コード例 #1
0
    def __configure_neptune(self) -> None:
        self.subnet_group = n.CfnDBSubnetGroup(
            self,
            'SubnetGroup',
            db_subnet_group_description='Portfolio Management',
            db_subnet_group_name='portfoliomgmtsubnetgroup',
            subnet_ids=[
                net.subnet_id for net in self.vpc._select_subnet_objects(
                    subnet_group_name='PortfolioMgmt')
            ])

        self.security_group = ec2.SecurityGroup(
            self,
            'SecGroup',
            vpc=self.vpc,
            allow_all_outbound=True,
            description='Security group for PortfolioMgmt feature')
        self.security_group.add_ingress_rule(
            peer=ec2.Peer.any_ipv4(),
            connection=ec2.Port(protocol=ec2.Protocol.TCP,
                                string_representation='Neptune',
                                from_port=8182,
                                to_port=8182))

        self.neptune_cluster = n.CfnDBCluster(
            self,
            'NeptuneCluster',
            db_subnet_group_name=self.subnet_group.db_subnet_group_name,
            deletion_protection=False,
            iam_auth_enabled=False,
            storage_encrypted=True,
            db_cluster_identifier='portfoliomgmt',
            vpc_security_group_ids=[self.security_group.security_group_id])

        counter = 0
        for net in self.vpc._select_subnet_objects(
                subnet_group_name='PortfolioMgmt'):
            az_name = net.availability_zone
            counter += 1
            self.neptune_instance = n.CfnDBInstance(
                self,
                'NeptuneInstance-' + str(counter),
                availability_zone=az_name,
                db_instance_identifier='portmgmt-instance-' + str(counter),
                db_instance_class='db.t3.medium',
                allow_major_version_upgrade=False,
                auto_minor_version_upgrade=True,
                db_cluster_identifier=self.neptune_cluster.
                db_cluster_identifier,
                db_subnet_group_name=self.subnet_group.db_subnet_group_name)
コード例 #2
0
ファイル: app.py プロジェクト: pj0616/demo-templates
    def __init__(self, scope: core.Construct, id: str, vpc: ec2.IVpc,
                 db_instance_class: str, **kwargs) -> None:
        super().__init__(scope, id, **kwargs)
        stack = core.Stack.of(self)

        role = iam.Role(
            self,
            'NeptuneRole',
            assumed_by=iam.ServicePrincipal('rds.amazonaws.com'),
        )

        sg = ec2.SecurityGroup(
            self,
            'SecurityGroup',
            vpc=vpc,
        )

        subnet_group = neptune.CfnDBSubnetGroup(
            self,
            'SubnetGroup',
            db_subnet_group_name='{}-subnet-group'.format(
                stack.stack_name.lower()),
            db_subnet_group_description='Private subnets',
            subnet_ids=[subnet.subnet_id for subnet in vpc.private_subnets])

        cluster = neptune.CfnDBCluster(
            self,
            'Cluster',
            db_subnet_group_name=subnet_group.ref,
            vpc_security_group_ids=[sg.security_group_id],
            associated_roles=[{
                'roleArn': role.role_arn
            }])

        neptune.CfnDBInstance(
            self,
            'Instance',
            db_cluster_identifier=cluster.ref,
            db_instance_class=db_instance_class,
        )

        self.endpoint = cluster.attr_endpoint
        self.role = role
        self.security_group = sg
コード例 #3
0
  def __init__(self, scope: Construct, id: str, **kwargs) -> None:
    super().__init__(scope, id, **kwargs)

    # The code that defines your stack goes here
    vpc = aws_ec2.Vpc(self, "NeptuneHolVPC",
      max_azs=2,
      gateway_endpoints={
        "S3": aws_ec2.GatewayVpcEndpointOptions(
          service=aws_ec2.GatewayVpcEndpointAwsService.S3
        )
      }
    )

    sg_use_graph_db = aws_ec2.SecurityGroup(self, "NeptuneClientSG",
      vpc=vpc,
      allow_all_outbound=True,
      description='security group for neptune client',
      security_group_name='use-neptune-client'
    )
    cdk.Tags.of(sg_use_graph_db).add('Name', 'use-neptune-client')

    sg_graph_db = aws_ec2.SecurityGroup(self, "NeptuneSG",
      vpc=vpc,
      allow_all_outbound=True,
      description='security group for neptune',
      security_group_name='neptune-server'
    )
    cdk.Tags.of(sg_graph_db).add('Name', 'neptune-server')

    sg_graph_db.add_ingress_rule(peer=sg_graph_db, connection=aws_ec2.Port.tcp(8182), description='neptune-server')
    sg_graph_db.add_ingress_rule(peer=sg_use_graph_db, connection=aws_ec2.Port.tcp(8182), description='use-neptune-client')

    graph_db_subnet_group = aws_neptune.CfnDBSubnetGroup(self, 'NeptuneHolSubnetGroup',
      db_subnet_group_description='subnet group for neptune hol',
      subnet_ids=vpc.select_subnets(subnet_type=aws_ec2.SubnetType.PRIVATE_WITH_NAT).subnet_ids,
      db_subnet_group_name='neptune-hol'
    )

    graph_db = aws_neptune.CfnDBCluster(self, 'NeptuneHol',
      availability_zones=vpc.availability_zones,
      db_subnet_group_name=graph_db_subnet_group.db_subnet_group_name,
      db_cluster_identifier='neptune-hol',
      backup_retention_period=1,
      preferred_backup_window='08:45-09:15',
      preferred_maintenance_window='sun:18:00-sun:18:30',
      vpc_security_group_ids=[sg_graph_db.security_group_id]
    )
    graph_db.add_depends_on(graph_db_subnet_group)

    graph_db_instance = aws_neptune.CfnDBInstance(self, 'NeptuneHolInstance',
      db_instance_class='db.r5.large',
      allow_major_version_upgrade=False,
      auto_minor_version_upgrade=False,
      availability_zone=vpc.availability_zones[0],
      db_cluster_identifier=graph_db.db_cluster_identifier,
      db_instance_identifier='neptune-hol',
      preferred_maintenance_window='sun:18:00-sun:18:30'
    )
    graph_db_instance.add_depends_on(graph_db)

