def single_variant_config():
config_resource_name = random_suffix_name("single-variant-config", 32)
model_resource_name = config_resource_name + "-model"
replacements = REPLACEMENT_VALUES.copy()
replacements["CONFIG_NAME"] = config_resource_name
replacements["MODEL_NAME"] = model_resource_name
model_reference, model_spec, model_resource = create_sagemaker_resource(
resource_plural=MODEL_RESOURCE_PLURAL,
resource_name=model_resource_name,
spec_file="xgboost_model",
replacements=replacements,
)
assert model_resource is not None
config_reference, config_spec, config_resource = create_sagemaker_resource(
resource_plural=CONFIG_RESOURCE_PLURAL,
resource_name=config_resource_name,
spec_file="endpoint_config_single_variant",
replacements=replacements,
)
assert config_resource is not None
yield (config_reference, config_resource)
k8s.delete_custom_resource(model_reference)
# Delete the k8s resource if not already deleted by tests
if k8s.get_resource_exists(config_reference):
k8s.delete_custom_resource(config_reference)
def xgboost_churn_data_quality_job_definition(xgboost_churn_endpoint):
endpoint_spec = xgboost_churn_endpoint
endpoint_name = endpoint_spec["spec"].get("endpointName")
resource_name = random_suffix_name("data-quality-job-definition", 32)
replacements = REPLACEMENT_VALUES.copy()
replacements["JOB_DEFINITION_NAME"] = resource_name
replacements["ENDPOINT_NAME"] = endpoint_name
job_definition_reference, _, resource = create_sagemaker_resource(
resource_plural=cfg.DATA_QUALITY_JOB_DEFINITION_RESOURCE_PLURAL,
resource_name=resource_name,
spec_file="data_quality_job_definition_xgboost_churn",
replacements=replacements,
)
assert resource is not None
job_definition_name = resource["spec"].get("jobDefinitionName")
yield (job_definition_reference, resource)
if k8s.get_resource_exists(job_definition_reference):
_, deleted = k8s.delete_custom_resource(job_definition_reference, 3,
10)
assert deleted
def xgboost_churn_data_quality_monitoring_schedule(
xgboost_churn_data_quality_job_definition,
):
(_, job_definition_resource) = xgboost_churn_data_quality_job_definition
job_definition_name = job_definition_resource["spec"].get("jobDefinitionName")
monitoring_schedule_name = random_suffix_name("monitoring-schedule", 32)
replacements = REPLACEMENT_VALUES.copy()
replacements["MONITORING_SCHEDULE_NAME"] = monitoring_schedule_name
replacements["JOB_DEFINITION_NAME"] = job_definition_name
replacements["MONITORING_TYPE"] = "DataQuality"
reference, spec, resource = create_sagemaker_resource(
resource_plural=RESOURCE_PLURAL,
resource_name=monitoring_schedule_name,
spec_file="monitoring_schedule_base",
replacements=replacements,
)
assert resource is not None
yield (reference, resource, spec)
if k8s.get_resource_exists(reference):
_, deleted = k8s.delete_custom_resource(reference, cfg.DELETE_WAIT_PERIOD, cfg.DELETE_WAIT_LENGTH)
assert deleted
def xgboost_endpoint(name_suffix, single_variant_config):
endpoint_resource_name = name_suffix
(_, config_resource) = single_variant_config
config_resource_name = config_resource["spec"].get("endpointConfigName",
None)
replacements = REPLACEMENT_VALUES.copy()
replacements["ENDPOINT_NAME"] = endpoint_resource_name
replacements["ENDPOINT_CONFIG_NAME"] = config_resource_name
reference, spec, resource = create_sagemaker_resource(
resource_plural=cfg.ENDPOINT_RESOURCE_PLURAL,
resource_name=endpoint_resource_name,
spec_file="endpoint_base",
replacements=replacements,
)
assert resource is not None
yield (reference, resource, spec)
# Delete the k8s resource if not already deleted by tests
if k8s.get_resource_exists(reference):
# longer wait incase endpoint is in creating/updating status
_, deleted = k8s.delete_custom_resource(reference, 40,
cfg.DELETE_WAIT_LENGTH)
assert deleted
def xgboost_model_package_group():
resource_name = random_suffix_name("xgboost-model-package-group", 38)
replacements = REPLACEMENT_VALUES.copy()
replacements["MODEL_PACKAGE_GROUP_NAME"] = resource_name
(
model_package_group_reference,
model_package_group_spec,
model_package_group_resource,
) = create_sagemaker_resource(
resource_plural=cfg.MODEL_PACKAGE_GROUP_RESOURCE_PLURAL,
resource_name=resource_name,
spec_file="xgboost_model_package_group",
replacements=replacements,
)
assert model_package_group_resource is not None
if k8s.get_resource_arn(model_package_group_resource) is None:
logging.error(
f"ARN for this resource is None, resource status is: {model_package_group_resource['status']}"
)
assert k8s.get_resource_arn(model_package_group_resource) is not None
yield (model_package_group_reference, model_package_group_resource)
# Delete the k8s resource if not already deleted by tests
if k8s.get_resource_exists(model_package_group_reference):
_, deleted = k8s.delete_custom_resource(model_package_group_reference,
DELETE_WAIT_PERIOD,
DELETE_WAIT_LENGTH)
assert deleted
def xgboost_training_job():
