# 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. """This module contains functions for obtaining JumpStart model uris.""" from __future__ import absolute_import import os from typing import Optional from sagemaker.jumpstart.constants import ( ENV_VARIABLE_JUMPSTART_MODEL_ARTIFACT_BUCKET_OVERRIDE, JUMPSTART_DEFAULT_REGION_NAME, ) from sagemaker.jumpstart.enums import ( JumpStartScriptScope, ) from sagemaker.jumpstart.utils import ( get_jumpstart_content_bucket, verify_model_region_and_return_specs, ) def _retrieve_model_uri( model_id: str, model_version: str, model_scope: Optional[str] = None, region: Optional[str] = None, tolerate_vulnerable_model: bool = False, tolerate_deprecated_model: bool = False, ): """Retrieves the model artifact S3 URI for the model matching the given arguments. Optionally uses a bucket override specified by environment variable. Args: model_id (str): JumpStart model ID of the JumpStart model for which to retrieve the model artifact S3 URI. model_version (str): Version of the JumpStart model for which to retrieve the model artifact S3 URI. model_scope (str): The model type, i.e. what it is used for. Valid values: "training" and "inference". region (str): Region for which to retrieve model S3 URI. (Default: None). tolerate_vulnerable_model (bool): True if vulnerable versions of model specifications should be tolerated (exception not raised). 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 (exception not raised). 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: 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 region is None: region = JUMPSTART_DEFAULT_REGION_NAME model_specs = verify_model_region_and_return_specs( model_id=model_id, version=model_version, scope=model_scope, region=region, tolerate_vulnerable_model=tolerate_vulnerable_model, tolerate_deprecated_model=tolerate_deprecated_model, ) if model_scope == JumpStartScriptScope.INFERENCE: model_artifact_key = ( getattr(model_specs, "hosting_prepacked_artifact_key", None) or model_specs.hosting_artifact_key ) elif model_scope == JumpStartScriptScope.TRAINING: model_artifact_key = model_specs.training_artifact_key bucket = os.environ.get( ENV_VARIABLE_JUMPSTART_MODEL_ARTIFACT_BUCKET_OVERRIDE ) or get_jumpstart_content_bucket(region) model_s3_uri = f"s3://{bucket}/{model_artifact_key}" return model_s3_uri