    graph_db_replica_instance = aws_neptune.CfnDBInstance(self, 'NeptuneHolReplicaInstance',
      db_instance_class='db.r5.large',
      allow_major_version_upgrade=False,
      auto_minor_version_upgrade=False,
      availability_zone=vpc.availability_zones[-1],
      db_cluster_identifier=graph_db.db_cluster_identifier,
      db_instance_identifier='neptune-hol-replica',
      preferred_maintenance_window='sun:18:00-sun:18:30'
    )
    graph_db_replica_instance.add_depends_on(graph_db)
    graph_db_replica_instance.add_depends_on(graph_db_instance)

    sagemaker_notebook_role_policy_doc = aws_iam.PolicyDocument()
    sagemaker_notebook_role_policy_doc.add_statements(aws_iam.PolicyStatement(**{
      "effect": aws_iam.Effect.ALLOW,
      "resources": ["arn:aws:s3:::aws-neptune-notebook",
        "arn:aws:s3:::aws-neptune-notebook/*"],
      "actions": ["s3:GetObject",
        "s3:ListBucket"]
    }))

    sagemaker_notebook_role_policy_doc.add_statements(aws_iam.PolicyStatement(**{
      "effect": aws_iam.Effect.ALLOW,
      "resources": ["arn:aws:neptune-db:{region}:{account}:{cluster_id}/*".format(
        region=cdk.Aws.REGION, account=cdk.Aws.ACCOUNT_ID, cluster_id=graph_db.attr_cluster_resource_id)],
      "actions": ["neptune-db:connect"]
    }))

    sagemaker_notebook_role = aws_iam.Role(self, 'SageMakerNotebookForNeptuneWorkbenchRole',
      role_name='AWSNeptuneNotebookRole-NeptuneHol',
      assumed_by=aws_iam.ServicePrincipal('sagemaker.amazonaws.com'),
      #XXX: use inline_policies to work around https://github.com/aws/aws-cdk/issues/5221
      inline_policies={
        'AWSNeptuneNotebook': sagemaker_notebook_role_policy_doc
      }
    )

    neptune_wb_lifecycle_content = '''#!/bin/bash
sudo -u ec2-user -i <<'EOF'

echo "export GRAPH_NOTEBOOK_AUTH_MODE=DEFAULT" >> ~/.bashrc
echo "export GRAPH_NOTEBOOK_HOST={NeptuneClusterEndpoint}" >> ~/.bashrc
echo "export GRAPH_NOTEBOOK_PORT={NeptuneClusterPort}" >> ~/.bashrc
echo "export NEPTUNE_LOAD_FROM_S3_ROLE_ARN=''" >> ~/.bashrc
echo "export AWS_REGION={AWS_Region}" >> ~/.bashrc

aws s3 cp s3://aws-neptune-notebook/graph_notebook.tar.gz /tmp/graph_notebook.tar.gz
rm -rf /tmp/graph_notebook
tar -zxvf /tmp/graph_notebook.tar.gz -C /tmp
/tmp/graph_notebook/install.sh
EOF
'''.format(NeptuneClusterEndpoint=graph_db.attr_endpoint,
    NeptuneClusterPort=graph_db.attr_port,
    AWS_Region=cdk.Aws.REGION)

    neptune_wb_lifecycle_config_prop = aws_sagemaker.CfnNotebookInstanceLifecycleConfig.NotebookInstanceLifecycleHookProperty(
      content=cdk.Fn.base64(neptune_wb_lifecycle_content)
    )

    neptune_wb_lifecycle_config = aws_sagemaker.CfnNotebookInstanceLifecycleConfig(self, 'NpetuneWorkbenchLifeCycleConfig',
      notebook_instance_lifecycle_config_name='NeptuneWorkbenchLifeCycleConfig',
      on_start=[neptune_wb_lifecycle_config_prop]
    )

    neptune_workbench = aws_sagemaker.CfnNotebookInstance(self, 'NeptuneWorkbench',
      instance_type='ml.t2.medium',
      role_arn=sagemaker_notebook_role.role_arn,
      lifecycle_config_name=neptune_wb_lifecycle_config.notebook_instance_lifecycle_config_name,
      notebook_instance_name='NeptuneHolWorkbench',
      root_access='Disabled',
      security_group_ids=[sg_use_graph_db.security_group_id],
      subnet_id=graph_db_subnet_group.subnet_ids[0]
    )
コード例 #4
0
    def __init__(self, scope: core.Construct, id: str, **kwargs) -> None:
        super().__init__(scope, id, **kwargs)

        vpc = aws_ec2.Vpc(
            self,
            "OctemberVPC",
            max_azs=2,
            #      subnet_configuration=[{
            #          "cidrMask": 24,
            #          "name": "Public",
            #          "subnetType": aws_ec2.SubnetType.PUBLIC,
            #        },
            #        {
            #          "cidrMask": 24,
            #          "name": "Private",
            #          "subnetType": aws_ec2.SubnetType.PRIVATE
            #        },
            #        {
            #          "cidrMask": 28,
            #          "name": "Isolated",
            #          "subnetType": aws_ec2.SubnetType.ISOLATED,
            #          "reserved": True
            #        }
            #      ],
            gateway_endpoints={
                "S3":
                aws_ec2.GatewayVpcEndpointOptions(
                    service=aws_ec2.GatewayVpcEndpointAwsService.S3)
            })

        dynamo_db_endpoint = vpc.add_gateway_endpoint(
            "DynamoDbEndpoint",
            service=aws_ec2.GatewayVpcEndpointAwsService.DYNAMODB)

        s3_bucket = s3.Bucket(
            self,
            "s3bucket",
            bucket_name="octember-bizcard-{region}-{account}".format(
                region=core.Aws.REGION, account=core.Aws.ACCOUNT_ID))

        api = apigw.RestApi(
            self,
            "BizcardImageUploader",
            rest_api_name="BizcardImageUploader",
            description="This service serves uploading bizcard images into s3.",
            endpoint_types=[apigw.EndpointType.REGIONAL],
            binary_media_types=["image/png", "image/jpg"],
            deploy=True,
            deploy_options=apigw.StageOptions(stage_name="v1"))

        rest_api_role = aws_iam.Role(
            self,
            "ApiGatewayRoleForS3",
            role_name="ApiGatewayRoleForS3FullAccess",
            assumed_by=aws_iam.ServicePrincipal("apigateway.amazonaws.com"),
            managed_policies=[
                aws_iam.ManagedPolicy.from_aws_managed_policy_name(
                    "AmazonS3FullAccess")
            ])

