gcloud ai-platform predict

gcloud ai-platform predict - run AI Platform online prediction

gcloud ai-platform predict --model =MODEL (--json-instances =JSON_INSTANCES | --json-request =JSON_REQUEST | --text-instances =TEXT_INSTANCES) [--region =REGION] [--signature-name =SIGNATURE_NAME] [--version =VERSION] [GCLOUD_WIDE_FLAG …]

--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.

--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.

--signature-name=SIGNATURE_NAME

Name of the signature defined in the SavedModel to use for this job. Defaults to DEFAULT_SERVING_SIGNATURE_DEF_KEY in https://www.tensorflow.org/api_docs/python/tf/compat/v1/saved_model/signature_constants, which is "serving_default". Only applies to TensorFlow models.

--version=VERSION

Model version to be used.

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

gcloudai-platformversionslist 

Run $ gcloud help for details.