File size: 6,124 Bytes
476455e | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 | # 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 code to test SageMaker ``Actions``"""
from __future__ import absolute_import
import datetime
import logging
import time
import pytest
from sagemaker.lineage import action
from sagemaker.lineage.query import LineageQueryDirectionEnum
def test_create_delete(action_obj):
# fixture does create and then delete, this test ensures it happens at least once
assert action_obj.action_arn
def test_create_delete_with_association(action_obj_with_association):
# fixture does create and then delete, this test ensures it happens at least once
assert action_obj_with_association.action_arn
def test_save(action_obj, sagemaker_session):
action_obj.description = "updated integration test description"
action_obj.status = "Completed"
action_obj.properties = {"k3": "v3"}
action_obj.properties_to_remove = ["k1"]
action_obj.save()
loaded = action.Action.load(
action_name=action_obj.action_name, sagemaker_session=sagemaker_session
)
assert "updated integration test description" == loaded.description
assert "Completed" == loaded.status
assert {"k3": "v3"} == loaded.properties
def test_load(action_obj, sagemaker_session):
assert action_obj.action_name
logging.info(f"loading {action_obj.action_name}")
loaded = action.Action.load(
action_name=action_obj.action_name, sagemaker_session=sagemaker_session
)
assert action_obj.action_arn == loaded.action_arn
def test_list(action_objs, sagemaker_session):
slack = datetime.timedelta(minutes=1)
now = datetime.datetime.now(datetime.timezone.utc)
action_names = [actn.action_name for actn in action_objs]
for sort_order in ["Ascending", "Descending"]:
action_names_listed = [
action_listed.action_name
for action_listed in action.Action.list(
created_after=now - slack,
created_before=now + slack,
sort_by="CreationTime",
sort_order=sort_order,
sagemaker_session=sagemaker_session,
)
if action_listed.action_name in action_names
]
if sort_order == "Descending":
action_names_listed = action_names_listed[::-1]
assert action_names == action_names_listed
# sanity check
assert action_names
@pytest.mark.timeout(30)
def test_tag(action_obj, sagemaker_session):
tag = {"Key": "foo", "Value": "bar"}
action_obj.set_tag(tag)
while True:
actual_tags = sagemaker_session.sagemaker_client.list_tags(
ResourceArn=action_obj.action_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(action_obj, sagemaker_session):
tags = [{"Key": "foo1", "Value": "bar1"}]
action_obj.set_tags(tags)
while True:
actual_tags = sagemaker_session.sagemaker_client.list_tags(
ResourceArn=action_obj.action_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
@pytest.mark.skip("data inconsistency P61661075")
def test_upstream_artifacts(static_model_deployment_action):
artifacts_from_query = static_model_deployment_action.artifacts(
direction=LineageQueryDirectionEnum.ASCENDANTS
)
assert len(artifacts_from_query) > 0
for artifact in artifacts_from_query:
assert "artifact" in artifact.artifact_arn
@pytest.mark.skip("data inconsistency P61661075")
def test_downstream_artifacts(static_approval_action):
artifacts_from_query = static_approval_action.artifacts(
direction=LineageQueryDirectionEnum.DESCENDANTS
)
assert len(artifacts_from_query) > 0
for artifact in artifacts_from_query:
assert "artifact" in artifact.artifact_arn
@pytest.mark.skip("data inconsistency P61661075")
def test_datasets(static_approval_action, static_dataset_artifact, sagemaker_session):
try:
sagemaker_session.sagemaker_client.add_association(
SourceArn=static_dataset_artifact.artifact_arn,
DestinationArn=static_approval_action.action_arn,
AssociationType="ContributedTo",
)
except Exception:
print("Source and Destination association already exists.")
time.sleep(3)
artifacts_from_query = static_approval_action.datasets()
assert len(artifacts_from_query) > 0
for artifact in artifacts_from_query:
assert "artifact" in artifact.artifact_arn
assert artifact.artifact_type == "DataSet"
try:
sagemaker_session.sagemaker_client.delete_association(
SourceArn=static_dataset_artifact.artifact_arn,
DestinationArn=static_approval_action.action_arn,
)
except Exception:
pass
@pytest.mark.skip("data inconsistency P61661075")
def test_endpoints(static_approval_action):
endpoint_contexts_from_query = static_approval_action.endpoints()
assert len(endpoint_contexts_from_query) > 0
for endpoint in endpoint_contexts_from_query:
assert endpoint.context_type == "Endpoint"
assert "endpoint" in endpoint.context_arn
|