gcloud ml-engine local predict

NAME
gcloud ml-engine local predict - run prediction locally
SYNOPSIS
gcloud ml-engine 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 ml-engine 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 ml-engine local predict
 
gcloud beta ml-engine local predict