resource_name = random_suffix_name("xgboost-trainingjob", 32)
replacements = REPLACEMENT_VALUES.copy()
replacements["TRAINING_JOB_NAME"] = resource_name
reference, _, resource = create_sagemaker_resource(
resource_plural=RESOURCE_PLURAL,
resource_name=resource_name,
spec_file="xgboost_trainingjob",
replacements=replacements,
)
assert resource is not None
if k8s.get_resource_arn(resource) is None:
logging.error(
f"ARN for this resource is None, resource status is: {resource['status']}"
)
assert k8s.get_resource_arn(resource) is not None
yield (reference, resource)
if k8s.get_resource_exists(reference):
_, deleted = k8s.delete_custom_resource(reference,
cfg.JOB_DELETE_WAIT_PERIODS,
cfg.JOB_DELETE_WAIT_LENGTH)
assert deleted
def xgboost_transformjob(xgboost_model_for_transform):
(transform_resource_name, model_resource_name) = xgboost_model_for_transform
replacements = REPLACEMENT_VALUES.copy()
replacements["MODEL_NAME"] = model_resource_name
replacements["TRANSFORM_JOB_NAME"] = transform_resource_name
reference, _, resource = create_sagemaker_resource(
resource_plural=RESOURCE_PLURAL,
resource_name=transform_resource_name,
spec_file="xgboost_transformjob",
replacements=replacements,
)
assert resource is not None
if k8s.get_resource_arn(resource) is None:
logging.error(
f"ARN for this resource is None, resource status is: {resource['status']}"
)
assert k8s.get_resource_arn(resource) is not None
yield (reference, resource)
if k8s.get_resource_exists(reference):
_, deleted = k8s.delete_custom_resource(reference, cfg.JOB_DELETE_WAIT_PERIODS, cfg.JOB_DELETE_WAIT_LENGTH)
assert deleted
def multi_variant_config(name_suffix, single_container_model):
config_resource_name = name_suffix + "-multi-variant-config"
(_, model_resource) = single_container_model
model_resource_name = model_resource["spec"].get("modelName", None)
replacements = REPLACEMENT_VALUES.copy()
replacements["ENDPOINT_CONFIG_NAME"] = config_resource_name
replacements["MODEL_NAME"] = model_resource_name
config_reference, config_spec, config_resource = create_sagemaker_resource(
resource_plural=cfg.ENDPOINT_CONFIG_RESOURCE_PLURAL,
resource_name=config_resource_name,
spec_file="endpoint_config_multi_variant",
replacements=replacements,
)
assert config_resource is not None
if k8s.get_resource_arn(config_resource) is None:
logging.error(
f"ARN for this resource is None, resource status is: {config_resource['status']}"
)
assert k8s.get_resource_arn(config_resource) is not None
yield (config_reference, config_resource)
_, deleted = k8s.delete_custom_resource(config_reference, 3, 10)
assert deleted
def test_crud_authorizer(self, api_resource):
api_ref, api_cr = api_resource
api_id = api_cr['status']['apiID']
test_data = REPLACEMENT_VALUES.copy()
authorizer_name = random_suffix_name("ack-test-authorizer", 25)
test_data['AUTHORIZER_NAME'] = authorizer_name
test_data['AUTHORIZER_TITLE'] = authorizer_name
test_data['API_ID'] = api_id
test_data['AUTHORIZER_URI'] = f'arn:aws:apigateway:{get_region()}:lambda:path/2015-03-31/functions/{get_bootstrap_resources().AuthorizerFunctionArn}/invocations'
authorizer_ref, authorizer_data = helper.authorizer_ref_and_data(authorizer_resource_name=authorizer_name,
replacement_values=test_data)
logging.debug(f"http api authorizer resource. name: {authorizer_name}, data: {authorizer_data}")
# test create
k8s.create_custom_resource(authorizer_ref, authorizer_data)
time.sleep(CREATE_WAIT_AFTER_SECONDS)
assert k8s.wait_on_condition(authorizer_ref, "ACK.ResourceSynced", "True", wait_periods=10)
cr = k8s.get_resource(authorizer_ref)
assert cr is not None
authorizer_id = cr['status']['authorizerID']
# Let's check that the HTTP Api integration appears in Amazon API Gateway
apigw_validator.assert_authorizer_is_present(api_id=api_id, authorizer_id=authorizer_id)
apigw_validator.assert_authorizer_name(
api_id=api_id,
authorizer_id=authorizer_id,
expected_authorizer_name=authorizer_name
)
# test update
updated_authorizer_title = 'updated-' + authorizer_name
test_data['AUTHORIZER_TITLE'] = updated_authorizer_title
updated_authorizer_resource_data = load_apigatewayv2_resource(
"authorizer",
additional_replacements=test_data,
)
logging.debug(f"updated http api authorizer resource: {updated_authorizer_resource_data}")
# Update the k8s resource
k8s.patch_custom_resource(authorizer_ref, updated_authorizer_resource_data)
time.sleep(UPDATE_WAIT_AFTER_SECONDS)
condition.assert_synced(authorizer_ref)
# Let's check that the HTTP Api authorizer appears in Amazon API Gateway with updated title
apigw_validator.assert_authorizer_name(
api_id=api_id,
authorizer_id=authorizer_id,
expected_authorizer_name=updated_authorizer_title
)
# test delete
k8s.delete_custom_resource(authorizer_ref)
time.sleep(DELETE_WAIT_AFTER_SECONDS)
assert not k8s.get_resource_exists(authorizer_ref)
