akka optimize datasets

Manage training and evaluation datasets

Synopsis

A dataset is identified by the content hash of its examples. Registering identical examples returns the existing dataset hash.

Training datasets and evaluation datasets are registered separately. Evaluation comparisons require candidates to be evaluated against the same registered dataset.

Examples can reference document page images. Image files are deduplicated by content hash and uploaded automatically when registering datasets.

Plans reference registered datasets by hash or by an assigned alias name.

Examples

  # Register a dataset from a JSONL file
  akka-optimize datasets create -f examples.jsonl

  # Upload images referenced by examples
  akka-optimize datasets images push scans/

  # List registered datasets
  akka-optimize datasets list

  # Display dataset details
  akka-optimize datasets get 4b1c2f9b2ae4

Options

  -h, --help   help for datasets

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