        list_objects_responses = [
            apigw.IntegrationResponse(
                status_code="200",
                #XXX: https://docs.aws.amazon.com/cdk/api/latest/python/aws_cdk.aws_apigateway/IntegrationResponse.html#aws_cdk.aws_apigateway.IntegrationResponse.response_parameters
                # The response parameters from the backend response that API Gateway sends to the method response.
                # Use the destination as the key and the source as the value:
                #  - The destination must be an existing response parameter in the MethodResponse property.
                #  - The source must be an existing method request parameter or a static value.
                response_parameters={
                    'method.response.header.Timestamp':
                    'integration.response.header.Date',
                    'method.response.header.Content-Length':
                    'integration.response.header.Content-Length',
                    'method.response.header.Content-Type':
                    'integration.response.header.Content-Type'
                }),
            apigw.IntegrationResponse(status_code="400",
                                      selection_pattern="4\d{2}"),
            apigw.IntegrationResponse(status_code="500",
                                      selection_pattern="5\d{2}")
        ]

        list_objects_integration_options = apigw.IntegrationOptions(
            credentials_role=rest_api_role,
            integration_responses=list_objects_responses)

        get_s3_integration = apigw.AwsIntegration(
            service="s3",
            integration_http_method="GET",
            path='/',
            options=list_objects_integration_options)

        api.root.add_method(
            "GET",
            get_s3_integration,
            authorization_type=apigw.AuthorizationType.IAM,
            api_key_required=False,
            method_responses=[
                apigw.MethodResponse(
                    status_code="200",
                    response_parameters={
                        'method.response.header.Timestamp': False,
                        'method.response.header.Content-Length': False,
                        'method.response.header.Content-Type': False
                    },
                    response_models={'application/json': apigw.EmptyModel()}),
                apigw.MethodResponse(status_code="400"),
                apigw.MethodResponse(status_code="500")
            ],
            request_parameters={'method.request.header.Content-Type': False})

        get_s3_folder_integration_options = apigw.IntegrationOptions(
            credentials_role=rest_api_role,
            integration_responses=list_objects_responses,
            #XXX: https://docs.aws.amazon.com/cdk/api/latest/python/aws_cdk.aws_apigateway/IntegrationOptions.html#aws_cdk.aws_apigateway.IntegrationOptions.request_parameters
            # Specify request parameters as key-value pairs (string-to-string mappings), with a destination as the key and a source as the value.
            # The source must be an existing method request parameter or a static value.
            request_parameters={
                "integration.request.path.bucket": "method.request.path.folder"
            })

        get_s3_folder_integration = apigw.AwsIntegration(
            service="s3",
            integration_http_method="GET",
            path="{bucket}",
            options=get_s3_folder_integration_options)

        s3_folder = api.root.add_resource('{folder}')
        s3_folder.add_method(
            "GET",
            get_s3_folder_integration,
            authorization_type=apigw.AuthorizationType.IAM,
            api_key_required=False,
            method_responses=[
                apigw.MethodResponse(
                    status_code="200",
                    response_parameters={
                        'method.response.header.Timestamp': False,
                        'method.response.header.Content-Length': False,
                        'method.response.header.Content-Type': False
                    },
                    response_models={'application/json': apigw.EmptyModel()}),
                apigw.MethodResponse(status_code="400"),
                apigw.MethodResponse(status_code="500")
            ],
            request_parameters={
                'method.request.header.Content-Type': False,
                'method.request.path.folder': True
            })

        get_s3_item_integration_options = apigw.IntegrationOptions(
            credentials_role=rest_api_role,
            integration_responses=list_objects_responses,
            request_parameters={
                "integration.request.path.bucket":
                "method.request.path.folder",
                "integration.request.path.object": "method.request.path.item"
            })

        get_s3_item_integration = apigw.AwsIntegration(
            service="s3",
            integration_http_method="GET",
            path="{bucket}/{object}",
            options=get_s3_item_integration_options)

        s3_item = s3_folder.add_resource('{item}')
        s3_item.add_method(
            "GET",
            get_s3_item_integration,
            authorization_type=apigw.AuthorizationType.IAM,
            api_key_required=False,
            method_responses=[
                apigw.MethodResponse(
                    status_code="200",
                    response_parameters={
                        'method.response.header.Timestamp': False,
                        'method.response.header.Content-Length': False,
                        'method.response.header.Content-Type': False
                    },
                    response_models={'application/json': apigw.EmptyModel()}),
                apigw.MethodResponse(status_code="400"),
                apigw.MethodResponse(status_code="500")
            ],
            request_parameters={
                'method.request.header.Content-Type': False,
                'method.request.path.folder': True,
                'method.request.path.item': True
            })

        put_s3_item_integration_options = apigw.IntegrationOptions(
            credentials_role=rest_api_role,
            integration_responses=[
                apigw.IntegrationResponse(status_code="200"),
                apigw.IntegrationResponse(status_code="400",
                                          selection_pattern="4\d{2}"),
                apigw.IntegrationResponse(status_code="500",
                                          selection_pattern="5\d{2}")
            ],
            request_parameters={
                "integration.request.header.Content-Type":
                "method.request.header.Content-Type",
                "integration.request.path.bucket":
                "method.request.path.folder",
                "integration.request.path.object": "method.request.path.item"
            })

        put_s3_item_integration = apigw.AwsIntegration(
            service="s3",
            integration_http_method="PUT",
            path="{bucket}/{object}",
            options=put_s3_item_integration_options)

        s3_item.add_method(
            "PUT",
            put_s3_item_integration,
            authorization_type=apigw.AuthorizationType.IAM,
            api_key_required=False,
            method_responses=[
                apigw.MethodResponse(
                    status_code="200",
                    response_parameters={
                        'method.response.header.Content-Type': False
                    },
                    response_models={'application/json': apigw.EmptyModel()}),
                apigw.MethodResponse(status_code="400"),
                apigw.MethodResponse(status_code="500")
            ],
            request_parameters={
                'method.request.header.Content-Type': False,
                'method.request.path.folder': True,
                'method.request.path.item': True
            })

        ddb_table = dynamodb.Table(
            self,
            "BizcardImageMetaInfoDdbTable",
            table_name="OctemberBizcardImgMeta",
            partition_key=dynamodb.Attribute(
                name="image_id", type=dynamodb.AttributeType.STRING),
            billing_mode=dynamodb.BillingMode.PROVISIONED,
            read_capacity=15,
            write_capacity=5)

        img_kinesis_stream = kinesis.Stream(
            self, "BizcardImagePath", stream_name="octember-bizcard-image")

