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| from __future__ import absolute_import |
|
|
| import os |
| import boto3 |
| import pytest |
| from botocore.config import Config |
| from tests.integ.sagemaker.jumpstart.constants import ( |
| ENV_VAR_JUMPSTART_SDK_TEST_SUITE_ID, |
| JUMPSTART_TAG, |
| ) |
|
|
|
|
| from tests.integ.sagemaker.jumpstart.utils import ( |
| get_test_artifact_bucket, |
| get_test_suite_id, |
| ) |
|
|
| from sagemaker.jumpstart.constants import JUMPSTART_DEFAULT_REGION_NAME |
|
|
|
|
| def _setup(): |
| print("Setting up...") |
| os.environ.update({ENV_VAR_JUMPSTART_SDK_TEST_SUITE_ID: get_test_suite_id()}) |
|
|
|
|
| def _teardown(): |
| print("Tearing down...") |
|
|
| test_cache_bucket = get_test_artifact_bucket() |
|
|
| test_suite_id = os.environ[ENV_VAR_JUMPSTART_SDK_TEST_SUITE_ID] |
|
|
| sagemaker_client = boto3.client( |
| "sagemaker", |
| config=Config(retries={"max_attempts": 10, "mode": "standard"}), |
| region_name=JUMPSTART_DEFAULT_REGION_NAME, |
| ) |
|
|
| search_endpoints_result = sagemaker_client.search( |
| Resource="Endpoint", |
| SearchExpression={ |
| "Filters": [ |
| {"Name": f"Tags.{JUMPSTART_TAG}", "Operator": "Equals", "Value": test_suite_id} |
| ] |
| }, |
| ) |
|
|
| endpoint_names = [ |
| endpoint_info["Endpoint"]["EndpointName"] |
| for endpoint_info in search_endpoints_result["Results"] |
| ] |
| endpoint_config_names = [ |
| endpoint_info["Endpoint"]["EndpointConfigName"] |
| for endpoint_info in search_endpoints_result["Results"] |
| ] |
| model_names = [ |
| sagemaker_client.describe_endpoint_config(EndpointConfigName=endpoint_config_name)[ |
| "ProductionVariants" |
| ][0]["ModelName"] |
| for endpoint_config_name in endpoint_config_names |
| ] |
|
|
| |
| for endpoint_name in endpoint_names: |
| sagemaker_client.delete_endpoint(EndpointName=endpoint_name) |
|
|
| |
| for endpoint_config_name in endpoint_config_names: |
| sagemaker_client.delete_endpoint_config(EndpointConfigName=endpoint_config_name) |
|
|
| |
| for model_name in model_names: |
| sagemaker_client.delete_model(ModelName=model_name) |
|
|
| |
| s3_resource = boto3.resource("s3") |
| bucket = s3_resource.Bucket(test_cache_bucket) |
| bucket.objects.filter(Prefix=test_suite_id + "/").delete() |
|
|
|
|
| @pytest.fixture(scope="session", autouse=True) |
| def setup(request): |
| _setup() |
|
|
| request.addfinalizer(_teardown) |
|
|