193 lines
7.2 KiB
Python
193 lines
7.2 KiB
Python
"""Unit tests for sagemaker-supported APIs."""
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from datetime import datetime
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from unittest import SkipTest
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import boto3
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from dateutil.tz import tzutc # type: ignore
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from freezegun import freeze_time
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from moto import mock_sagemaker, settings
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# See our Development Tips on writing tests for hints on how to write good tests:
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# http://docs.getmoto.org/en/latest/docs/contributing/development_tips/tests.html
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@mock_sagemaker
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def test_create_model_package_group():
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client = boto3.client("sagemaker", region_name="us-east-2")
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resp = client.create_model_package_group(
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ModelPackageGroupName="test-model-package-group",
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ModelPackageGroupDescription="test-model-package-group-description",
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Tags=[
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{"Key": "test-key", "Value": "test-value"},
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],
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)
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assert (
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resp["ModelPackageGroupArn"]
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== "arn:aws:sagemaker:us-east-2:123456789012:model-package-group/test-model-package-group"
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)
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@mock_sagemaker
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def test_list_model_package_groups():
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client = boto3.client("sagemaker", region_name="eu-west-1")
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group1 = "test-model-package-group-1"
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desc1 = "test-model-package-group-description-1"
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client.create_model_package_group(
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ModelPackageGroupName=group1, ModelPackageGroupDescription=desc1
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)
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group2 = "test-model-package-group-2"
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desc2 = "test-model-package-group-description-2"
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client.create_model_package_group(
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ModelPackageGroupName=group2,
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ModelPackageGroupDescription=desc2,
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)
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summary = client.list_model_package_groups()["ModelPackageGroupSummaryList"]
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assert summary[0]["ModelPackageGroupName"] == group1
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assert summary[0]["ModelPackageGroupDescription"] == desc1
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assert summary[1]["ModelPackageGroupName"] == group2
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assert summary[1]["ModelPackageGroupDescription"] == desc2
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# Pagination
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resp = client.list_model_package_groups(MaxResults=1)
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assert len(resp["ModelPackageGroupSummaryList"]) == 1
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resp = client.list_model_package_groups(MaxResults=1, NextToken=resp["NextToken"])
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assert len(resp["ModelPackageGroupSummaryList"]) == 1
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assert "NextToken" not in resp
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@mock_sagemaker
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def test_list_model_package_groups_creation_time_before():
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if settings.TEST_SERVER_MODE:
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raise SkipTest("Can't freeze time in ServerMode")
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client = boto3.client("sagemaker", region_name="eu-west-1")
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with freeze_time("2020-01-01 00:00:00"):
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client.create_model_package_group(
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ModelPackageGroupName="test-model-package-group-1",
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ModelPackageGroupDescription="test-model-package-group-description-1",
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)
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with freeze_time("2021-01-01 00:00:00"):
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client.create_model_package_group(
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ModelPackageGroupName="test-model-package-group-2",
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ModelPackageGroupDescription="test-model-package-group-description-2",
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)
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resp = client.list_model_package_groups(CreationTimeBefore="2020-01-01T02:00:00Z")
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assert len(resp["ModelPackageGroupSummaryList"]) == 1
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@mock_sagemaker
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def test_list_model_package_groups_creation_time_after():
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if settings.TEST_SERVER_MODE:
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raise SkipTest("Can't freeze time in ServerMode")
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client = boto3.client("sagemaker", region_name="eu-west-1")
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with freeze_time("2020-01-01 00:00:00"):
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client.create_model_package_group(
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ModelPackageGroupName="test-model-package-group-1",
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ModelPackageGroupDescription="test-model-package-group-description-1",
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)
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with freeze_time("2021-01-01 00:00:00"):
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client.create_model_package_group(
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ModelPackageGroupName="test-model-package-group-2",
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ModelPackageGroupDescription="test-model-package-group-description-2",
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)
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resp = client.list_model_package_groups(CreationTimeAfter="2020-01-02T00:00:00Z")
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assert len(resp["ModelPackageGroupSummaryList"]) == 1
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@mock_sagemaker
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def test_list_model_package_groups_name_contains():
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client = boto3.client("sagemaker", region_name="eu-west-1")
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client.create_model_package_group(
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ModelPackageGroupName="test-model-package-group-1",
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ModelPackageGroupDescription="test-model-package-group-description-1",
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)
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client.create_model_package_group(
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ModelPackageGroupName="test-model-package-group-2",
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ModelPackageGroupDescription="test-model-package-group-description-2",
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)
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client.create_model_package_group(
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ModelPackageGroupName="another-model-package-group",
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ModelPackageGroupDescription="another-model-package-group-description",
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)
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resp = client.list_model_package_groups(NameContains="test-model-package")
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assert len(resp["ModelPackageGroupSummaryList"]) == 2
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@mock_sagemaker
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def test_list_model_package_groups_sort_by():
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client = boto3.client("sagemaker", region_name="eu-west-1")
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client.create_model_package_group(
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ModelPackageGroupName="test-model-package-group-1",
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ModelPackageGroupDescription="test-model-package-group-description-1",
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)
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client.create_model_package_group(
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ModelPackageGroupName="test-model-package-group-2",
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ModelPackageGroupDescription="test-model-package-group-description-2",
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)
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resp = client.list_model_package_groups(SortBy="CreationTime")
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assert (
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resp["ModelPackageGroupSummaryList"][0]["ModelPackageGroupName"]
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== "test-model-package-group-1"
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)
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assert (
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resp["ModelPackageGroupSummaryList"][1]["ModelPackageGroupName"]
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== "test-model-package-group-2"
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)
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@mock_sagemaker
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def test_list_model_package_groups_sort_order():
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client = boto3.client("sagemaker", region_name="eu-west-1")
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client.create_model_package_group(
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ModelPackageGroupName="test-model-package-group-1",
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ModelPackageGroupDescription="test-model-package-group-description-1",
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)
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client.create_model_package_group(
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ModelPackageGroupName="test-model-package-group-2",
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ModelPackageGroupDescription="test-model-package-group-description-2",
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)
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resp = client.list_model_package_groups(SortOrder="Descending")
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assert (
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resp["ModelPackageGroupSummaryList"][0]["ModelPackageGroupName"]
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== "test-model-package-group-2"
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)
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assert (
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resp["ModelPackageGroupSummaryList"][1]["ModelPackageGroupName"]
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== "test-model-package-group-1"
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)
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@mock_sagemaker
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def test_describe_model_package_group():
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if settings.TEST_SERVER_MODE:
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raise SkipTest("Can't freeze time in ServerMode")
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client = boto3.client("sagemaker", region_name="eu-west-1")
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with freeze_time("2020-01-01 00:00:00"):
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client.create_model_package_group(
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ModelPackageGroupName="test-model-package-group",
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ModelPackageGroupDescription="test-model-package-group-description",
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)
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resp = client.describe_model_package_group(
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ModelPackageGroupName="test-model-package-group"
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)
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assert resp["ModelPackageGroupName"] == "test-model-package-group"
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assert (
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resp["ModelPackageGroupDescription"] == "test-model-package-group-description"
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)
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assert (
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resp["ModelPackageGroupArn"]
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== "arn:aws:sagemaker:eu-west-1:123456789012:model-package-group/test-model-package-group"
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)
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assert resp["ModelPackageGroupStatus"] == "Completed"
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assert resp["CreationTime"] == datetime(2020, 1, 1, 0, 0, 0, tzinfo=tzutc())
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