NAME

gcloud beta ml-engine explain - run AI Platform explanation

SYNOPSIS

gcloud beta ml-engine explain --model=MODEL (--json-instances=JSON_INSTANCES | --json-request=JSON_REQUEST | --text-instances=TEXT_INSTANCES) [--region=REGION] [--version=VERSION] [GCLOUD_WIDE_FLAG ...]

DESCRIPTION

(BETA) gcloud beta ml-engine explain sends an explain request to AI Platform for the given instances. This command will read up to 100 instances, though the service itself will accept instances up to the payload limit size (currently, 1.5MB).

EXAMPLES

To get explanations for an AI Platform version model with the version 'version' and with the name 'model-name', run:

$ gcloud beta ml-engine explain explain --model=model-name \ --version=version --json-instances=instances.json

REQUIRED FLAGS

--model=MODEL

Name of the model.

Exactly one of these must be specified:
--json-instances=JSON_INSTANCES

Path to a local file from which instances are read. Instances are in JSON format; newline delimited.

An example of the JSON instances file:

{"images": [0.0, ..., 0.1], "key": 3} {"images": [0.0, ..., 0.1], "key": 2}

This flag accepts "-" for stdin.

--json-request=JSON_REQUEST

Path to a local file containing the body of JSON request.

An example of a JSON request:

{ "instances": [ {"x": [1, 2], "y": [3, 4]}, {"x": [-1, -2], "y": [-3, -4]} ] }

This flag accepts "-" for stdin.

--text-instances=TEXT_INSTANCES

Path to a local file from which instances are read. Instances are in UTF-8 encoded text format; newline delimited.

An example of the text instances file:

107,4.9,2.5,4.5,1.7 100,5.7,2.8,4.1,1.3

This flag accepts "-" for stdin.

OPTIONAL FLAGS

--region=REGION

Google Cloud region of the regional endpoint to use for this command. For the global endpoint, the region needs to be specified as global.

Learn more about regional endpoints and see a list of available regions: https://cloud.google.com/ai-platform/prediction/docs/regional-endpoints

REGION must be one of: global, asia-east1, asia-northeast1, asia-southeast1, australia-southeast1, europe-west1, europe-west2, europe-west3, europe-west4, northamerica-northeast1, us-central1, us-east1, us-east4, us-west1.

--version=VERSION

Model version to be used.

If unspecified, the default version of the model will be used. To list model versions run

$ gcloud beta ml-engine versions list

GCLOUD WIDE FLAGS

These flags are available to all commands: --access-token-file, --account, --billing-project, --configuration, --flags-file, --flatten, --format, --help, --impersonate-service-account, --log-http, --project, --quiet, --trace-token, --user-output-enabled, --verbosity.

Run $ gcloud help for details.

NOTES

This command is currently in beta and might change without notice. This variant is also available:

$ gcloud alpha ml-engine explain