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import uuid
from datetime import datetime
from unittest import SkipTest
import boto3
import pytest
from botocore.exceptions import ClientError
from dateutil.tz import tzutc # type: ignore
from freezegun import freeze_time
from moto import mock_aws, settings
# See our Development Tips on writing tests for hints on how to write good tests:
# http://docs.getmoto.org/en/latest/docs/contributing/development_tips/tests.html
@mock_aws
def test_create_model_package_group():
client = boto3.client("sagemaker", region_name="us-east-2")
resp = client.create_model_package_group(
ModelPackageGroupName="test-model-package-group",
ModelPackageGroupDescription="test-model-package-group-description",
Tags=[
{"Key": "test-key", "Value": "test-value"},
],
)
assert (
resp["ModelPackageGroupArn"]
== "arn:aws:sagemaker:us-east-2:123456789012:model-package-group/test-model-package-group"
)
@mock_aws
def test_list_model_package_groups():
client = boto3.client("sagemaker", region_name="eu-west-1")
group1 = "test-model-package-group-1"
desc1 = "test-model-package-group-description-1"
client.create_model_package_group(
ModelPackageGroupName=group1, ModelPackageGroupDescription=desc1
)
group2 = "test-model-package-group-2"
desc2 = "test-model-package-group-description-2"
client.create_model_package_group(
ModelPackageGroupName=group2,
ModelPackageGroupDescription=desc2,
)
summary = client.list_model_package_groups()["ModelPackageGroupSummaryList"]
assert summary[0]["ModelPackageGroupName"] == group1
assert summary[0]["ModelPackageGroupDescription"] == desc1
assert summary[1]["ModelPackageGroupName"] == group2
assert summary[1]["ModelPackageGroupDescription"] == desc2
# Pagination
resp = client.list_model_package_groups(MaxResults=1)
assert len(resp["ModelPackageGroupSummaryList"]) == 1
resp = client.list_model_package_groups(MaxResults=1, NextToken=resp["NextToken"])
assert len(resp["ModelPackageGroupSummaryList"]) == 1
assert "NextToken" not in resp
@mock_aws
def test_list_model_package_groups_creation_time_before():
if settings.TEST_SERVER_MODE:
raise SkipTest("Can't freeze time in ServerMode")
client = boto3.client("sagemaker", region_name="eu-west-1")
with freeze_time("2020-01-01 00:00:00"):
client.create_model_package_group(
ModelPackageGroupName="test-model-package-group-1",
ModelPackageGroupDescription="test-model-package-group-description-1",
)
with freeze_time("2021-01-01 00:00:00"):
client.create_model_package_group(
ModelPackageGroupName="test-model-package-group-2",
ModelPackageGroupDescription="test-model-package-group-description-2",
)
resp = client.list_model_package_groups(CreationTimeBefore="2020-01-01T02:00:00Z")
assert len(resp["ModelPackageGroupSummaryList"]) == 1
@mock_aws
def test_list_model_package_groups_creation_time_after():
if settings.TEST_SERVER_MODE:
raise SkipTest("Can't freeze time in ServerMode")
client = boto3.client("sagemaker", region_name="eu-west-1")
with freeze_time("2020-01-01 00:00:00"):
client.create_model_package_group(
ModelPackageGroupName="test-model-package-group-1",
ModelPackageGroupDescription="test-model-package-group-description-1",
)
with freeze_time("2021-01-01 00:00:00"):
client.create_model_package_group(
ModelPackageGroupName="test-model-package-group-2",
ModelPackageGroupDescription="test-model-package-group-description-2",
)
resp = client.list_model_package_groups(CreationTimeAfter="2020-01-02T00:00:00Z")
assert len(resp["ModelPackageGroupSummaryList"]) == 1
@mock_aws
def test_list_model_package_groups_name_contains():
client = boto3.client("sagemaker", region_name="eu-west-1")
client.create_model_package_group(
ModelPackageGroupName="test-model-package-group-1",
ModelPackageGroupDescription="test-model-package-group-description-1",
)
client.create_model_package_group(
ModelPackageGroupName="test-model-package-group-2",
ModelPackageGroupDescription="test-model-package-group-description-2",
)
client.create_model_package_group(
ModelPackageGroupName="another-model-package-group",
ModelPackageGroupDescription="another-model-package-group-description",
)
resp = client.list_model_package_groups(NameContains="test-model-package")
assert len(resp["ModelPackageGroupSummaryList"]) == 2
@mock_aws
def test_list_model_package_groups_sort_by():
client = boto3.client("sagemaker", region_name="eu-west-1")
client.create_model_package_group(
ModelPackageGroupName="test-model-package-group-1",
ModelPackageGroupDescription="test-model-package-group-description-1",
)
client.create_model_package_group(
ModelPackageGroupName="test-model-package-group-2",
ModelPackageGroupDescription="test-model-package-group-description-2",
)
resp = client.list_model_package_groups(SortBy="CreationTime")
assert (
resp["ModelPackageGroupSummaryList"][0]["ModelPackageGroupName"]
== "test-model-package-group-1"
)
assert (
resp["ModelPackageGroupSummaryList"][1]["ModelPackageGroupName"]