        # create lambda function
        trigger_textract_lambda_fn = _lambda.Function(
            self,
            "TriggerTextExtractorFromImage",
            runtime=_lambda.Runtime.PYTHON_3_7,
            function_name="TriggerTextExtractorFromImage",
            handler="trigger_text_extract_from_s3_image.lambda_handler",
            description="Trigger to extract text from an image in S3",
            code=_lambda.Code.asset(
                "./src/main/python/TriggerTextExtractFromS3Image"),
            environment={
                'REGION_NAME': core.Aws.REGION,
                'DDB_TABLE_NAME': ddb_table.table_name,
                'KINESIS_STREAM_NAME': img_kinesis_stream.stream_name
            },
            timeout=core.Duration.minutes(5))

        ddb_table_rw_policy_statement = aws_iam.PolicyStatement(
            effect=aws_iam.Effect.ALLOW,
            resources=[ddb_table.table_arn],
            actions=[
                "dynamodb:BatchGetItem", "dynamodb:Describe*",
                "dynamodb:List*", "dynamodb:GetItem", "dynamodb:Query",
                "dynamodb:Scan", "dynamodb:BatchWriteItem",
                "dynamodb:DeleteItem", "dynamodb:PutItem",
                "dynamodb:UpdateItem", "dax:Describe*", "dax:List*",
                "dax:GetItem", "dax:BatchGetItem", "dax:Query", "dax:Scan",
                "dax:BatchWriteItem", "dax:DeleteItem", "dax:PutItem",
                "dax:UpdateItem"
            ])

        trigger_textract_lambda_fn.add_to_role_policy(
            ddb_table_rw_policy_statement)
        trigger_textract_lambda_fn.add_to_role_policy(
            aws_iam.PolicyStatement(effect=aws_iam.Effect.ALLOW,
                                    resources=[img_kinesis_stream.stream_arn],
                                    actions=[
                                        "kinesis:Get*", "kinesis:List*",
                                        "kinesis:Describe*",
                                        "kinesis:PutRecord",
                                        "kinesis:PutRecords"
                                    ]))

        # assign notification for the s3 event type (ex: OBJECT_CREATED)
        s3_event_filter = s3.NotificationKeyFilter(prefix="bizcard-raw-img/",
                                                   suffix=".jpg")
        s3_event_source = S3EventSource(s3_bucket,
                                        events=[s3.EventType.OBJECT_CREATED],
                                        filters=[s3_event_filter])
        trigger_textract_lambda_fn.add_event_source(s3_event_source)

        #XXX: https://github.com/aws/aws-cdk/issues/2240
        # To avoid to create extra Lambda Functions with names like LogRetentionaae0aa3c5b4d4f87b02d85b201efdd8a
        # if log_retention=aws_logs.RetentionDays.THREE_DAYS is added to the constructor props
        log_group = aws_logs.LogGroup(
            self,
            "TriggerTextractLogGroup",
            log_group_name="/aws/lambda/TriggerTextExtractorFromImage",
            retention=aws_logs.RetentionDays.THREE_DAYS)
        log_group.grant_write(trigger_textract_lambda_fn)

        text_kinesis_stream = kinesis.Stream(
            self, "BizcardTextData", stream_name="octember-bizcard-txt")

        textract_lambda_fn = _lambda.Function(
            self,
            "GetTextFromImage",
            runtime=_lambda.Runtime.PYTHON_3_7,
            function_name="GetTextFromImage",
            handler="get_text_from_s3_image.lambda_handler",
            description="extract text from an image in S3",
            code=_lambda.Code.asset("./src/main/python/GetTextFromS3Image"),
            environment={
                'REGION_NAME': core.Aws.REGION,
                'DDB_TABLE_NAME': ddb_table.table_name,
                'KINESIS_STREAM_NAME': text_kinesis_stream.stream_name
            },
            timeout=core.Duration.minutes(5))

        textract_lambda_fn.add_to_role_policy(ddb_table_rw_policy_statement)
        textract_lambda_fn.add_to_role_policy(
            aws_iam.PolicyStatement(effect=aws_iam.Effect.ALLOW,
                                    resources=[text_kinesis_stream.stream_arn],
                                    actions=[
                                        "kinesis:Get*", "kinesis:List*",
                                        "kinesis:Describe*",
                                        "kinesis:PutRecord",
                                        "kinesis:PutRecords"
                                    ]))

        textract_lambda_fn.add_to_role_policy(
            aws_iam.PolicyStatement(
                **{
                    "effect":
                    aws_iam.Effect.ALLOW,
                    "resources": [
                        s3_bucket.bucket_arn, "{}/*".format(
                            s3_bucket.bucket_arn)
                    ],
                    "actions": [
                        "s3:AbortMultipartUpload", "s3:GetBucketLocation",
                        "s3:GetObject", "s3:ListBucket",
                        "s3:ListBucketMultipartUploads", "s3:PutObject"
                    ]
                }))

        textract_lambda_fn.add_to_role_policy(
            aws_iam.PolicyStatement(effect=aws_iam.Effect.ALLOW,
                                    resources=["*"],
                                    actions=["textract:*"]))

        img_kinesis_event_source = KinesisEventSource(
            img_kinesis_stream,
            batch_size=100,
            starting_position=_lambda.StartingPosition.LATEST)
        textract_lambda_fn.add_event_source(img_kinesis_event_source)

        log_group = aws_logs.LogGroup(
            self,
            "GetTextFromImageLogGroup",
            log_group_name="/aws/lambda/GetTextFromImage",
            retention=aws_logs.RetentionDays.THREE_DAYS)
        log_group.grant_write(textract_lambda_fn)

        sg_use_bizcard_es = aws_ec2.SecurityGroup(
            self,
            "BizcardSearchClientSG",
            vpc=vpc,
            allow_all_outbound=True,
            description=
            'security group for octember bizcard elasticsearch client',
            security_group_name='use-octember-bizcard-es')
        core.Tags.of(sg_use_bizcard_es).add('Name', 'use-octember-bizcard-es')

        sg_bizcard_es = aws_ec2.SecurityGroup(
            self,
            "BizcardSearchSG",
            vpc=vpc,
            allow_all_outbound=True,
            description='security group for octember bizcard elasticsearch',
            security_group_name='octember-bizcard-es')
        core.Tags.of(sg_bizcard_es).add('Name', 'octember-bizcard-es')

        sg_bizcard_es.add_ingress_rule(peer=sg_bizcard_es,
                                       connection=aws_ec2.Port.all_tcp(),
                                       description='octember-bizcard-es')
        sg_bizcard_es.add_ingress_rule(peer=sg_use_bizcard_es,
                                       connection=aws_ec2.Port.all_tcp(),
                                       description='use-octember-bizcard-es')

