def __init__()

in ae/modeling_stack.py [0:0]

• 20 lines of code
• 2 McCabe index (conditional complexity)

    def __init__(self, scope: core.Construct, construct_id: str, bucket_name: str, **kwargs) -> None:
        super().__init__(scope, construct_id, **kwargs)

        self._PREFIX = construct_id

        # Create Role for the SageMaker Backend
        self._service_role = iam.Role(
            self, f'{self._PREFIX}-ServiceRole',
            role_name=f'{self._PREFIX}-ServiceRole',
            assumed_by=iam.CompositePrincipal(
                iam.ServicePrincipal("sagemaker.amazonaws.com"),
                iam.ServicePrincipal("lambda.amazonaws.com"),
                iam.ServicePrincipal("s3.amazonaws.com")
            )
        )
        self._service_role.add_managed_policy(iam.ManagedPolicy.from_aws_managed_policy_name('AWSCodeCommitPowerUser'))
        self._service_role.add_managed_policy(iam.ManagedPolicy.from_aws_managed_policy_name('AmazonSageMakerFullAccess'))
        self._service_role.add_managed_policy(iam.ManagedPolicy.from_aws_managed_policy_name('AmazonS3FullAccess'))

        # Create SageMaker instance
        self._notebook_lifecycle = sagemaker.CfnNotebookInstanceLifecycleConfig(
            self, f'{self._PREFIX}-LifeCycleConfig',
            notebook_instance_lifecycle_config_name='ae-config',
            on_create=[sagemaker.CfnNotebookInstanceLifecycleConfig.NotebookInstanceLifecycleHookProperty(
                content=core.Fn.base64(f"""