from unittest.mock import patch from uuid import uuid4 import botocore from boto3 import session from prowler.providers.aws.lib.audit_info.models import AWS_Audit_Info from prowler.providers.aws.services.sagemaker.sagemaker_service import SageMaker AWS_ACCOUNT_NUMBER = 123456789012 AWS_REGION = "eu-west-1" test_notebook_instance = "test-notebook-instance" notebook_instance_arn = f"arn:aws:sagemaker:{AWS_REGION}:{AWS_ACCOUNT_NUMBER}:notebook-instance/{test_notebook_instance}" test_model = "test-model" test_arn_model = ( f"arn:aws:sagemaker:{AWS_REGION}:{AWS_ACCOUNT_NUMBER}:model/{test_model}" ) test_training_job = "test-training-job" test_arn_training_job = ( f"arn:aws:sagemaker:{AWS_REGION}:{AWS_ACCOUNT_NUMBER}:training-job/{test_model}" ) subnet_id = "subnet-" + str(uuid4()) kms_key_id = str(uuid4()) make_api_call = botocore.client.BaseClient._make_api_call def mock_make_api_call(self, operation_name, kwarg): if operation_name == "ListNotebookInstances": return { "NotebookInstances": [ { "NotebookInstanceName": test_notebook_instance, "NotebookInstanceArn": notebook_instance_arn, }, ] } if operation_name == "ListModels": return { "Models": [ { "ModelName": test_model, "ModelArn": test_arn_model, }, ] } if operation_name == "ListTrainingJobs": return { "TrainingJobSummaries": [ { "TrainingJobName": test_training_job, "TrainingJobArn": test_arn_training_job, }, ] } if operation_name == "DescribeNotebookInstance": return { "SubnetId": subnet_id, "KmsKeyId": kms_key_id, "DirectInternetAccess": "Enabled", "RootAccess": "Enabled", } if operation_name == "DescribeModel": return { "VpcConfig": { "Subnets": [ subnet_id, ] }, "EnableNetworkIsolation": True, } if operation_name == "DescribeTrainingJob": return { "ResourceConfig": { "VolumeKmsKeyId": kms_key_id, }, "VpcConfig": { "Subnets": [ subnet_id, ] }, "EnableNetworkIsolation": True, "EnableInterContainerTrafficEncryption": True, } return make_api_call(self, operation_name, kwarg) def mock_generate_regional_clients(service, audit_info): regional_client = audit_info.audit_session.client(service, region_name=AWS_REGION) regional_client.region = AWS_REGION return {AWS_REGION: regional_client} @patch("botocore.client.BaseClient._make_api_call", new=mock_make_api_call) @patch( "prowler.providers.aws.services.sagemaker.sagemaker_service.generate_regional_clients", new=mock_generate_regional_clients, ) class Test_SageMaker_Service: # Mocked Audit Info def set_mocked_audit_info(self): audit_info = AWS_Audit_Info( original_session=None, audit_session=session.Session( profile_name=None, botocore_session=None, ), audited_account=AWS_ACCOUNT_NUMBER, audited_user_id=None, audited_partition="aws", audited_identity_arn=None, profile=None, profile_region=None, credentials=None, assumed_role_info=None, audited_regions=None, organizations_metadata=None, audit_resources=None, ) return audit_info # Test SageMaker Service def test_service(self): audit_info = self.set_mocked_audit_info() sagemaker = SageMaker(audit_info) assert sagemaker.service == "sagemaker" # Test SageMaker client def test_client(self): audit_info = self.set_mocked_audit_info() sagemaker = SageMaker(audit_info) for reg_client in sagemaker.regional_clients.values(): assert reg_client.__class__.__name__ == "SageMaker" # Test SageMaker session def test__get_session__(self): audit_info = self.set_mocked_audit_info() sagemaker = SageMaker(audit_info) assert sagemaker.session.__class__.__name__ == "Session" # Test SageMaker list notebook instances def test_list_notebook_instances(self): audit_info = self.set_mocked_audit_info() sagemaker = SageMaker(audit_info) assert len(sagemaker.sagemaker_notebook_instances) == 1 assert sagemaker.sagemaker_notebook_instances[0].name == test_notebook_instance assert sagemaker.sagemaker_notebook_instances[0].arn == notebook_instance_arn assert sagemaker.sagemaker_notebook_instances[0].region == AWS_REGION # Test SageMaker list models def test_list_models(self): audit_info = self.set_mocked_audit_info() sagemaker = SageMaker(audit_info) assert len(sagemaker.sagemaker_models) == 1 assert sagemaker.sagemaker_models[0].name == test_model assert sagemaker.sagemaker_models[0].arn == test_arn_model assert sagemaker.sagemaker_models[0].region == AWS_REGION # Test SageMaker list training jobs def test_list_training_jobs(self): audit_info = self.set_mocked_audit_info() sagemaker = SageMaker(audit_info) assert len(sagemaker.sagemaker_training_jobs) == 1 assert sagemaker.sagemaker_training_jobs[0].name == test_training_job assert sagemaker.sagemaker_training_jobs[0].arn == test_arn_training_job assert sagemaker.sagemaker_training_jobs[0].region == AWS_REGION # Test SageMaker describe notebook instance def test_describe_notebook_instance(self): audit_info = self.set_mocked_audit_info() sagemaker = SageMaker(audit_info) assert len(sagemaker.sagemaker_notebook_instances) == 1 assert sagemaker.sagemaker_notebook_instances[0].root_access assert sagemaker.sagemaker_notebook_instances[0].subnet_id == subnet_id assert sagemaker.sagemaker_notebook_instances[0].direct_internet_access assert sagemaker.sagemaker_notebook_instances[0].kms_key_id == kms_key_id # Test SageMaker describe model def test_describe_model(self): audit_info = self.set_mocked_audit_info() sagemaker = SageMaker(audit_info) assert len(sagemaker.sagemaker_models) == 1 assert sagemaker.sagemaker_models[0].network_isolation assert sagemaker.sagemaker_models[0].vpc_config_subnets == [subnet_id] # Test SageMaker describe training jobs def test_describe_training_jobs(self): audit_info = self.set_mocked_audit_info() sagemaker = SageMaker(audit_info) assert len(sagemaker.sagemaker_training_jobs) == 1 assert sagemaker.sagemaker_training_jobs[0].container_traffic_encryption assert sagemaker.sagemaker_training_jobs[0].network_isolation assert sagemaker.sagemaker_training_jobs[0].volume_kms_key_id == kms_key_id assert sagemaker.sagemaker_training_jobs[0].vpc_config_subnets == [subnet_id]