# HTTP Api authorizer should no longer appear in Amazon API Gateway
apigw_validator.assert_authorizer_is_deleted(api_id=api_id, authorizer_id=authorizer_id)
def test_smoke(self, lambda_client):
resource_name = random_suffix_name("lambda-csc", 24)
resources = get_bootstrap_resources()
logging.debug(resources)
replacements = REPLACEMENT_VALUES.copy()
replacements["AWS_REGION"] = get_region()
replacements["CODE_SIGNING_CONFIG_NAME"] = resource_name
replacements["SIGNING_PROFILE_VERSION_ARN"] = resources.SigningProfileVersionArn
# Load Lambda CR
resource_data = load_lambda_resource(
"code_signing_config",
additional_replacements=replacements,
)
logging.debug(resource_data)
# Create k8s resource
ref = k8s.CustomResourceReference(
CRD_GROUP, CRD_VERSION, RESOURCE_PLURAL,
resource_name, namespace="default",
)
k8s.create_custom_resource(ref, resource_data)
cr = k8s.wait_resource_consumed_by_controller(ref)
assert cr is not None
assert k8s.get_resource_exists(ref)
codeSigningConfigARN = cr['status']['ackResourceMetadata']['arn']
time.sleep(CREATE_WAIT_AFTER_SECONDS)
# Check Lambda code signing config exists
exists = self.code_signing_config_exists(lambda_client, codeSigningConfigARN)
assert exists
# Update cr
cr["spec"]["description"] = "new description"
# Patch k8s resource
k8s.patch_custom_resource(ref, cr)
time.sleep(UPDATE_WAIT_AFTER_SECONDS)
# Check code signing config description
csc = self.get_code_signing_config(lambda_client, codeSigningConfigARN)
assert csc is not None
assert csc["Description"] == "new description"
# Delete k8s resource
_, deleted = k8s.delete_custom_resource(ref)
assert deleted
time.sleep(DELETE_WAIT_AFTER_SECONDS)
# Check Lambda code signing config doesn't exist
exists = self.code_signing_config_exists(lambda_client, codeSigningConfigARN)
assert not exists
def test_crud_stage(self, api_resource):
api_ref, api_cr = api_resource
api_id = api_cr['status']['apiID']
test_data = REPLACEMENT_VALUES.copy()
random_suffix = (''.join(
random.choice(string.ascii_lowercase) for _ in range(6)))
stage_name = "ack-test-stage-" + random_suffix
test_data['STAGE_NAME'] = stage_name
test_data['API_ID'] = api_id
stage_ref, stage_data = helper.stage_ref_and_data(
stage_resource_name=stage_name, replacement_values=test_data)
logging.debug(
f"http api stage resource. name: {stage_name}, data: {stage_data}")
# test create
k8s.create_custom_resource(stage_ref, stage_data)
cr = k8s.wait_resource_consumed_by_controller(stage_ref)
assert cr is not None
assert k8s.get_resource_exists(stage_ref)
# Let's check that the HTTP Api integration appears in Amazon API Gateway
apigw_validator.assert_stage_is_present(api_id=api_id,
stage_name=stage_name)
stage_description = test_data['STAGE_DESCRIPTION']
apigw_validator.assert_stage_description(
api_id=api_id,
stage_name=stage_name,
expected_description=stage_description)
# test update
updated_description = 'updated' + stage_description
test_data['STAGE_DESCRIPTION'] = updated_description
updated_stage_resource_data = load_apigatewayv2_resource(
"stage",
additional_replacements=test_data,
)
logging.debug(
f"updated http api stage resource: {updated_stage_resource_data}")
# Update the k8s resource
k8s.patch_custom_resource(stage_ref, updated_stage_resource_data)
time.sleep(UPDATE_WAIT_AFTER_SECONDS)
# Let's check that the HTTP Api stage appears in Amazon API Gateway with updated description
apigw_validator.assert_stage_description(
api_id=api_id,
stage_name=stage_name,
expected_description=updated_description)
# test delete
k8s.delete_custom_resource(stage_ref)
time.sleep(DELETE_WAIT_AFTER_SECONDS)
assert not k8s.get_resource_exists(stage_ref)
# HTTP Api stage should no longer appear in Amazon API Gateway
apigw_validator.assert_stage_is_deleted(api_id=api_id,
stage_name=stage_name)
def test_create_delete_2az(self, rds_client):
resource_name = "my-db-subnet-group"
resource_desc = "my-db-subnet-group description"
br_resources = get_bootstrap_resources()
replacements = REPLACEMENT_VALUES.copy()
replacements["DB_SUBNET_GROUP_NAME"] = resource_name
replacements["DB_SUBNET_GROUP_DESC"] = resource_desc
replacements["SUBNET_AZ1"] = br_resources.SubnetAZ1
replacements["SUBNET_AZ2"] = br_resources.SubnetAZ2
resource_data = load_rds_resource(
"db_subnet_group_2az",
additional_replacements=replacements,
)
logging.debug(resource_data)
# Create the k8s resource
ref = k8s.CustomResourceReference(
CRD_GROUP, CRD_VERSION, RESOURCE_PLURAL,
resource_name, namespace="default",
)
k8s.create_custom_resource(ref, resource_data)
cr = k8s.wait_resource_consumed_by_controller(ref)
assert cr is not None
assert k8s.get_resource_exists(ref)
# Let's check that the DB subnet group appears in RDS
aws_res = rds_client.describe_db_subnet_groups(DBSubnetGroupName=resource_name)
assert aws_res is not None
assert len(aws_res['DBSubnetGroups']) == 1
now = datetime.datetime.now()
timeout = now + datetime.timedelta(seconds=CREATE_TIMEOUT_SECONDS)