        sg_ssh_access = aws_ec2.SecurityGroup(
            self,
            "BastionHostSG",
            vpc=vpc,
            allow_all_outbound=True,
            description='security group for bastion host',
            security_group_name='octember-bastion-host-sg')
        core.Tags.of(sg_ssh_access).add('Name', 'octember-bastion-host')
        sg_ssh_access.add_ingress_rule(peer=aws_ec2.Peer.any_ipv4(),
                                       connection=aws_ec2.Port.tcp(22),
                                       description='ssh access')

        bastion_host = aws_ec2.BastionHostLinux(
            self,
            "BastionHost",
            vpc=vpc,
            instance_type=aws_ec2.InstanceType('t3.nano'),
            security_group=sg_ssh_access,
            subnet_selection=aws_ec2.SubnetSelection(
                subnet_type=aws_ec2.SubnetType.PUBLIC))
        bastion_host.instance.add_security_group(sg_use_bizcard_es)

        #XXX: aws cdk elastsearch example - https://github.com/aws/aws-cdk/issues/2873
        es_cfn_domain = aws_elasticsearch.CfnDomain(
            self,
            'BizcardSearch',
            elasticsearch_cluster_config={
                "dedicatedMasterCount": 3,
                "dedicatedMasterEnabled": True,
                "dedicatedMasterType": "t2.medium.elasticsearch",
                "instanceCount": 2,
                "instanceType": "t2.medium.elasticsearch",
                "zoneAwarenessEnabled": True
            },
            ebs_options={
                "ebsEnabled": True,
                "volumeSize": 10,
                "volumeType": "gp2"
            },
            domain_name="octember-bizcard",
            elasticsearch_version="7.9",
            encryption_at_rest_options={"enabled": False},
            access_policies={
                "Version":
                "2012-10-17",
                "Statement": [{
                    "Effect":
                    "Allow",
                    "Principal": {
                        "AWS": "*"
                    },
                    "Action":
                    ["es:Describe*", "es:List*", "es:Get*", "es:ESHttp*"],
                    "Resource":
                    self.format_arn(service="es",
                                    resource="domain",
                                    resource_name="octember-bizcard/*")
                }]
            },
            snapshot_options={"automatedSnapshotStartHour": 17},
            vpc_options={
                "securityGroupIds": [sg_bizcard_es.security_group_id],
                "subnetIds":
                vpc.select_subnets(
                    subnet_type=aws_ec2.SubnetType.PRIVATE).subnet_ids
            })
        core.Tags.of(es_cfn_domain).add('Name', 'octember-bizcard-es')

        s3_lib_bucket_name = self.node.try_get_context("lib_bucket_name")

        #XXX: https://github.com/aws/aws-cdk/issues/1342
        s3_lib_bucket = s3.Bucket.from_bucket_name(self, id,
                                                   s3_lib_bucket_name)
        es_lib_layer = _lambda.LayerVersion(
            self,
            "ESLib",
            layer_version_name="es-lib",
            compatible_runtimes=[_lambda.Runtime.PYTHON_3_7],
            code=_lambda.Code.from_bucket(s3_lib_bucket,
                                          "var/octember-es-lib.zip"))

        redis_lib_layer = _lambda.LayerVersion(
            self,
            "RedisLib",
            layer_version_name="redis-lib",
            compatible_runtimes=[_lambda.Runtime.PYTHON_3_7],
            code=_lambda.Code.from_bucket(s3_lib_bucket,
                                          "var/octember-redis-lib.zip"))

        #XXX: Deploy lambda in VPC - https://github.com/aws/aws-cdk/issues/1342
        upsert_to_es_lambda_fn = _lambda.Function(
            self,
            "UpsertBizcardToES",
            runtime=_lambda.Runtime.PYTHON_3_7,
            function_name="UpsertBizcardToElasticSearch",
            handler="upsert_bizcard_to_es.lambda_handler",
            description="Upsert bizcard text into elasticsearch",
            code=_lambda.Code.asset("./src/main/python/UpsertBizcardToES"),
            environment={
                'ES_HOST': es_cfn_domain.attr_domain_endpoint,
                'ES_INDEX': 'octember_bizcard',
                'ES_TYPE': 'bizcard'
            },
            timeout=core.Duration.minutes(5),
            layers=[es_lib_layer],
            security_groups=[sg_use_bizcard_es],
            vpc=vpc)

        text_kinesis_event_source = KinesisEventSource(
            text_kinesis_stream,
            batch_size=99,
            starting_position=_lambda.StartingPosition.LATEST)
        upsert_to_es_lambda_fn.add_event_source(text_kinesis_event_source)

        log_group = aws_logs.LogGroup(
            self,
            "UpsertBizcardToESLogGroup",
            log_group_name="/aws/lambda/UpsertBizcardToElasticSearch",
            retention=aws_logs.RetentionDays.THREE_DAYS)
        log_group.grant_write(upsert_to_es_lambda_fn)

        firehose_role_policy_doc = aws_iam.PolicyDocument()
        firehose_role_policy_doc.add_statements(
            aws_iam.PolicyStatement(
                **{
                    "effect":
                    aws_iam.Effect.ALLOW,
                    "resources": [
                        s3_bucket.bucket_arn, "{}/*".format(
                            s3_bucket.bucket_arn)
                    ],
                    "actions": [
                        "s3:AbortMultipartUpload", "s3:GetBucketLocation",
                        "s3:GetObject", "s3:ListBucket",
                        "s3:ListBucketMultipartUploads", "s3:PutObject"
                    ]
                }))

        firehose_role_policy_doc.add_statements(
            aws_iam.PolicyStatement(effect=aws_iam.Effect.ALLOW,
                                    resources=["*"],
                                    actions=[
                                        "glue:GetTable",
                                        "glue:GetTableVersion",
                                        "glue:GetTableVersions"
                                    ]))

        firehose_role_policy_doc.add_statements(
            aws_iam.PolicyStatement(effect=aws_iam.Effect.ALLOW,
                                    resources=[text_kinesis_stream.stream_arn],
                                    actions=[
                                        "kinesis:DescribeStream",
                                        "kinesis:GetShardIterator",
                                        "kinesis:GetRecords"
                                    ]))

