# 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 model artifact S3 URI of pretrained machine learning models.""" from __future__ import absolute_import import logging from typing import Optional from sagemaker.jumpstart import utils as jumpstart_utils from sagemaker.jumpstart import artifacts logger = logging.getLogger(__name__) def retrieve( region: Optional[str] = None, model_id: Optional[str] = None, model_version: Optional[str] = None, model_scope: Optional[str] = None, tolerate_vulnerable_model: bool = False, tolerate_deprecated_model: bool = False, ) -> str: """Retrieves the model artifact Amazon S3 URI for the model matching the given arguments. Args: region (str): The AWS Region for which to retrieve the Jumpstart model S3 URI. model_id (str): The model ID of the JumpStart model for which to retrieve the model artifact S3 URI. model_version (str): The version of the JumpStart model for which to retrieve the model artifact S3 URI. model_scope (str): The model 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 versions of model specifications should be tolerated without raising an exception. If ``False``, raises an exception if the version of the model is deprecated. (Default: False). Returns: str: The model artifact S3 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 JumpStart `model_id` and `model_version` when retrieving model URIs." ) return artifacts._retrieve_model_uri( model_id, model_version, # type: ignore model_scope, region, tolerate_vulnerable_model, tolerate_deprecated_model, )