moto/tests/test_sagemaker/test_sagemaker_model_packages.py

237 lines
8.4 KiB
Python

"""Unit tests for sagemaker-supported APIs."""
import boto3
from freezegun import freeze_time
from moto import mock_sagemaker, settings
from unittest import SkipTest
# 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_sagemaker
def test_list_model_packages():
client = boto3.client("sagemaker", region_name="eu-west-1")
client.create_model_package(
ModelPackageName="test-model-package",
ModelPackageDescription="test-model-package-description",
)
client.create_model_package(
ModelPackageName="test-model-package-2",
ModelPackageDescription="test-model-package-description-2",
)
resp = client.list_model_packages()
assert (
resp["ModelPackageSummaryList"][0]["ModelPackageName"] == "test-model-package"
)
assert "ModelPackageDescription" in resp["ModelPackageSummaryList"][0]
assert (
resp["ModelPackageSummaryList"][0]["ModelPackageDescription"]
== "test-model-package-description"
)
assert (
resp["ModelPackageSummaryList"][1]["ModelPackageName"] == "test-model-package-2"
)
assert "ModelPackageDescription" in resp["ModelPackageSummaryList"][1]
assert (
resp["ModelPackageSummaryList"][1]["ModelPackageDescription"]
== "test-model-package-description-2"
)
@mock_sagemaker
def test_list_model_packages_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(
ModelPackageName="test-model-package",
ModelPackageDescription="test-model-package-description",
)
with freeze_time("2021-01-01 00:00:00"):
client.create_model_package(
ModelPackageName="test-model-package-2",
ModelPackageDescription="test-model-package-description-2",
)
resp = client.list_model_packages(CreationTimeBefore="2020-01-01T02:00:00Z")
assert len(resp["ModelPackageSummaryList"]) == 1
@mock_sagemaker
def test_list_model_packages_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(
ModelPackageName="test-model-package",
ModelPackageDescription="test-model-package-description",
)
with freeze_time("2021-01-01 00:00:00"):
client.create_model_package(
ModelPackageName="test-model-package-2",
ModelPackageDescription="test-model-package-description-2",
)
resp = client.list_model_packages(CreationTimeAfter="2020-01-02T00:00:00Z")
assert len(resp["ModelPackageSummaryList"]) == 1
@mock_sagemaker
def test_list_model_packages_name_contains():
client = boto3.client("sagemaker", region_name="eu-west-1")
client.create_model_package(
ModelPackageName="test-model-package",
ModelPackageDescription="test-model-package-description",
)
client.create_model_package(
ModelPackageName="test-model-package-2",
ModelPackageDescription="test-model-package-description-2",
)
client.create_model_package(
ModelPackageName="another-model-package",
ModelPackageDescription="test-model-package-description-3",
)
resp = client.list_model_packages(NameContains="test-model-package")
assert len(resp["ModelPackageSummaryList"]) == 2
@mock_sagemaker
def test_list_model_packages_approval_status():
client = boto3.client("sagemaker", region_name="eu-west-1")
client.create_model_package(
ModelPackageName="test-model-package",
ModelPackageDescription="test-model-package-description",
ModelApprovalStatus="Approved",
)
client.create_model_package(
ModelPackageName="test-model-package-2",
ModelPackageDescription="test-model-package-description-2",
ModelApprovalStatus="Rejected",
)
resp = client.list_model_packages(ModelApprovalStatus="Approved")
assert len(resp["ModelPackageSummaryList"]) == 1
@mock_sagemaker
def test_list_model_packages_model_package_group_name():
client = boto3.client("sagemaker", region_name="eu-west-1")
client.create_model_package(
ModelPackageName="test-model-package",
ModelPackageDescription="test-model-package-description",
ModelPackageGroupName="test-model-package-group",
)
client.create_model_package(
ModelPackageName="test-model-package-2",
ModelPackageDescription="test-model-package-description-2",
ModelPackageGroupName="test-model-package-group",
)
resp = client.list_model_packages(ModelPackageGroupName="test-model-package-group")
assert len(resp["ModelPackageSummaryList"]) == 2
@mock_sagemaker
def test_list_model_packages_model_package_type():
client = boto3.client("sagemaker", region_name="eu-west-1")
client.create_model_package(
ModelPackageName="test-model-package",
ModelPackageDescription="test-model-package-description",
ModelPackageGroupName="test-model-package-group",
)
client.create_model_package(
ModelPackageName="test-model-package-2",
ModelPackageDescription="test-model-package-description-2",
)
resp = client.list_model_packages(ModelPackageType="Versioned")
assert len(resp["ModelPackageSummaryList"]) == 1
@mock_sagemaker
def test_list_model_packages_sort_by():
client = boto3.client("sagemaker", region_name="eu-west-1")
client.create_model_package(
ModelPackageName="test-model-package",
ModelPackageDescription="test-model-package-description",
)
client.create_model_package(
ModelPackageName="test-model-package-2",
ModelPackageDescription="test-model-package-description-2",
)
resp = client.list_model_packages(SortBy="CreationTime")
assert (
resp["ModelPackageSummaryList"][0]["ModelPackageName"] == "test-model-package"
)
assert (
resp["ModelPackageSummaryList"][1]["ModelPackageName"] == "test-model-package-2"
)
@mock_sagemaker
def test_list_model_packages_sort_order():
client = boto3.client("sagemaker", region_name="eu-west-1")
client.create_model_package(
ModelPackageName="test-model-package",
ModelPackageDescription="test-model-package-description",
)
client.create_model_package(
ModelPackageName="test-model-package-2",
ModelPackageDescription="test-model-package-description-2",
)
resp = client.list_model_packages(SortOrder="Descending")
assert (
resp["ModelPackageSummaryList"][0]["ModelPackageName"] == "test-model-package-2"
)
assert (
resp["ModelPackageSummaryList"][1]["ModelPackageName"] == "test-model-package"
)
@mock_sagemaker
def test_describe_model_package():
client = boto3.client("sagemaker", region_name="eu-west-1")
client.create_model_package(
ModelPackageName="test-model-package",
ModelPackageDescription="test-model-package-description",
)
resp = client.describe_model_package(ModelPackageName="test-model-package")
assert resp["ModelPackageName"] == "test-model-package"
assert resp["ModelPackageDescription"] == "test-model-package-description"
@mock_sagemaker
def test_create_model_package():
client = boto3.client("sagemaker", region_name="eu-west-1")
resp = client.create_model_package(
ModelPackageName="test-model-package",
ModelPackageDescription="test-model-package-description",
)
assert (
resp["ModelPackageArn"]
== "arn:aws:sagemaker:eu-west-1:123456789012:model-package/test-model-package"
)
@mock_sagemaker
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"
)