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#
# 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 code to test SageMaker ``Contexts``"""
from __future__ import absolute_import
import datetime
import logging
import time
import pytest
from sagemaker.lineage import context
from sagemaker.lineage.query import LineageQueryDirectionEnum
def test_create_delete(context_obj):
# fixture does create and then delete, this test ensures it happens at least once
assert context_obj.context_arn
def test_create_delete_with_association(context_obj_with_association):
# fixture does create and then delete, this test ensures it happens at least once
assert context_obj_with_association.context_arn
def test_action(static_endpoint_context, sagemaker_session):
actions_from_query = static_endpoint_context.actions(
direction=LineageQueryDirectionEnum.ASCENDANTS
)
assert len(actions_from_query) > 0
for action in actions_from_query:
assert "action" in action.action_arn
def test_save(context_obj, sagemaker_session):
context_obj.description = "updated description"
context_obj.properties = {"k3": "v3"}
context_obj.properties_to_remove = ["k1"]
context_obj.save()
loaded = context.Context.load(
context_name=context_obj.context_name, sagemaker_session=sagemaker_session
)
assert "updated description" == loaded.description
assert {"k3": "v3"} == loaded.properties
def test_load(context_obj, sagemaker_session):
assert context_obj.context_name
logging.info(f"loading {context_obj.context_name}")
loaded = context.Context.load(
context_name=context_obj.context_name, sagemaker_session=sagemaker_session
)
assert context_obj.context_arn == loaded.context_arn
def test_list(context_objs, sagemaker_session):
slack = datetime.timedelta(minutes=1)
now = datetime.datetime.now(datetime.timezone.utc)
context_names = [context_obj.context_name for context_obj in context_objs]
for sort_order in ["Ascending", "Descending"]:
context_names_listed = [
context_listed.context_name
for context_listed in context.Context.list(
created_after=now - slack,
created_before=now + slack,
sort_by="CreationTime",
sort_order=sort_order,
sagemaker_session=sagemaker_session,
)
if context_listed.context_name in context_names
]
if sort_order == "Descending":
context_names_listed = context_names_listed[::-1]
assert context_names == context_names_listed
# sanity check
assert context_names
@pytest.mark.timeout(30)
def test_tag(context_obj, sagemaker_session):
tag = {"Key": "foo", "Value": "bar"}
context_obj.set_tag(tag)
while True:
actual_tags = sagemaker_session.sagemaker_client.list_tags(
ResourceArn=context_obj.context_arn
)["Tags"]
if actual_tags:
break
time.sleep(5)
# When sagemaker-client-config endpoint-url is passed as argument to hit some endpoints,
# length of actual tags will be greater than 1
assert len(actual_tags) > 0
assert actual_tags[0] == tag
@pytest.mark.timeout(30)
def test_tags(context_obj, sagemaker_session):
tags = [{"Key": "foo1", "Value": "bar1"}]
context_obj.set_tags(tags)
while True:
actual_tags = sagemaker_session.sagemaker_client.list_tags(
ResourceArn=context_obj.context_arn
)["Tags"]
if actual_tags:
break
time.sleep(5)
# When sagemaker-client-config endpoint-url is passed as argument to hit some endpoints,
# length of actual tags will be greater than 1
assert len(actual_tags) > 0
assert [actual_tags[-1]] == tags
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