gcloud beta ai endpoints predict - run Vertex AI online prediction
gcloud beta ai endpoints predict (ENDPOINT : --region=REGION) --json-request=JSON_REQUEST [GCLOUD_WIDE_FLAG ...]
(BETA) gcloud beta ai endpoints predict sends a prediction request to Vertex AI endpoint 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).
To predict against an endpoint 123 under project example in region us-central1, run:
$ gcloud beta ai endpoints predict 123 --project=example \ --region=us-central1 --json-request=input.json
- Endpoint resource - The endpoint to do online prediction. The arguments in this
group can be used to specify the attributes of this resource. (NOTE) Some attributes are not given arguments in this group but can be set in other ways. To set the project attribute:
- —
provide the argument endpoint on the command line with a fully specified name;
- —
provide the argument --project on the command line;
- —
set the property core/project.
This must be specified.
- ENDPOINT
ID of the endpoint or fully qualified identifier for the endpoint. To set the name attribute:
provide the argument endpoint on the command line.
This positional argument must be specified if any of the other arguments in this group are specified.
- --region=REGION
Cloud region for the endpoint. To set the region attribute:
provide the argument endpoint on the command line with a fully specified name;
provide the argument --region on the command line;
set the property ai/region;
choose one from the prompted list of available regions.
- --json-request=JSON_REQUEST
Path to a local file containing the body of a 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.
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.
This command is currently in beta and might change without notice. These variants are also available:
$ gcloud ai endpoints predict
$ gcloud alpha ai endpoints predict