        firehose_log_group_name = "/aws/kinesisfirehose/octember-bizcard-txt-to-s3"
        firehose_role_policy_doc.add_statements(
            aws_iam.PolicyStatement(
                effect=aws_iam.Effect.ALLOW,
                #XXX: The ARN will be formatted as follows:
                # arn:{partition}:{service}:{region}:{account}:{resource}{sep}}{resource-name}
                resources=[
                    self.format_arn(service="logs",
                                    resource="log-group",
                                    resource_name="{}:log-stream:*".format(
                                        firehose_log_group_name),
                                    sep=":")
                ],
                actions=["logs:PutLogEvents"]))

        firehose_role = aws_iam.Role(
            self,
            "FirehoseDeliveryRole",
            role_name="FirehoseDeliveryRole",
            assumed_by=aws_iam.ServicePrincipal("firehose.amazonaws.com"),
            #XXX: use inline_policies to work around https://github.com/aws/aws-cdk/issues/5221
            inline_policies={"firehose_role_policy": firehose_role_policy_doc})

        bizcard_text_to_s3_delivery_stream = aws_kinesisfirehose.CfnDeliveryStream(
            self,
            "BizcardTextToS3",
            delivery_stream_name="octember-bizcard-txt-to-s3",
            delivery_stream_type="KinesisStreamAsSource",
            kinesis_stream_source_configuration={
                "kinesisStreamArn": text_kinesis_stream.stream_arn,
                "roleArn": firehose_role.role_arn
            },
            extended_s3_destination_configuration={
                "bucketArn": s3_bucket.bucket_arn,
                "bufferingHints": {
                    "intervalInSeconds": 60,
                    "sizeInMBs": 1
                },
                "cloudWatchLoggingOptions": {
                    "enabled": True,
                    "logGroupName": firehose_log_group_name,
                    "logStreamName": "S3Delivery"
                },
                "compressionFormat": "GZIP",
                "prefix": "bizcard-text/",
                "roleArn": firehose_role.role_arn
            })

        sg_use_bizcard_es_cache = aws_ec2.SecurityGroup(
            self,
            "BizcardSearchCacheClientSG",
            vpc=vpc,
            allow_all_outbound=True,
            description=
            'security group for octember bizcard search query cache client',
            security_group_name='use-octember-bizcard-es-cache')
        core.Tags.of(sg_use_bizcard_es_cache).add(
            'Name', 'use-octember-bizcard-es-cache')

        sg_bizcard_es_cache = aws_ec2.SecurityGroup(
            self,
            "BizcardSearchCacheSG",
            vpc=vpc,
            allow_all_outbound=True,
            description=
            'security group for octember bizcard search query cache',
            security_group_name='octember-bizcard-es-cache')
        core.Tags.of(sg_bizcard_es_cache).add('Name',
                                              'octember-bizcard-es-cache')

        sg_bizcard_es_cache.add_ingress_rule(
            peer=sg_use_bizcard_es_cache,
            connection=aws_ec2.Port.tcp(6379),
            description='use-octember-bizcard-es-cache')

        es_query_cache_subnet_group = aws_elasticache.CfnSubnetGroup(
            self,
            "QueryCacheSubnetGroup",
            description="subnet group for octember-bizcard-es-cache",
            subnet_ids=vpc.select_subnets(
                subnet_type=aws_ec2.SubnetType.PRIVATE).subnet_ids,
            cache_subnet_group_name='octember-bizcard-es-cache')

        es_query_cache = aws_elasticache.CfnCacheCluster(
            self,
            "BizcardSearchQueryCache",
            cache_node_type="cache.t3.small",
            num_cache_nodes=1,
            engine="redis",
            engine_version="5.0.5",
            auto_minor_version_upgrade=False,
            cluster_name="octember-bizcard-es-cache",
            snapshot_retention_limit=3,
            snapshot_window="17:00-19:00",
            preferred_maintenance_window="mon:19:00-mon:20:30",
            #XXX: Do not use referece for "cache_subnet_group_name" - https://github.com/aws/aws-cdk/issues/3098
            #cache_subnet_group_name=es_query_cache_subnet_group.cache_subnet_group_name, # Redis cluster goes to wrong VPC
            cache_subnet_group_name='octember-bizcard-es-cache',
            vpc_security_group_ids=[sg_bizcard_es_cache.security_group_id])

        #XXX: If you're going to launch your cluster in an Amazon VPC, you need to create a subnet group before you start creating a cluster.
        # https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-elasticache-cache-cluster.html#cfn-elasticache-cachecluster-cachesubnetgroupname
        es_query_cache.add_depends_on(es_query_cache_subnet_group)

        #XXX: add more than 2 security groups
        # https://github.com/aws/aws-cdk/blob/ea10f0d141a48819ec0000cd7905feda993870a9/packages/%40aws-cdk/aws-lambda/lib/function.ts#L387
        # https://github.com/aws/aws-cdk/issues/1555
        # https://github.com/aws/aws-cdk/pull/5049
        bizcard_search_lambda_fn = _lambda.Function(
            self,
            "BizcardSearchServer",
            runtime=_lambda.Runtime.PYTHON_3_7,
            function_name="BizcardSearchProxy",
            handler="es_search_bizcard.lambda_handler",
            description="Proxy server to search bizcard text",
            code=_lambda.Code.asset("./src/main/python/SearchBizcard"),
            environment={
                'ES_HOST': es_cfn_domain.attr_domain_endpoint,
                'ES_INDEX': 'octember_bizcard',
                'ES_TYPE': 'bizcard',
                'ELASTICACHE_HOST': es_query_cache.attr_redis_endpoint_address
            },
            timeout=core.Duration.minutes(1),
            layers=[es_lib_layer, redis_lib_layer],
            security_groups=[sg_use_bizcard_es, sg_use_bizcard_es_cache],
            vpc=vpc)