# TODO(jaypipes): Move this into generic AWS-side waiter
while aws_res['DBSubnetGroups'][0]['SubnetGroupStatus'] != "Complete":
if datetime.datetime.now() >= timeout:
raise Exception("failed to find DB subnet group in Complete status before timeout")
time.sleep(CREATE_INTERVAL_SLEEP_SECONDS)
aws_res = rds_client.describe_db_subnet_groups(DBSubnetGroupName=resource_name)
assert aws_res is not None
assert len(aws_res['DBSubnetGroups']) == 1
# Delete the k8s resource on teardown of the module
k8s.delete_custom_resource(ref)
time.sleep(DELETE_WAIT_AFTER_SECONDS)
# DB subnet group should no longer appear in RDS
try:
aws_res = rds_client.describe_db_subnet_groups(DBSubnetGroupName=resource_name)
assert False
except rds_client.exceptions.DBSubnetGroupNotFoundFault:
pass
def test_repository_lifecycle_policy(self, ecr_client):
resource_name = random_suffix_name("ecr-repository", 24)
replacements = REPLACEMENT_VALUES.copy()
replacements["REPOSITORY_NAME"] = resource_name
# Load ECR CR
resource_data = load_ecr_resource(
"repository_lifecycle_policy",
additional_replacements=replacements,
)
logging.debug(resource_data)
# Create k8s resource
ref = k8s.CustomResourceReference(
CRD_GROUP,
CRD_VERSION,
RESOURCE_PLURAL,
resource_name,
namespace="default",
)
k8s.create_custom_resource(ref, resource_data)
cr = k8s.wait_resource_consumed_by_controller(ref)
assert cr is not None
assert k8s.get_resource_exists(ref)
time.sleep(CREATE_WAIT_AFTER_SECONDS)
# Check ECR repository exists
repo = self.get_repository(ecr_client, resource_name)
assert repo is not None
# Check ECR repository lifecycle policy exists
lifecycle_policy = self.get_lifecycle_policy(ecr_client, resource_name,
repo["registryId"])
assert lifecycle_policy == LIFECYCLE_POLICY_FILTERING_ON_IMAGE_AGE
# Remove lifecycle policy
cr["spec"]["lifecyclePolicy"] = ""
# Patch k8s resource
k8s.patch_custom_resource(ref, cr)
time.sleep(UPDATE_WAIT_AFTER_SECONDS)
lifecycle_policy = self.get_lifecycle_policy(ecr_client, resource_name,
repo["registryId"])
assert lifecycle_policy == ""
# Delete k8s resource
_, deleted = k8s.delete_custom_resource(ref)
assert deleted is True
time.sleep(DELETE_WAIT_AFTER_SECONDS)
# Check ECR repository doesn't exists
exists = self.repository_exists(ecr_client, resource_name)
assert not exists
def test_crud_integration(self, api_resource):
api_ref, api_cr = api_resource
api_id = api_cr['status']['apiID']
test_data = REPLACEMENT_VALUES.copy()
integration_name = random_suffix_name("ack-test-integration", 25)
test_data['INTEGRATION_NAME'] = integration_name
test_data['API_ID'] = api_id
integration_ref, integration_data = helper.integration_ref_and_data(integration_resource_name=integration_name,
replacement_values=test_data)
logging.debug(f"http api integration resource. name: {integration_name}, data: {integration_data}")
# test create
k8s.create_custom_resource(integration_ref, integration_data)
time.sleep(CREATE_WAIT_AFTER_SECONDS)
assert k8s.wait_on_condition(integration_ref, "ACK.ResourceSynced", "True", wait_periods=10)
cr = k8s.get_resource(integration_ref)
assert cr is not None
integration_id = cr['status']['integrationID']
# Let's check that the HTTP Api integration appears in Amazon API Gateway
apigw_validator.assert_integration_is_present(api_id=api_id, integration_id=integration_id)
apigw_validator.assert_integration_uri(
api_id=api_id,
integration_id=integration_id,
expected_uri=test_data['INTEGRATION_URI']
)
# test update
updated_uri = 'https://httpbin.org/post'
test_data['INTEGRATION_URI'] = updated_uri
updated_integration_resource_data = load_apigatewayv2_resource(
"integration",
additional_replacements=test_data,
)
logging.debug(f"updated http api integration resource: {updated_integration_resource_data}")
# Update the k8s resource
k8s.patch_custom_resource(integration_ref, updated_integration_resource_data)
time.sleep(UPDATE_WAIT_AFTER_SECONDS)
condition.assert_synced(integration_ref)
# Let's check that the HTTP Api integration appears in Amazon API Gateway with updated uri
apigw_validator.assert_integration_uri(
api_id=api_id,
integration_id=integration_id,
expected_uri=updated_uri
)
# test delete
k8s.delete_custom_resource(integration_ref)
time.sleep(DELETE_WAIT_AFTER_SECONDS)
assert not k8s.get_resource_exists(integration_ref)
# HTTP Api integration should no longer appear in Amazon API Gateway
apigw_validator.assert_integration_is_deleted(api_id=api_id, integration_id=integration_id)
def test_smoke(self, lambda_client, lambda_function):
(_, function_resource) = lambda_function
lambda_function_name = function_resource["spec"]["name"]
resource_name = random_suffix_name("lambda-alias", 24)
replacements = REPLACEMENT_VALUES.copy()
replacements["AWS_REGION"] = get_region()
replacements["ALIAS_NAME"] = resource_name
replacements["FUNCTION_NAME"] = lambda_function_name
replacements["FUNCTION_VERSION"] = "$LATEST"
