gcloud ai-platform local predict

NAME: gcloud ai-platform local predict - run prediction locally
SYNOPSIS: gcloud ai-platform local predict --model-dir = MODEL_DIR ( --json-instances = JSON_INSTANCES | --json-request = JSON_REQUEST | --text-instances = TEXT_INSTANCES ) [ --framework = FRAMEWORK ] [ --signature-name = SIGNATURE_NAME ] [ GCLOUD_WIDE_FLAG … ]
DESCRIPTION: gcloud ai-platform local predict performs prediction locally with the given instances. It requires the TensorFlow SDK be installed locally. The output format mirrors gcloud ai-platform predict (online prediction).
You cannot use this command with custom prediction routines.
REQUIRED FLAGS: --model-dir = MODEL_DIR

Path to 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: --framework = FRAMEWORK

ML framework used to train this version of the model. If not specified, defaults to 'tensorflow'. FRAMEWORK must be one of: scikit-learn , tensorflow , xgboost .

--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.
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: These variants are also available:
gcloud alpha ai-platform local predict

gcloud beta ai-platform local predict

gcloud ai-platform local predict Stay organized with collections Save and categorize content based on your preferences.

gcloud ai-platform local predict