        #XXX: create API Gateway + LambdaProxy
        search_api = apigw.LambdaRestApi(
            self,
            "BizcardSearchAPI",
            handler=bizcard_search_lambda_fn,
            proxy=False,
            rest_api_name="BizcardSearch",
            description="This service serves searching bizcard text.",
            endpoint_types=[apigw.EndpointType.REGIONAL],
            deploy=True,
            deploy_options=apigw.StageOptions(stage_name="v1"))

        bizcard_search = search_api.root.add_resource('search')
        bizcard_search.add_method(
            "GET",
            method_responses=[
                apigw.MethodResponse(
                    status_code="200",
                    response_models={'application/json': apigw.EmptyModel()}),
                apigw.MethodResponse(status_code="400"),
                apigw.MethodResponse(status_code="500")
            ])

        sg_use_bizcard_graph_db = aws_ec2.SecurityGroup(
            self,
            "BizcardGraphDbClientSG",
            vpc=vpc,
            allow_all_outbound=True,
            description='security group for octember bizcard graph db client',
            security_group_name='use-octember-bizcard-neptune')
        core.Tags.of(sg_use_bizcard_graph_db).add(
            'Name', 'use-octember-bizcard-neptune')

        sg_bizcard_graph_db = aws_ec2.SecurityGroup(
            self,
            "BizcardGraphDbSG",
            vpc=vpc,
            allow_all_outbound=True,
            description='security group for octember bizcard graph db',
            security_group_name='octember-bizcard-neptune')
        core.Tags.of(sg_bizcard_graph_db).add('Name',
                                              'octember-bizcard-neptune')

        sg_bizcard_graph_db.add_ingress_rule(
            peer=sg_bizcard_graph_db,
            connection=aws_ec2.Port.tcp(8182),
            description='octember-bizcard-neptune')
        sg_bizcard_graph_db.add_ingress_rule(
            peer=sg_use_bizcard_graph_db,
            connection=aws_ec2.Port.tcp(8182),
            description='use-octember-bizcard-neptune')

        bizcard_graph_db_subnet_group = aws_neptune.CfnDBSubnetGroup(
            self,
            "NeptuneSubnetGroup",
            db_subnet_group_description=
            "subnet group for octember-bizcard-neptune",
            subnet_ids=vpc.select_subnets(
                subnet_type=aws_ec2.SubnetType.PRIVATE).subnet_ids,
            db_subnet_group_name='octember-bizcard-neptune')

        bizcard_graph_db = aws_neptune.CfnDBCluster(
            self,
            "BizcardGraphDB",
            availability_zones=vpc.availability_zones,
            db_subnet_group_name=bizcard_graph_db_subnet_group.
            db_subnet_group_name,
            db_cluster_identifier="octember-bizcard",
            backup_retention_period=1,
            preferred_backup_window="08:45-09:15",
            preferred_maintenance_window="sun:18:00-sun:18:30",
            vpc_security_group_ids=[sg_bizcard_graph_db.security_group_id])
        bizcard_graph_db.add_depends_on(bizcard_graph_db_subnet_group)

        bizcard_graph_db_instance = aws_neptune.CfnDBInstance(
            self,
            "BizcardGraphDBInstance",
            db_instance_class="db.r5.large",
            allow_major_version_upgrade=False,
            auto_minor_version_upgrade=False,
            availability_zone=vpc.availability_zones[0],
            db_cluster_identifier=bizcard_graph_db.db_cluster_identifier,
            db_instance_identifier="octember-bizcard",
            preferred_maintenance_window="sun:18:00-sun:18:30")
        bizcard_graph_db_instance.add_depends_on(bizcard_graph_db)

        bizcard_graph_db_replica_instance = aws_neptune.CfnDBInstance(
            self,
            "BizcardGraphDBReplicaInstance",
            db_instance_class="db.r5.large",
            allow_major_version_upgrade=False,
            auto_minor_version_upgrade=False,
            availability_zone=vpc.availability_zones[-1],
            db_cluster_identifier=bizcard_graph_db.db_cluster_identifier,
            db_instance_identifier="octember-bizcard-replica",
            preferred_maintenance_window="sun:18:00-sun:18:30")
        bizcard_graph_db_replica_instance.add_depends_on(bizcard_graph_db)
        bizcard_graph_db_replica_instance.add_depends_on(
            bizcard_graph_db_instance)

        gremlinpython_lib_layer = _lambda.LayerVersion(
            self,
            "GremlinPythonLib",
            layer_version_name="gremlinpython-lib",
            compatible_runtimes=[_lambda.Runtime.PYTHON_3_7],
            code=_lambda.Code.from_bucket(
                s3_lib_bucket, "var/octember-gremlinpython-lib.zip"))

        #XXX: https://github.com/aws/aws-cdk/issues/1342
        upsert_to_neptune_lambda_fn = _lambda.Function(
            self,
            "UpsertBizcardToGraphDB",
            runtime=_lambda.Runtime.PYTHON_3_7,
            function_name="UpsertBizcardToNeptune",
            handler="upsert_bizcard_to_graph_db.lambda_handler",
            description="Upsert bizcard into neptune",
            code=_lambda.Code.asset(
                "./src/main/python/UpsertBizcardToGraphDB"),
            environment={
                'REGION_NAME': core.Aws.REGION,
                'NEPTUNE_ENDPOINT': bizcard_graph_db.attr_endpoint,
                'NEPTUNE_PORT': bizcard_graph_db.attr_port
            },
            timeout=core.Duration.minutes(5),
            layers=[gremlinpython_lib_layer],
            security_groups=[sg_use_bizcard_graph_db],
            vpc=vpc)

        upsert_to_neptune_lambda_fn.add_event_source(text_kinesis_event_source)

        log_group = aws_logs.LogGroup(
            self,
            "UpsertBizcardToGraphDBLogGroup",
            log_group_name="/aws/lambda/UpsertBizcardToNeptune",
            retention=aws_logs.RetentionDays.THREE_DAYS)
        log_group.grant_write(upsert_to_neptune_lambda_fn)

        sg_use_bizcard_neptune_cache = aws_ec2.SecurityGroup(
            self,
            "BizcardNeptuneCacheClientSG",
            vpc=vpc,
            allow_all_outbound=True,
            description=
            'security group for octember bizcard recommendation query cache client',
            security_group_name='use-octember-bizcard-neptune-cache')
        core.Tags.of(sg_use_bizcard_neptune_cache).add(
            'Name', 'use-octember-bizcard-es-cache')

        sg_bizcard_neptune_cache = aws_ec2.SecurityGroup(
            self,
            "BizcardNeptuneCacheSG",
            vpc=vpc,
            allow_all_outbound=True,
            description=
            'security group for octember bizcard recommendation query cache',
            security_group_name='octember-bizcard-neptune-cache')
        core.Tags.of(sg_bizcard_neptune_cache).add(
            'Name', 'octember-bizcard-neptune-cache')

        sg_bizcard_neptune_cache.add_ingress_rule(
            peer=sg_use_bizcard_neptune_cache,
            connection=aws_ec2.Port.tcp(6379),
            description='use-octember-bizcard-neptune-cache')

