gcloud alpha ai endpoints raw-predict

NAME
gcloud alpha ai endpoints raw-predict - run Vertex AI online raw prediction
SYNOPSIS
gcloud alpha ai endpoints raw-predict(ENDPOINT :--region=REGION)--request=REQUEST[--http-headers=[HEADER=VALUE,…]][GCLOUD_WIDE_FLAG]
DESCRIPTION
(ALPHA)gcloud alpha ai endpoints raw-predict sends araw prediction request to a Vertex AI endpoint. The request can be given on thecommand line or read from a file or stdin.
EXAMPLES
To predict against an endpoint123 underprojectexample in regionus-central1, reading the request from thecommand line, run:
gcloudalphaaiendpointsraw-predict123--project=example--region=us-central1--request='{    "instances": [      { "values": [1, 2, 3, 4], "key": 1 },      { "values": [5, 6, 7, 8], "key": 2 }    ]  }'

If the request body was in the fileinput.json, run:

gcloudalphaaiendpointsraw-predict123--project=example--region=us-central1--request=@input.json

To send the image fileimage.jpeg and setthecontent type, run:

gcloudalphaaiendpointsraw-predict123--project=example--region=us-central1--http-headers=Content-Type=image/jpeg--request=@image.jpeg
POSITIONAL ARGUMENTS
Endpoint resource - The endpoint to do online raw prediction. The arguments inthis group can be used to specify the attributes of this resource. (NOTE) Someattributes are not given arguments in this group but can be set in other ways.

To set theproject attribute:

  • provide the argumentendpoint on the command line with a fullyspecified name;
  • provide the argument--project on the command line;
  • set the propertycore/project.

This must be specified.

ENDPOINT
ID of the endpoint or fully qualified identifier for the endpoint.

To set thename attribute:

  • provide the argumentendpoint on the command line.

This positional argument must be specified if any of the other arguments in thisgroup are specified.

--region=REGION
Cloud region for the endpoint.

To set theregion attribute:

  • provide the argumentendpoint on the command line with a fullyspecified name;
  • provide the argument--region on the command line;
  • set the propertyai/region;
  • choose one from the prompted list of available regions.
REQUIRED FLAGS
--request=REQUEST
The request to send to the endpoint.

If the request starts with the letter '@', the rest should be afile name to read the request from, or '@-' to read fromstdin. If the request body actually starts with '@',it must be placed in a file.

If required, theContent-Type header should also be setappropriately, particularly for binary data.

OPTIONAL FLAGS
--http-headers=[HEADER=VALUE,…]
List of header and value pairs to send as part of the request. For example, toset theContent-Type andX-Header:
--http-headers=Content-Type="application/json",X-Header=Value
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 alpha and might change without notice. If thiscommand fails with API permission errors despite specifying the correct project,you might be trying to access an API with an invitation-only early accessallowlist. These variants are also available:
gcloudaiendpointsraw-predict
gcloudbetaaiendpointsraw-predict

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Last updated 2025-09-16 UTC.