gcloud alpha ai-platform local predict - run prediction locally

gcloud alpha 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 …]

You cannot use this command with custom prediction routines.

--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 JSONformat; 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-8encoded text format; newline delimited.

An example of the text instances file:

107,4.9,2.5,4.5,1.7100,5.7,2.8,4.1,1.3…

This flag accepts "-" for stdin.

--framework=FRAMEWORK

ML framework used to train this version of the model. If not specified, defaultsto '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 toDEFAULT_SERVING_SIGNATURE_DEF_KEY inhttps://www.tensorflow.org/api_docs/python/tf/compat/v1/saved_model/signature_constants,which is "serving_default". Only applies to TensorFlow models.

Run$gcloud help for details.