# Load alias CR
resource_data = load_lambda_resource(
"alias",
additional_replacements=replacements,
)
logging.debug(resource_data)
# Create k8s resource
ref = k8s.CustomResourceReference(
CRD_GROUP, CRD_VERSION, RESOURCE_PLURAL,
resource_name, namespace="default",
)
k8s.create_custom_resource(ref, resource_data)
cr = k8s.wait_resource_consumed_by_controller(ref)
assert cr is not None
assert k8s.get_resource_exists(ref)
time.sleep(CREATE_WAIT_AFTER_SECONDS)
# Check alias exists
alias = self.alias_exist(lambda_client, resource_name, lambda_function_name)
assert alias is not None
# Update cr
cr["spec"]["description"] = ""
# Patch k8s resource
k8s.patch_custom_resource(ref, cr)
time.sleep(UPDATE_WAIT_AFTER_SECONDS)
# Check alias description
alias = self.get_alias(lambda_client, resource_name, lambda_function_name)
assert alias is not None
assert alias["Description"] == ""
# Delete k8s resource
_, deleted = k8s.delete_custom_resource(ref)
assert deleted
time.sleep(DELETE_WAIT_AFTER_SECONDS)
# Check alias doesn't exist
exists = self.get_alias(lambda_client, resource_name, lambda_function_name)
assert not exists
def test_crud_stage(self, api_resource):
api_ref, api_cr = api_resource
api_id = api_cr['status']['apiID']
test_data = REPLACEMENT_VALUES.copy()
stage_name = random_suffix_name("ack-test-stage", 25)
test_data['STAGE_NAME'] = stage_name
test_data['API_ID'] = api_id
stage_ref, stage_data = helper.stage_ref_and_data(stage_resource_name=stage_name,
replacement_values=test_data)
logging.debug(f"http api stage resource. name: {stage_name}, data: {stage_data}")
# test create
k8s.create_custom_resource(stage_ref, stage_data)
time.sleep(CREATE_WAIT_AFTER_SECONDS)
assert k8s.wait_on_condition(stage_ref, "ACK.ResourceSynced", "True", wait_periods=10)
cr = k8s.get_resource(stage_ref)
assert cr is not None
# Let's check that the HTTP Api integration appears in Amazon API Gateway
apigw_validator.assert_stage_is_present(api_id=api_id, stage_name=stage_name)
stage_description = test_data['STAGE_DESCRIPTION']
apigw_validator.assert_stage_description(
api_id=api_id,
stage_name=stage_name,
expected_description=stage_description
)
# test update
updated_description = 'updated' + stage_description
test_data['STAGE_DESCRIPTION'] = updated_description
updated_stage_resource_data = load_apigatewayv2_resource(
"stage",
additional_replacements=test_data,
)
logging.debug(f"updated http api stage resource: {updated_stage_resource_data}")
# Update the k8s resource
k8s.patch_custom_resource(stage_ref, updated_stage_resource_data)
time.sleep(UPDATE_WAIT_AFTER_SECONDS)
condition.assert_synced(stage_ref)
# Let's check that the HTTP Api stage appears in Amazon API Gateway with updated description
apigw_validator.assert_stage_description(
api_id=api_id,
stage_name=stage_name,
expected_description=updated_description
)
# test delete
k8s.delete_custom_resource(stage_ref)
time.sleep(DELETE_WAIT_AFTER_SECONDS)
assert not k8s.get_resource_exists(stage_ref)
# HTTP Api stage should no longer appear in Amazon API Gateway
apigw_validator.assert_stage_is_deleted(api_id=api_id, stage_name=stage_name)
def apply_app_yaml(domain_id, user_profile_name):
replacements = REPLACEMENT_VALUES.copy()
replacements["DOMAIN_ID"] = domain_id
replacements["USER_PROFILE_NAME"] = user_profile_name
reference, spec, resource = create_sagemaker_resource(
resource_plural="apps",
resource_name="default",
spec_file="app",
replacements=replacements,
)
return reference, resource, spec
def faulty_config(name_suffix, single_container_model):
replacements = REPLACEMENT_VALUES.copy()
# copy model data to a temp S3 location and delete it after model is created on SageMaker
model_bucket = replacements["SAGEMAKER_DATA_BUCKET"]
copy_source = {
"Bucket": model_bucket,
"Key": "sagemaker/model/xgboost-mnist-model.tar.gz",
}
model_destination_key = "sagemaker/model/delete/xgboost-mnist-model.tar.gz"
s3.copy_object(model_bucket, copy_source, model_destination_key)
model_resource_name = name_suffix + "faulty-model"
replacements["MODEL_NAME"] = model_resource_name
replacements[
"MODEL_LOCATION"] = f"s3://{model_bucket}/{model_destination_key}"
model_reference, model_spec, model_resource = create_sagemaker_resource(
resource_plural=cfg.MODEL_RESOURCE_PLURAL,
resource_name=model_resource_name,
spec_file="xgboost_model_with_model_location",
replacements=replacements,
)
assert model_resource is not None
if k8s.get_resource_arn(model_resource) is None:
logging.error(
f"ARN for this resource is None, resource status is: {model_resource['status']}"
)
assert k8s.get_resource_arn(model_resource) is not None
s3.delete_object(model_bucket, model_destination_key)
config_resource_name = name_suffix + "-faulty-config"
(_, model_resource) = single_container_model
model_resource_name = model_resource["spec"].get("modelName", None)
replacements["ENDPOINT_CONFIG_NAME"] = config_resource_name
