179 lines
5.3 KiB
Python
179 lines
5.3 KiB
Python
import pytest
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import boto3
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import kfp
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import os
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import utils
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from datetime import datetime
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from filelock import FileLock
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def pytest_addoption(parser):
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parser.addoption(
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"--region",
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default="us-west-2",
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required=False,
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help="AWS region where test will run",
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)
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parser.addoption(
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"--sagemaker-role-arn", required=True, help="SageMaker execution IAM role ARN",
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)
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parser.addoption(
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"--robomaker-role-arn", required=True, help="RoboMaker execution IAM role ARN",
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)
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parser.addoption(
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"--assume-role-arn",
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required=True,
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help="The ARN of a role which the assume role tests will assume to access SageMaker.",
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)
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parser.addoption(
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"--s3-data-bucket",
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required=True,
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help="Regional S3 bucket name in which test data is hosted",
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)
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parser.addoption(
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"--minio-service-port",
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default="9000",
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required=False,
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help="Localhost port to which minio service is mapped to",
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)
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parser.addoption(
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"--kfp-namespace",
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default="kubeflow",
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required=False,
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help="Cluster namespace where kubeflow pipelines is installed",
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)
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parser.addoption(
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"--fsx-subnet",
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required=False,
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help="The subnet in which FSx is installed",
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default="",
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)
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parser.addoption(
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"--fsx-security-group",
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required=False,
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help="The security group SageMaker should use when running the FSx test",
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default="",
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)
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parser.addoption(
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"--fsx-id",
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required=False,
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help="The file system ID of the FSx instance",
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default="",
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)
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@pytest.fixture(scope="session", autouse=True)
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def region(request):
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os.environ["AWS_REGION"] = request.config.getoption("--region")
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return request.config.getoption("--region")
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@pytest.fixture(scope="session", autouse=True)
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def assume_role_arn(request):
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os.environ["ASSUME_ROLE_ARN"] = request.config.getoption("--assume-role-arn")
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return request.config.getoption("--assume-role-arn")
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@pytest.fixture(scope="session", autouse=True)
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def sagemaker_role_arn(request):
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os.environ["SAGEMAKER_ROLE_ARN"] = request.config.getoption("--sagemaker-role-arn")
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return request.config.getoption("--sagemaker-role-arn")
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@pytest.fixture(scope="session", autouse=True)
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def robomaker_role_arn(request):
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os.environ["ROBOMAKER_ROLE_ARN"] = request.config.getoption("--robomaker-role-arn")
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return request.config.getoption("--robomaker-role-arn")
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@pytest.fixture(scope="session", autouse=True)
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def s3_data_bucket(request):
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os.environ["S3_DATA_BUCKET"] = request.config.getoption("--s3-data-bucket")
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return request.config.getoption("--s3-data-bucket")
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@pytest.fixture(scope="session", autouse=True)
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def minio_service_port(request):
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os.environ["MINIO_SERVICE_PORT"] = request.config.getoption("--minio-service-port")
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return request.config.getoption("--minio-service-port")
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@pytest.fixture(scope="session", autouse=True)
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def kfp_namespace(request):
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os.environ["NAMESPACE"] = request.config.getoption("--kfp-namespace")
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return request.config.getoption("--kfp-namespace")
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@pytest.fixture(scope="session", autouse=True)
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def fsx_subnet(request):
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os.environ["FSX_SUBNET"] = request.config.getoption("--fsx-subnet")
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return request.config.getoption("--fsx-subnet")
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@pytest.fixture(scope="session", autouse=True)
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def fsx_security_group(request):
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os.environ["FSX_SECURITY_GROUP"] = request.config.getoption("--fsx-security-group")
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return request.config.getoption("--fsx-security-group")
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@pytest.fixture(scope="session", autouse=True)
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def fsx_id(request):
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os.environ["FSX_ID"] = request.config.getoption("--fsx-id")
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return request.config.getoption("--fsx-id")
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@pytest.fixture(scope="session")
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def boto3_session(region):
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return boto3.Session(region_name=region)
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@pytest.fixture(scope="session")
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def sagemaker_client(boto3_session):
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return boto3_session.client(service_name="sagemaker")
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@pytest.fixture(scope="session")
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def robomaker_client(boto3_session):
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return boto3_session.client(service_name="robomaker")
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@pytest.fixture(scope="session")
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def s3_client(boto3_session):
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return boto3_session.client(service_name="s3")
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@pytest.fixture(scope="session")
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def kfp_client():
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kfp_installed_namespace = utils.get_kfp_namespace()
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return kfp.Client(namespace=kfp_installed_namespace)
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def get_experiment_id(kfp_client):
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exp_name = datetime.now().strftime("%Y-%m-%d-%H-%M")
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try:
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experiment = kfp_client.get_experiment(experiment_name=exp_name)
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except ValueError:
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experiment = kfp_client.create_experiment(name=exp_name)
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return experiment.id
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@pytest.fixture(scope="session")
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def experiment_id(kfp_client, tmp_path_factory, worker_id):
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if worker_id == "master":
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return get_experiment_id(kfp_client)
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# Locking taking as an example from
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# https://github.com/pytest-dev/pytest-xdist#making-session-scoped-fixtures-execute-only-once
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# get the temp directory shared by all workers
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root_tmp_dir = tmp_path_factory.getbasetemp().parent
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fn = root_tmp_dir / "experiment_id"
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with FileLock(str(fn) + ".lock"):
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if fn.is_file():
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data = fn.read_text()
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else:
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data = get_experiment_id(kfp_client)
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fn.write_text(data)
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return data
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