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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 ``Artifacts``"""
from __future__ import absolute_import
import datetime
import logging
import time
import pytest
from sagemaker.lineage import artifact
from tests.integ.sagemaker.lineage.helpers import retry
def test_create_delete(artifact_obj):
# fixture does create and then delete, this test ensures it happens at least once
assert artifact_obj.artifact_arn
def test_create_delete_with_association(artifact_obj_with_association):
# fixture does create and then delete, this test ensures it happens at least once
assert artifact_obj_with_association.artifact_arn
def test_save(artifact_obj, sagemaker_session):
artifact_obj.properties = {"k3": "v3"}
artifact_obj.properties_to_remove = ["k1"]
artifact_obj.save()
loaded = artifact.Artifact.load(
artifact_arn=artifact_obj.artifact_arn, sagemaker_session=sagemaker_session
)
assert {"k3": "v3"} == loaded.properties
def test_load(artifact_obj, sagemaker_session):
assert artifact_obj.artifact_name
logging.info(f"loading {artifact_obj.artifact_name}")
loaded = artifact.Artifact.load(
artifact_arn=artifact_obj.artifact_arn, sagemaker_session=sagemaker_session
)
assert artifact_obj.artifact_arn == loaded.artifact_arn
def test_list(artifact_objs, sagemaker_session):
slack = datetime.timedelta(minutes=1)
now = datetime.datetime.now(datetime.timezone.utc)
artifact_names = [art.artifact_name for art in artifact_objs]
for sort_order in ["Ascending", "Descending"]:
artifact_names_listed = [
artifact_listed.artifact_name
for artifact_listed in artifact.Artifact.list(
created_after=now - slack,
created_before=now + slack,
sort_by="CreationTime",
sort_order=sort_order,
sagemaker_session=sagemaker_session,
)
if artifact_listed.artifact_name in artifact_names
]
if sort_order == "Descending":
artifact_names_listed = artifact_names_listed[::-1]
assert artifact_names == artifact_names_listed
# sanity check
assert artifact_names
def test_list_by_type(artifact_objs, sagemaker_session):
slack = datetime.timedelta(minutes=1)
now = datetime.datetime.now(datetime.timezone.utc)
expected_name = list(
filter(lambda x: x.artifact_type == "SDKIntegrationTestType2", artifact_objs)
)[0].artifact_name
artifact_names = [art.artifact_name for art in artifact_objs]
artifact_names_listed = [
artifact_listed.artifact_name
for artifact_listed in artifact.Artifact.list(
created_after=now - slack,
artifact_type="SDKIntegrationTestType2",
sagemaker_session=sagemaker_session,
)
if artifact_listed.artifact_name in artifact_names
]
assert len(artifact_names_listed) == 1
assert artifact_names_listed[0] == expected_name
@pytest.mark.skip("data inconsistency P61661075")
def test_get_artifact(static_dataset_artifact):
s3_uri = static_dataset_artifact.source.source_uri
expected_artifact = static_dataset_artifact.s3_uri_artifacts(s3_uri=s3_uri)
for ar in expected_artifact["ArtifactSummaries"]:
assert ar.get("Source")["SourceUri"] == s3_uri
def test_downstream_trials(trial_associated_artifact, trial_obj, sagemaker_session):
# allow trial components to index, 30 seconds max
def validate():
for i in range(3):
time.sleep(10)
trials = trial_associated_artifact.downstream_trials(
sagemaker_session=sagemaker_session
)
logging.info(f"Found {len(trials)} downstream trials.")
if len(trials) > 0:
break
assert len(trials) == 1
assert trial_obj.trial_name in trials
retry(validate, num_attempts=3)
def test_downstream_trials_v2(trial_associated_artifact, trial_obj, sagemaker_session):
trials = trial_associated_artifact.downstream_trials_v2()
assert len(trials) == 1
assert trial_obj.trial_name in trials
def test_upstream_trials(upstream_trial_associated_artifact, trial_obj, sagemaker_session):
trials = upstream_trial_associated_artifact.upstream_trials()
assert len(trials) == 1
assert trial_obj.trial_name in trials
@pytest.mark.timeout(30)
def test_tag(artifact_obj, sagemaker_session):
tag = {"Key": "foo", "Value": "bar"}
artifact_obj.set_tag(tag)
while True:
actual_tags = sagemaker_session.sagemaker_client.list_tags(
ResourceArn=artifact_obj.artifact_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(artifact_obj, sagemaker_session):
tags = [{"Key": "foo1", "Value": "bar1"}]
artifact_obj.set_tags(tags)
while True:
actual_tags = sagemaker_session.sagemaker_client.list_tags(
ResourceArn=artifact_obj.artifact_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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