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script_uris.py
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70 lines (61 loc) · 2.89 KB
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# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"). You
# may not use this file except in compliance with the License. A copy of
# the License is located at
#
# http://aws.amazon.com/apache2.0/
#
# or in the "license" file accompanying this file. This file is
# distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF
# ANY KIND, either express or implied. See the License for the specific
# language governing permissions and limitations under the License.
"""Accessors to retrieve the script Amazon S3 URI to run pretrained machine learning models."""
from __future__ import absolute_import
import logging
from sagemaker.jumpstart import utils as jumpstart_utils
from sagemaker.jumpstart import artifacts
logger = logging.getLogger(__name__)
def retrieve(
region=None,
model_id=None,
model_version=None,
script_scope=None,
tolerate_vulnerable_model: bool = False,
tolerate_deprecated_model: bool = False,
) -> str:
"""Retrieves the script S3 URI associated with the model matching the given arguments.
Args:
region (str): The AWS Region for which to retrieve the model script S3 URI.
model_id (str): The model ID of the JumpStart model for which to
retrieve the script S3 URI.
model_version (str): The version of the JumpStart model for which to retrieve the
model script S3 URI.
script_scope (str): The script type.
Valid values: "training" and "inference".
tolerate_vulnerable_model (bool): ``True`` if vulnerable versions of model
specifications should be tolerated without raising an exception. If ``False``, raises an
exception if the script used by this version of the model has dependencies with known
security vulnerabilities. (Default: False).
tolerate_deprecated_model (bool): ``True`` if deprecated models should be tolerated
without raising an exception. ``False`` if these models should raise an exception.
(Default: False).
Returns:
str: The model script URI for the corresponding model.
Raises:
NotImplementedError: If the scope is not supported.
ValueError: If the combination of arguments specified is not supported.
VulnerableJumpStartModelError: If any of the dependencies required by the script have
known security vulnerabilities.
DeprecatedJumpStartModelError: If the version of the model is deprecated.
"""
if not jumpstart_utils.is_jumpstart_model_input(model_id, model_version):
raise ValueError("Must specify `model_id` and `model_version` when retrieving script URIs.")
return artifacts._retrieve_script_uri(
model_id,
model_version,
script_scope,
region,
tolerate_vulnerable_model,
tolerate_deprecated_model,
)