config_reference, config_spec, config_resource = create_sagemaker_resource(
resource_plural=cfg.ENDPOINT_CONFIG_RESOURCE_PLURAL,
resource_name=config_resource_name,
spec_file="endpoint_config_multi_variant",
replacements=replacements,
)
assert config_resource is not None
if k8s.get_resource_arn(config_resource) is None:
logging.error(
f"ARN for this resource is None, resource status is: {config_resource['status']}"
)
assert k8s.get_resource_arn(config_resource) is not None
yield (config_reference, config_resource)
for cr in (model_reference, config_reference):
_, deleted = k8s.delete_custom_resource(cr, 3, 10)
assert deleted
def apply_user_profile_yaml(resource_name, domain_id):
replacements = REPLACEMENT_VALUES.copy()
replacements["USER_PROFILE_NAME"] = resource_name
replacements["DOMAIN_ID"] = domain_id
reference, spec, resource = create_sagemaker_resource(
resource_plural="userprofiles",
resource_name=resource_name,
spec_file="user_profile",
replacements=replacements,
)
return reference, resource, spec
def test_basic_repository(self, ecr_client):
resource_name = random_suffix_name("ecr-repository", 24)
replacements = REPLACEMENT_VALUES.copy()
replacements["REPOSITORY_NAME"] = resource_name
# Load ECR CR
resource_data = load_ecr_resource(
"repository",
additional_replacements=replacements,
)
logging.debug(resource_data)
# Create k8s resource
ref = k8s.CustomResourceReference(
CRD_GROUP,
CRD_VERSION,
RESOURCE_PLURAL,
resource_name,
namespace="default",
)
k8s.create_custom_resource(ref, resource_data)
cr = k8s.wait_resource_consumed_by_controller(ref)
assert cr is not None
assert k8s.get_resource_exists(ref)
time.sleep(CREATE_WAIT_AFTER_SECONDS)
# Check ECR repository exists
exists = self.repository_exists(ecr_client, resource_name)
assert exists
# Update CR
cr["spec"]["imageScanningConfiguration"]["scanOnPush"] = True
# Patch k8s resource
k8s.patch_custom_resource(ref, cr)
time.sleep(UPDATE_WAIT_AFTER_SECONDS)
# Check repository scanOnPush scanning configuration
repo = self.get_repository(ecr_client, resource_name)
assert repo is not None
assert repo["imageScanningConfiguration"]["scanOnPush"] is True
# Delete k8s resource
_, deleted = k8s.delete_custom_resource(ref)
assert deleted is True
time.sleep(DELETE_WAIT_AFTER_SECONDS)
# Check ECR repository doesn't exists
exists = self.repository_exists(ecr_client, resource_name)
assert not exists
def test_crud_httpapi_using_import(self):
test_data = REPLACEMENT_VALUES.copy()
api_name = random_suffix_name("ack-test-importapi", 25)
test_data['IMPORT_API_NAME'] = api_name
test_data['IMPORT_API_TITLE'] = api_name
api_ref, api_data = helper.import_api_ref_and_data(api_resource_name=api_name,
replacement_values=test_data)
logging.debug(f"imported http api resource. name: {api_name}, data: {api_data}")
# test create
k8s.create_custom_resource(api_ref, api_data)
time.sleep(CREATE_API_WAIT_AFTER_SECONDS)
assert k8s.wait_on_condition(api_ref, "ACK.ResourceSynced", "True", wait_periods=10)
cr = k8s.get_resource(api_ref)
assert cr is not None
api_id = cr['status']['apiID']
# Let's check that the imported HTTP Api appears in Amazon API Gateway
apigw_validator.assert_api_is_present(api_id=api_id)
apigw_validator.assert_api_name(
api_id=api_id,
expected_api_name=api_name
)
# test update
updated_api_title = 'updated-' + api_name
test_data['IMPORT_API_TITLE'] = updated_api_title
updated_api_resource_data = load_apigatewayv2_resource(
"import_api",
additional_replacements=test_data,
)
logging.debug(f"updated import http api resource: {updated_api_resource_data}")
# Update the k8s resource
k8s.patch_custom_resource(api_ref, updated_api_resource_data)
time.sleep(UPDATE_WAIT_AFTER_SECONDS)
condition.assert_synced(api_ref)
# Let's check that the HTTP Api appears in Amazon API Gateway with updated title
apigw_validator.assert_api_name(
api_id=api_id,
expected_api_name=updated_api_title
)
# test delete
k8s.delete_custom_resource(api_ref)
time.sleep(DELETE_WAIT_AFTER_SECONDS)
assert not k8s.get_resource_exists(api_ref)
# HTTP Api should no longer appear in Amazon API Gateway
apigw_validator.assert_api_is_deleted(api_id=api_id)
def test_smoke(self, dynamodb_client, dynamodb_table):
(_, table_resource) = dynamodb_table
resource_name = random_suffix_name("backup", 32)
table_name = table_resource["spec"]["tableName"]
replacements = REPLACEMENT_VALUES.copy()
replacements["TABLE_NAME"] = table_name
replacements["BACKUP_NAME"] = resource_name
# Load Backup CR
resource_data = load_dynamodb_resource(
"backup",
additional_replacements=replacements,
)
logging.debug(resource_data)
# Create k8s resource
ref = k8s.CustomResourceReference(
CRD_GROUP,
CRD_VERSION,
RESOURCE_PLURAL,
resource_name,
namespace="default",
)
k8s.create_custom_resource(ref, resource_data)
cr = k8s.wait_resource_consumed_by_controller(ref)
assert cr is not None
assert k8s.get_resource_exists(ref)
