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| | """This module contains code to create and manage SageMaker ``Artifact``.""" |
| | from __future__ import absolute_import |
| |
|
| | from typing import Optional, Iterator |
| | from datetime import datetime |
| | import logging |
| |
|
| | from sagemaker.apiutils import _base_types |
| | from sagemaker.lineage import _api_types |
| | from sagemaker.lineage._api_types import AssociationSummary |
| |
|
| | logger = logging.getLogger(__name__) |
| |
|
| |
|
| | class Association(_base_types.Record): |
| | """An Amazon SageMaker artifact, which is part of a SageMaker lineage. |
| | |
| | Examples: |
| | .. code-block:: python |
| | |
| | from sagemaker.lineage import association |
| | |
| | my_association = association.Association.create( |
| | source_arn=artifact_arn, |
| | destination_arn=trial_component_arn, |
| | association_type='ContributedTo') |
| | |
| | for assoctn in association.Association.list(): |
| | print(assoctn) |
| | |
| | my_association.delete() |
| | |
| | Attributes: |
| | source_arn (str): The ARN of the source entity. |
| | source_type (str): The type of the source entity. |
| | destination_arn (str): The ARN of the destination entity. |
| | destination_type (str): The type of the destination entity. |
| | association_type (str): the type of the association. |
| | """ |
| |
|
| | source_arn: str = None |
| | destination_arn: str = None |
| |
|
| | _boto_create_method: str = "add_association" |
| | _boto_delete_method: str = "delete_association" |
| |
|
| | _custom_boto_types: dict = {} |
| |
|
| | _boto_delete_members = [ |
| | "source_arn", |
| | "destination_arn", |
| | ] |
| |
|
| | def delete(self): |
| | """Delete this Association from SageMaker.""" |
| | self._invoke_api(self._boto_delete_method, self._boto_delete_members) |
| |
|
| | def set_tag(self, tag=None): |
| | """Add a tag to the object. |
| | |
| | Args: |
| | tag (obj): Key value pair to set tag. |
| | |
| | Returns: |
| | list({str:str}): a list of key value pairs |
| | """ |
| | logger.warning( |
| | "set_tag on Association is deprecated. Use set_tag on the source or destination\ |
| | entity instead." |
| | ) |
| | return self._set_tags(resource_arn=self.source_arn, tags=[tag]) |
| |
|
| | def set_tags(self, tags=None): |
| | """Add tags to the object. |
| | |
| | Args: |
| | tags ([{key:value}]): list of key value pairs. |
| | |
| | Returns: |
| | list({str:str}): a list of key value pairs |
| | """ |
| | logger.warning( |
| | "set_tags on Association is deprecated. Use set_tags on the source or destination\ |
| | entity instead." |
| | ) |
| | return self._set_tags(resource_arn=self.source_arn, tags=tags) |
| |
|
| | @classmethod |
| | def create( |
| | cls, |
| | source_arn: str, |
| | destination_arn: str, |
| | association_type: str = None, |
| | sagemaker_session=None, |
| | ) -> "Association": |
| | """Add an association and return an ``Association`` object representing it. |
| | |
| | Args: |
| | source_arn (str): The ARN of the source. |
| | destination_arn (str): The ARN of the destination. |
| | association_type (str): The type of the association. ContributedTo, AssociatedWith, |
| | DerivedFrom, or Produced. |
| | sagemaker_session (sagemaker.session.Session): Session object which |
| | manages interactions with Amazon SageMaker APIs and any other |
| | AWS services needed. If not specified, one is created using the |
| | default AWS configuration chain. |
| | |
| | Returns: |
| | association: A SageMaker ``Association`` object. |
| | """ |
| | return super(Association, cls)._construct( |
| | cls._boto_create_method, |
| | source_arn=source_arn, |
| | destination_arn=destination_arn, |
| | association_type=association_type, |
| | sagemaker_session=sagemaker_session, |
| | ) |
| |
|
| | @classmethod |
| | def list( |
| | cls, |
| | source_arn: str = None, |
| | destination_arn: str = None, |
| | source_type: str = None, |
| | destination_type: str = None, |
| | association_type: str = None, |
| | created_after: Optional[datetime] = None, |
| | created_before: Optional[datetime] = None, |
| | sort_by: Optional[str] = None, |
| | sort_order: Optional[str] = None, |
| | max_results: Optional[int] = None, |
| | next_token: Optional[str] = None, |
| | sagemaker_session=None, |
| | ) -> Iterator[AssociationSummary]: |
| | """Return a list of context summaries. |
| | |
| | Args: |
| | source_arn (str): The ARN of the source entity. |
| | destination_arn (str): The ARN of the destination entity. |
| | source_type (str): The type of the source entity. |
| | destination_type (str): The type of the destination entity. |
| | association_type (str): The type of the association. |
| | created_after (datetime.datetime, optional): Return contexts created after this |
| | instant. |
| | created_before (datetime.datetime, optional): Return contexts created before this |
| | instant. |
| | sort_by (str, optional): Which property to sort results by. |
| | One of 'SourceArn', 'CreatedBefore', 'CreatedAfter' |
| | sort_order (str, optional): One of 'Ascending', or 'Descending'. |
| | max_results (int, optional): maximum number of contexts to retrieve |
| | next_token (str, optional): token for next page of results |
| | sagemaker_session (sagemaker.session.Session): Session object which |
| | manages interactions with Amazon SageMaker APIs and any other |
| | AWS services needed. If not specified, one is created using the |
| | default AWS configuration chain. |
| | |
| | Returns: |
| | collections.Iterator[AssociationSummary]: An iterator |
| | over ``AssociationSummary`` objects. |
| | """ |
| | return super(Association, cls)._list( |
| | "list_associations", |
| | _api_types.AssociationSummary.from_boto, |
| | "AssociationSummaries", |
| | source_arn=source_arn, |
| | destination_arn=destination_arn, |
| | source_type=source_type, |
| | destination_type=destination_type, |
| | association_type=association_type, |
| | created_after=created_after, |
| | created_before=created_before, |
| | sort_by=sort_by, |
| | sort_order=sort_order, |
| | max_results=max_results, |
| | next_token=next_token, |
| | sagemaker_session=sagemaker_session, |
| | ) |
| |
|