akka optimize training workloads

Manage training workloads

Synopsis

A workload defines a training target, specifying the dataset and grader used to evaluate candidate models, along with reference pointers to model entries.

Runs and models reference workloads by immutable ID rather than name, so renaming a workload preserves all associations. Workload commands accept either workload name or ID.

Workloads support three standard reference pointers: "base" points to the baseline model, while "candidate" and "champion" track models under evaluation or in active use.

Examples

  # Create a workload with an evaluation dataset
  akka-optimize training workloads create commit-router --dataset eval-set

  # Set the base model reference pointer
  akka-optimize training workloads refs set commit-router base 4f3a91c07b2e5d68

  # Compare candidate model scores against the baseline
  akka-optimize training workloads scores commit-router

Options

  -h, --help   help for workloads

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