wait_for_cr_status(
ref,
"backupStatus",
"AVAILABLE",
10,
5,
)
backupArn = k8s.get_resource_arn(cr)
# Check DynamoDB Backup exists
exists = self.backup_exists(dynamodb_client, backupArn)
assert exists
# Delete k8s resource
_, deleted = k8s.delete_custom_resource(ref)
assert deleted is True
time.sleep(DELETE_WAIT_AFTER_SECONDS)
# Check DynamoDB Backup doesn't exists
exists = self.backup_exists(dynamodb_client, backupArn)
assert not exists
def apply_domain_yaml(resource_name):
replacements = REPLACEMENT_VALUES.copy()
replacements["DOMAIN_NAME"] = resource_name
replacements["VPC_ID"] = get_default_vpc()
replacements["SUBNET_ID"] = get_subnet(replacements["VPC_ID"])
reference, spec, resource = create_sagemaker_resource(
resource_plural="domains",
resource_name=resource_name,
spec_file="domain",
replacements=replacements,
)
return reference, resource, spec
def test_crud_httpapi_using_import(self):
test_data = REPLACEMENT_VALUES.copy()
random_suffix = (''.join(
random.choice(string.ascii_lowercase) for _ in range(6)))
api_name = "ack-test-importapi-" + random_suffix
test_data['API_NAME'] = api_name
test_data['API_TITLE'] = api_name
api_ref, api_data = helper.import_api_ref_and_data(
api_resource_name=api_name, replacement_values=test_data)
logging.debug(
f"imported http api resource. name: {api_name}, data: {api_data}")
# test create
k8s.create_custom_resource(api_ref, api_data)
cr = k8s.wait_resource_consumed_by_controller(api_ref)
assert cr is not None
assert k8s.get_resource_exists(api_ref)
api_id = cr['status']['apiID']
# Let's check that the imported HTTP Api appears in Amazon API Gateway
apigw_validator.assert_api_is_present(api_id=api_id)
apigw_validator.assert_api_name(api_id=api_id,
expected_api_name=api_name)
# test update
updated_api_title = 'updated-' + api_name
test_data['API_TITLE'] = updated_api_title
updated_api_resource_data = load_apigatewayv2_resource(
"import_api",
additional_replacements=test_data,
)
logging.debug(
f"updated import http api resource: {updated_api_resource_data}")
# Update the k8s resource
k8s.patch_custom_resource(api_ref, updated_api_resource_data)
time.sleep(UPDATE_WAIT_AFTER_SECONDS)
# Let's check that the HTTP Api appears in Amazon API Gateway with updated title
apigw_validator.assert_api_name(api_id=api_id,
expected_api_name=updated_api_title)
# test delete
k8s.delete_custom_resource(api_ref)
time.sleep(DELETE_WAIT_AFTER_SECONDS)
assert not k8s.get_resource_exists(api_ref)
# HTTP Api should no longer appear in Amazon API Gateway
apigw_validator.assert_api_is_deleted(api_id=api_id)
def adopted_model_package(sdk_model_package):
(
model_package_group_input,
_,
model_package_input,
model_package_response,
) = sdk_model_package
replacements = REPLACEMENT_VALUES.copy()
# adopt model package group
replacements["ADOPTED_RESOURCE_NAME"] = (
"adopt-" + model_package_group_input["ModelPackageGroupName"])
replacements["TARGET_RESOURCE_AWS"] = replacements[
"TARGET_RESOURCE_K8S"] = model_package_group_input[
"ModelPackageGroupName"]
replacements["RESOURCE_KIND"] = "ModelPackageGroup"
(
adopt_model_package_group_reference,
_,
adopt_model_package_group_resource,
) = create_adopted_resource(replacements=replacements, )
assert adopt_model_package_group_resource is not None
# adopt model package
replacements["ADOPTED_RESOURCE_NAME"] = (
"adopt-" + model_package_input["ModelPackageGroupName"] + "-child")
replacements["TARGET_RESOURCE_AWS"] = model_package_response.get(
"ModelPackageArn")
replacements["TARGET_RESOURCE_K8S"] = (
model_package_input["ModelPackageGroupName"] + "-child")
replacements["RESOURCE_KIND"] = "ModelPackage"
(
adopt_model_package_reference,
_,
adopt_model_package_resource,
) = create_adopted_resource(
replacements=replacements,
spec_file="adopted_resource_base_arn",
)
assert adopt_model_package_resource is not None
yield (adopt_model_package_group_reference, adopt_model_package_reference)
for cr in (adopt_model_package_group_reference,
adopt_model_package_reference):
if k8s.get_resource_exists(cr):
_, deleted = k8s.delete_custom_resource(cr, 3, 10)
assert deleted
def test_create_delete(self, dynamodb_client):
resource_name = random_suffix_name("table", 32)
replacements = REPLACEMENT_VALUES.copy()
replacements["TABLE_NAME"] = resource_name
# Load Table CR
resource_data = load_dynamodb_resource(
"table_forums",
additional_replacements=replacements,
)
logging.debug(resource_data)
# Create k8s resource
ref = k8s.CustomResourceReference(
CRD_GROUP,
CRD_VERSION,
RESOURCE_PLURAL,
resource_name,
namespace="default",
)
k8s.create_custom_resource(ref, resource_data)
cr = k8s.wait_resource_consumed_by_controller(ref)
assert cr is not None
assert k8s.get_resource_exists(ref)
wait_for_cr_status(
ref,
"tableStatus",
"ACTIVE",
10,
5,
)
# Check DynamoDB Table exists
exists = self.table_exists(dynamodb_client, resource_name)
assert exists
