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NAME
gcloud alpha ai endpoints direct-predict - run Vertex AI online direct
prediction
SYNOPSIS
gcloud alpha ai endpoints direct-predict (ENDPOINT : --region=REGION)
--json-request=JSON_REQUEST [GCLOUD_WIDE_FLAG ...]
DESCRIPTION
(ALPHA) gcloud alpha ai endpoints direct-predict sends a direct prediction
request to Vertex AI endpoint for the given instances. The request limit is
10MB.
EXAMPLES
To direct predict against an endpoint 123 under project example in region
us-central1, run:
$ gcloud alpha ai endpoints direct-predict 123 --project=example \
--region=us-central1 --json-request=input.json
POSITIONAL ARGUMENTS
Endpoint resource - The endpoint to do online direct 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.
REQUIRED FLAGS
--json-request=JSON_REQUEST
Path to a local file containing the body of a JSON request.
An example of a JSON request:
{
"inputs": [
{"dtype": "STRING", shape: [1], "string_val": ["hello world"]},
{"dtype": "INT32", shape: [1], "int_val": [42]}
]
}
This flag accepts "-" for stdin.
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 this
command fails with API permission errors despite specifying the correct
project, you might be trying to access an API with an invitation-only early
access allowlist. These variants are also available:
$ gcloud ai endpoints direct-predict
$ gcloud beta ai endpoints direct-predict

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NAME
gcloud alpha ai endpoints direct-raw-predict - run Vertex AI online direct
raw prediction
SYNOPSIS
gcloud alpha ai endpoints direct-raw-predict (ENDPOINT : --region=REGION)
--json-request=JSON_REQUEST [GCLOUD_WIDE_FLAG ...]
DESCRIPTION
(ALPHA) gcloud alpha ai endpoints direct-raw-predict sends a direct raw
prediction request to Vertex AI endpoint for the given input. The request
limit is 10MB.
EXAMPLES
To direct raw predict against an endpoint 123 under project example in
region us-central1, run:
$ gcloud alpha ai endpoints direct-raw-predict 123 \
--project=example --region=us-central1 --json-request=input.json
POSITIONAL ARGUMENTS
Endpoint resource - The endpoint to do online direct raw 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.
REQUIRED FLAGS
--json-request=JSON_REQUEST
Path to a local file containing the body of a JSON request.
An example of a JSON request:
{
"method_name": "my.method.Predict",
"input": "my request bytes"
}
This flag accepts "-" for stdin.
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 this
command fails with API permission errors despite specifying the correct
project, you might be trying to access an API with an invitation-only early
access allowlist. These variants are also available:
$ gcloud ai endpoints direct-raw-predict
$ gcloud beta ai endpoints direct-raw-predict

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@ -34,6 +34,12 @@ COMMANDS
describe
(ALPHA) Describe an existing Vertex AI endpoint.
direct-predict
(ALPHA) Run Vertex AI online direct prediction.
direct-raw-predict
(ALPHA) Run Vertex AI online direct raw prediction.
explain
(ALPHA) Request an online explanation from an Vertex AI endpoint.
@ -46,6 +52,12 @@ COMMANDS
raw-predict
(ALPHA) Run Vertex AI online raw prediction.
stream-direct-predict
(ALPHA) Run Vertex AI online stream direct prediction.
stream-direct-raw-predict
(ALPHA) Run Vertex AI online stream direct raw prediction.
stream-raw-predict
(ALPHA) Run Vertex AI online stream raw prediction.

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NAME
gcloud alpha ai endpoints stream-direct-predict - run Vertex AI online
stream direct prediction
SYNOPSIS
gcloud alpha ai endpoints stream-direct-predict
(ENDPOINT : --region=REGION) --json-request=JSON_REQUEST
[GCLOUD_WIDE_FLAG ...]
DESCRIPTION
(ALPHA) gcloud alpha ai endpoints stream-direct-predict sends a stream
direct prediction request to Vertex AI endpoint for the given inputs. The
request limit is 10MB.
EXAMPLES
To stream direct predict against an endpoint 123 under project example in
region us-central1, run:
$ gcloud alpha ai endpoints stream-direct-predict 123 \
--project=example --region=us-central1 --json-request=input.json
POSITIONAL ARGUMENTS
Endpoint resource - The endpoint to do online stream direct 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.
REQUIRED FLAGS
--json-request=JSON_REQUEST
Path to a local file containing the body of a JSON request.
An example of a JSON request:
{
"inputs": [
{"dtype": "STRING", shape: [1], "string_val": ["hello world"]},
{"dtype": "INT32", shape: [1], "int_val": [42]}
]
}
This flag accepts "-" for stdin.
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 this
command fails with API permission errors despite specifying the correct
project, you might be trying to access an API with an invitation-only early
access allowlist. These variants are also available:
$ gcloud ai endpoints stream-direct-predict
$ gcloud beta ai endpoints stream-direct-predict

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NAME
gcloud alpha ai endpoints stream-direct-raw-predict - run Vertex AI online
stream direct raw prediction
SYNOPSIS
gcloud alpha ai endpoints stream-direct-raw-predict
(ENDPOINT : --region=REGION) --json-request=JSON_REQUEST
[GCLOUD_WIDE_FLAG ...]
DESCRIPTION
(ALPHA) gcloud alpha ai endpoints stream-direct-raw-predict sends a stream
direct raw prediction request to Vertex AI endpoint for the given input.
The request limit is 10MB.
EXAMPLES
To stream direct raw predict against an endpoint 123 under project example
in region us-central1, run:
$ gcloud alpha ai endpoints stream-direct-raw-predict 123 \
--project=example --region=us-central1 --json-request=input.json
POSITIONAL ARGUMENTS
Endpoint resource - The endpoint to do online stream direct raw
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.
REQUIRED FLAGS
--json-request=JSON_REQUEST
Path to a local file containing the body of a JSON request.
An example of a JSON request:
{
"method_name": "my.method.Predict",
"input": "my request bytes"
}
This flag accepts "-" for stdin.
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 this
command fails with API permission errors despite specifying the correct
project, you might be trying to access an API with an invitation-only early
access allowlist. These variants are also available:
$ gcloud ai endpoints stream-direct-raw-predict
$ gcloud beta ai endpoints stream-direct-raw-predict