== "test-model-package-group-2"
)
@mock_aws
def test_list_model_package_groups_sort_order():
client = boto3.client("sagemaker", region_name="eu-west-1")
client.create_model_package_group(
ModelPackageGroupName="test-model-package-group-1",
ModelPackageGroupDescription="test-model-package-group-description-1",
)
client.create_model_package_group(
ModelPackageGroupName="test-model-package-group-2",
ModelPackageGroupDescription="test-model-package-group-description-2",
)
resp = client.list_model_package_groups(SortOrder="Descending")
assert (
resp["ModelPackageGroupSummaryList"][0]["ModelPackageGroupName"]
== "test-model-package-group-2"
)
assert (
resp["ModelPackageGroupSummaryList"][1]["ModelPackageGroupName"]
== "test-model-package-group-1"
)
@mock_aws
def test_describe_model_package_group():
if settings.TEST_SERVER_MODE:
raise SkipTest("Can't freeze time in ServerMode")
client = boto3.client("sagemaker", region_name="eu-west-1")
with freeze_time("2020-01-01 00:00:00"):
client.create_model_package_group(
ModelPackageGroupName="test-model-package-group",
ModelPackageGroupDescription="test-model-package-group-description",
)
resp = client.describe_model_package_group(
ModelPackageGroupName="test-model-package-group"
)
assert resp["ModelPackageGroupName"] == "test-model-package-group"
assert (
resp["ModelPackageGroupDescription"] == "test-model-package-group-description"
)
assert (
resp["ModelPackageGroupArn"]
== "arn:aws:sagemaker:eu-west-1:123456789012:model-package-group/test-model-package-group"
)
assert resp["ModelPackageGroupStatus"] == "Completed"
assert resp["CreationTime"] == datetime(2020, 1, 1, 0, 0, 0, tzinfo=tzutc())
@mock_aws
def test_describe_model_package_group_not_exists():
if settings.TEST_SERVER_MODE:
raise SkipTest("Can't freeze time in ServerMode")
client = boto3.client("sagemaker", region_name="eu-west-1")
with pytest.raises(ClientError) as e:
client.describe_model_package_group(
ModelPackageGroupName="test-model-package-group"
)
assert e.value.response["Error"]["Code"] == "ValidationException"
assert "does not exist" in e.value.response["Error"]["Message"]
@mock_aws
def test_list_tags_model_package_group():
region_name = "eu-west-1"
model_package_group_name = "test-model-package-group"
client = boto3.client("sagemaker", region_name=region_name)
client.create_model_package_group(
ModelPackageGroupName=model_package_group_name,
ModelPackageGroupDescription="test-model-package-group-description",
)
tags = []
for _ in range(80):
tags.append({"Key": str(uuid.uuid4()), "Value": "myValue"})
resource_arn = (
f"arn:aws:sagemaker:{region_name}:123456789012"
f":model-package-group/{model_package_group_name}"
)
_ = client.add_tags(ResourceArn=resource_arn, Tags=tags)
paginator = client.get_paginator("list_tags")
response_iterator = paginator.paginate(ResourceArn=resource_arn)
tags_from_paginator = []
for response in response_iterator:
tags_from_paginator.extend(response["Tags"])
assert tags_from_paginator == tags
@mock_aws
def test_delete_tags_model_package_group():
region_name = "eu-west-1"
model_package_group_name = "test-model-package-group"
client = boto3.client("sagemaker", region_name=region_name)
client.create_model_package_group(
ModelPackageGroupName=model_package_group_name,
ModelPackageGroupDescription="test-model-package-group-description",
)
tags = []
for _ in range(80):
tags.append({"Key": str(uuid.uuid4()), "Value": "myValue"})
resource_arn = (
f"arn:aws:sagemaker:{region_name}:123456789012"
f":model-package-group/{model_package_group_name}"
)
_ = client.add_tags(ResourceArn=resource_arn, Tags=tags)
delete_tag_keys = [tag["Key"] for tag in tags[:20]]
_ = client.delete_tags(ResourceArn=resource_arn, TagKeys=delete_tag_keys)
paginator = client.get_paginator("list_tags")
response_iterator = paginator.paginate(ResourceArn=resource_arn)
remaining_tags = []
for response in response_iterator:
remaining_tags.extend(response["Tags"])
assert remaining_tags == tags[20:]
@mock_aws
def test_search_model_package_groups():
client = boto3.client("sagemaker", region_name="eu-west-1")
group1 = "test-model-package-group-1"
desc1 = "test-model-package-group-description-1"
arn1 = client.create_model_package_group(
ModelPackageGroupName=group1, ModelPackageGroupDescription=desc1
)["ModelPackageGroupArn"]
client.add_tags(ResourceArn=arn1, Tags=[{"Key": "k1", "Value": "v1"}])
group2 = "test-model-package-group-2"
desc2 = "test-model-package-group-description-2"
client.create_model_package_group(
ModelPackageGroupName=group2,
ModelPackageGroupDescription=desc2,
)
summary = client.search(Resource="ModelPackageGroup")["Results"]
assert len(summary) == 2
assert (
summary[0]["ModelPackageGroup"]["ModelPackageGroupName"]
== "test-model-package-group-1"
)
assert summary[0]["ModelPackageGroup"]["Tags"] == [{"Key": "k1", "Value": "v1"}]
assert (
summary[1]["ModelPackageGroup"]["ModelPackageGroupName"]
== "test-model-package-group-2"
)
|