# Delete k8s resource
_, deleted = k8s.delete_custom_resource(ref)
assert deleted is True
time.sleep(DELETE_WAIT_AFTER_SECONDS)
# Check DynamoDB Table doesn't exists
exists = self.table_exists(dynamodb_client, resource_name)
assert not exists
def test_create_delete_simple(self, rds_client):
resource_name = "my-db-security-group"
resource_desc = "my-db-security-group description"
br_resources = get_bootstrap_resources()
replacements = REPLACEMENT_VALUES.copy()
replacements["DB_SECURITY_GROUP_NAME"] = resource_name
replacements["DB_SECURITY_GROUP_DESC"] = resource_desc
resource_data = load_rds_resource(
"db_security_group_simple",
additional_replacements=replacements,
)
logging.debug(resource_data)
# Create the k8s resource
ref = k8s.CustomResourceReference(
CRD_GROUP,
CRD_VERSION,
RESOURCE_PLURAL,
resource_name,
namespace="default",
)
k8s.create_custom_resource(ref, resource_data)
cr = k8s.wait_resource_consumed_by_controller(ref)
assert cr is not None
assert k8s.get_resource_exists(ref)
# Let's check that the DB security group appears in RDS
aws_res = rds_client.describe_db_security_groups(
DBSecurityGroupName=resource_name)
assert aws_res is not None
assert len(aws_res['DBSecurityGroups']) == 1
# Delete the k8s resource on teardown of the module
k8s.delete_custom_resource(ref)
time.sleep(DELETE_WAIT_AFTER_SECONDS)
# DB security group should no longer appear in RDS
try:
aws_res = rds_client.describe_db_security_groups(
DBSecurityGroupName=resource_name)
assert False
except rds_client.exceptions.DBSecurityGroupNotFoundFault:
pass
def test_smoke(self, dynamodb_client, dynamodb_table):
(_, table_resource) = dynamodb_table
# Global Tables must have the same name as dynamodb Tables
global_table_name = table_resource["spec"]["tableName"]
replacements = REPLACEMENT_VALUES.copy()
replacements["REGION_NAME"] = get_region()
replacements["TABLE_NAME"] = global_table_name
replacements["GLOBAL_TABLE_NAME"] = global_table_name
# Load GLobal Table CR
resource_data = load_dynamodb_resource(
"global_table",
additional_replacements=replacements,
)
logging.debug(resource_data)
# Create k8s resource
ref = k8s.CustomResourceReference(
CRD_GROUP, CRD_VERSION, RESOURCE_PLURAL,
global_table_name, namespace="default",
)
k8s.create_custom_resource(ref, resource_data)
cr = k8s.wait_resource_consumed_by_controller(ref)
assert cr is not None
assert k8s.get_resource_exists(ref)
wait_for_cr_status(
ref,
"globalTableStatus",
"ACTIVE",
10,
5,
)
# Check DynamoDB Global Table exists
exists = self.global_table_exists(dynamodb_client, global_table_name)
assert exists
_, deleted = k8s.delete_custom_resource(ref)
assert deleted is True
time.sleep(DELETE_WAIT_AFTER_SECONDS)
exists = self.global_table_exists(dynamodb_client, global_table_name)
assert not exists
def adopted_endpoint(sdk_endpoint):
(model_input, _, endpoint_config_input, _, endpoint_input, _) = sdk_endpoint
replacements = REPLACEMENT_VALUES.copy()
# adopt model
replacements["ADOPTED_RESOURCE_NAME"] = "adopt-" + model_input["ModelName"]
replacements["TARGET_RESOURCE_AWS"] = replacements[
"TARGET_RESOURCE_K8S"
] = model_input["ModelName"]
replacements["RESOURCE_KIND"] = "Model"
adopt_model_reference, _, adopt_model_resource = create_adopted_resource(
replacements=replacements,
)
assert adopt_model_resource is not None
# adopt endpoint config
replacements["ADOPTED_RESOURCE_NAME"] = (
"adopt-" + endpoint_config_input["EndpointConfigName"]
)
replacements["TARGET_RESOURCE_AWS"] = replacements[
"TARGET_RESOURCE_K8S"
] = endpoint_config_input["EndpointConfigName"]
replacements["RESOURCE_KIND"] = "EndpointConfig"
adopt_config_reference, _, adopt_config_resource = create_adopted_resource(
replacements=replacements,
)
assert adopt_config_resource is not None
# adopt endpoint
replacements["ADOPTED_RESOURCE_NAME"] = "adopt-" + endpoint_input["EndpointName"]
replacements["TARGET_RESOURCE_AWS"] = replacements[
"TARGET_RESOURCE_K8S"
] = endpoint_input["EndpointName"]
replacements["RESOURCE_KIND"] = "Endpoint"
adopt_endpoint_reference, _, adopt_endpoint_resource = create_adopted_resource(
replacements=replacements,
)
assert adopt_endpoint_resource is not None
yield (adopt_model_reference, adopt_config_reference, adopt_endpoint_reference)
for cr in (adopt_model_reference, adopt_config_reference, adopt_endpoint_reference):
if k8s.get_resource_exists(cr):
_, deleted = k8s.delete_custom_resource(cr, 3, 10)
assert deleted
def single_container_model(name_suffix):
model_resource_name = name_suffix + "-model"
replacements = REPLACEMENT_VALUES.copy()
replacements["MODEL_NAME"] = model_resource_name
model_reference, model_spec, model_resource = create_sagemaker_resource(
resource_plural=MODEL_RESOURCE_PLURAL,
resource_name=model_resource_name,
spec_file="xgboost_model",
replacements=replacements,
)
assert model_resource is not None
yield (model_reference, model_resource)
k8s.delete_custom_resource(model_reference)