

  # Start a pipeline and wait for completion
  akka-optimize training pipelines start -f pipeline.json --wait --exit-status

  # Validate the plan against the service without starting anything
  akka-optimize training pipelines start -f pipeline.json --dry-run

  # See what each train stage resolves to, with every default filled in
  akka-optimize training pipelines start -f pipeline.json --dry-run --show-resolved

Options

      --dry-run         Validate the plan against the service without starting anything
      --exit-status     Exit with a non-zero status if execution fails or is cancelled. Requires --wait
  -f, --file string     Path to the plan file. Use '-' to read from standard input
  -h, --help            help for start
      --show-resolved   With --dry-run, also display each train stage's resolved config and execution
      --wait            Wait for execution to finish

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