- 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 mirrorsgcloud 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
Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 4.0 License, and code samples are licensed under the Apache 2.0 License. For details, see the Google Developers Site Policies. Java is a registered trademark of Oracle and/or its affiliates.
Last updated 2024-02-06 UTC.
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