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https://github.com/imjasonh/gcloud-help
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91 lines
3.1 KiB
Text
91 lines
3.1 KiB
Text
NAME
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gcloud alpha ml-engine local predict - run prediction locally
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SYNOPSIS
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gcloud alpha ml-engine local predict --model-dir=MODEL_DIR
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(--json-instances=JSON_INSTANCES | --json-request=JSON_REQUEST
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| --text-instances=TEXT_INSTANCES) [--framework=FRAMEWORK]
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[--signature-name=SIGNATURE_NAME] [GCLOUD_WIDE_FLAG ...]
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DESCRIPTION
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(ALPHA) gcloud alpha ml-engine local predict performs prediction locally
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with the given instances. It requires the TensorFlow SDK
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(https://www.tensorflow.org/install) be installed locally. The output
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format mirrors gcloud ai-platform predict (online prediction).
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You cannot use this command with custom prediction routines.
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REQUIRED FLAGS
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--model-dir=MODEL_DIR
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Path to the model.
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Exactly one of these must be specified:
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--json-instances=JSON_INSTANCES
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Path to a local file from which instances are read. Instances are in
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JSON format; newline delimited.
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An example of the JSON instances file:
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{"images": [0.0, ..., 0.1], "key": 3}
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{"images": [0.0, ..., 0.1], "key": 2}
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...
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This flag accepts "-" for stdin.
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--json-request=JSON_REQUEST
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Path to a local file containing the body of JSON request.
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An example of a JSON request:
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{
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"instances": [
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{"x": [1, 2], "y": [3, 4]},
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{"x": [-1, -2], "y": [-3, -4]}
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]
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}
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This flag accepts "-" for stdin.
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--text-instances=TEXT_INSTANCES
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Path to a local file from which instances are read. Instances are in
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UTF-8 encoded text format; newline delimited.
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An example of the text instances file:
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107,4.9,2.5,4.5,1.7
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100,5.7,2.8,4.1,1.3
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...
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This flag accepts "-" for stdin.
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OPTIONAL FLAGS
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--framework=FRAMEWORK
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ML framework used to train this version of the model. If not specified,
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defaults to 'tensorflow'. FRAMEWORK must be one of: scikit-learn,
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tensorflow, xgboost.
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--signature-name=SIGNATURE_NAME
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Name of the signature defined in the SavedModel to use for this job.
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Defaults to DEFAULT_SERVING_SIGNATURE_DEF_KEY in
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https://www.tensorflow.org/api_docs/python/tf/compat/v1/saved_model/signature_constants,
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which is "serving_default". Only applies to TensorFlow models.
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GCLOUD WIDE FLAGS
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These flags are available to all commands: --access-token-file, --account,
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--billing-project, --configuration, --flags-file, --flatten, --format,
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--help, --impersonate-service-account, --log-http, --project, --quiet,
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--trace-token, --user-output-enabled, --verbosity.
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Run $ gcloud help for details.
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NOTES
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This command is currently in alpha and might change without notice. If this
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command fails with API permission errors despite specifying the correct
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project, you might be trying to access an API with an invitation-only early
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access allowlist. These variants are also available:
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$ gcloud ml-engine local predict
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$ gcloud beta ml-engine local predict
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