        recomm_query_cache_subnet_group = aws_elasticache.CfnSubnetGroup(
            self,
            "RecommQueryCacheSubnetGroup",
            description="subnet group for octember-bizcard-neptune-cache",
            subnet_ids=vpc.select_subnets(
                subnet_type=aws_ec2.SubnetType.PRIVATE).subnet_ids,
            cache_subnet_group_name='octember-bizcard-neptune-cache')

        recomm_query_cache = aws_elasticache.CfnCacheCluster(
            self,
            "BizcardRecommQueryCache",
            cache_node_type="cache.t3.small",
            num_cache_nodes=1,
            engine="redis",
            engine_version="5.0.5",
            auto_minor_version_upgrade=False,
            cluster_name="octember-bizcard-neptune-cache",
            snapshot_retention_limit=3,
            snapshot_window="17:00-19:00",
            preferred_maintenance_window="mon:19:00-mon:20:30",
            #XXX: Do not use referece for "cache_subnet_group_name" - https://github.com/aws/aws-cdk/issues/3098
            #cache_subnet_group_name=recomm_query_cache_subnet_group.cache_subnet_group_name, # Redis cluster goes to wrong VPC
            cache_subnet_group_name='octember-bizcard-neptune-cache',
            vpc_security_group_ids=[
                sg_bizcard_neptune_cache.security_group_id
            ])

        recomm_query_cache.add_depends_on(recomm_query_cache_subnet_group)

        bizcard_recomm_lambda_fn = _lambda.Function(
            self,
            "BizcardRecommender",
            runtime=_lambda.Runtime.PYTHON_3_7,
            function_name="BizcardRecommender",
            handler="neptune_recommend_bizcard.lambda_handler",
            description="This service serves PYMK(People You May Know).",
            code=_lambda.Code.asset("./src/main/python/RecommendBizcard"),
            environment={
                'REGION_NAME': core.Aws.REGION,
                'NEPTUNE_ENDPOINT': bizcard_graph_db.attr_read_endpoint,
                'NEPTUNE_PORT': bizcard_graph_db.attr_port,
                'ELASTICACHE_HOST':
                recomm_query_cache.attr_redis_endpoint_address
            },
            timeout=core.Duration.minutes(1),
            layers=[gremlinpython_lib_layer, redis_lib_layer],
            security_groups=[
                sg_use_bizcard_graph_db, sg_use_bizcard_neptune_cache
            ],
            vpc=vpc)

        #XXX: create API Gateway + LambdaProxy
        recomm_api = apigw.LambdaRestApi(
            self,
            "BizcardRecommendAPI",
            handler=bizcard_recomm_lambda_fn,
            proxy=False,
            rest_api_name="BizcardRecommend",
            description="This service serves PYMK(People You May Know).",
            endpoint_types=[apigw.EndpointType.REGIONAL],
            deploy=True,
            deploy_options=apigw.StageOptions(stage_name="v1"))

        bizcard_recomm = recomm_api.root.add_resource('pymk')
        bizcard_recomm.add_method(
            "GET",
            method_responses=[
                apigw.MethodResponse(
                    status_code="200",
                    response_models={'application/json': apigw.EmptyModel()}),
                apigw.MethodResponse(status_code="400"),
                apigw.MethodResponse(status_code="500")
            ])

        sagemaker_notebook_role_policy_doc = aws_iam.PolicyDocument()
        sagemaker_notebook_role_policy_doc.add_statements(
            aws_iam.PolicyStatement(
                **{
                    "effect":
                    aws_iam.Effect.ALLOW,
                    "resources": [
                        "arn:aws:s3:::aws-neptune-notebook",
                        "arn:aws:s3:::aws-neptune-notebook/*"
                    ],
                    "actions": ["s3:GetObject", "s3:ListBucket"]
                }))

        sagemaker_notebook_role_policy_doc.add_statements(
            aws_iam.PolicyStatement(
                **{
                    "effect":
                    aws_iam.Effect.ALLOW,
                    "resources": [
                        "arn:aws:neptune-db:{region}:{account}:{cluster_id}/*".
                        format(region=core.Aws.REGION,
                               account=core.Aws.ACCOUNT_ID,
                               cluster_id=bizcard_graph_db.
                               attr_cluster_resource_id)
                    ],
                    "actions": ["neptune-db:connect"]
                }))

        sagemaker_notebook_role = aws_iam.Role(
            self,
            'SageMakerNotebookForNeptuneWorkbenchRole',
            role_name='AWSNeptuneNotebookRole-OctemberBizcard',
            assumed_by=aws_iam.ServicePrincipal('sagemaker.amazonaws.com'),
            #XXX: use inline_policies to work around https://github.com/aws/aws-cdk/issues/5221
            inline_policies={
                'AWSNeptuneNotebook': sagemaker_notebook_role_policy_doc
            })

        neptune_wb_lifecycle_content = '''#!/bin/bash
sudo -u ec2-user -i <<'EOF'
echo "export GRAPH_NOTEBOOK_AUTH_MODE=DEFAULT" >> ~/.bashrc
echo "export GRAPH_NOTEBOOK_HOST={NeptuneClusterEndpoint}" >> ~/.bashrc
echo "export GRAPH_NOTEBOOK_PORT={NeptuneClusterPort}" >> ~/.bashrc
echo "export NEPTUNE_LOAD_FROM_S3_ROLE_ARN=''" >> ~/.bashrc
echo "export AWS_REGION={AWS_Region}" >> ~/.bashrc
aws s3 cp s3://aws-neptune-notebook/graph_notebook.tar.gz /tmp/graph_notebook.tar.gz
rm -rf /tmp/graph_notebook
tar -zxvf /tmp/graph_notebook.tar.gz -C /tmp
/tmp/graph_notebook/install.sh
EOF
'''.format(NeptuneClusterEndpoint=bizcard_graph_db.attr_endpoint,
           NeptuneClusterPort=bizcard_graph_db.attr_port,
           AWS_Region=core.Aws.REGION)

        neptune_wb_lifecycle_config_prop = aws_sagemaker.CfnNotebookInstanceLifecycleConfig.NotebookInstanceLifecycleHookProperty(
            content=core.Fn.base64(neptune_wb_lifecycle_content))

        neptune_wb_lifecycle_config = aws_sagemaker.CfnNotebookInstanceLifecycleConfig(
            self,
            'NpetuneWorkbenchLifeCycleConfig',
            notebook_instance_lifecycle_config_name=
            'AWSNeptuneWorkbenchOctemberBizcardLCConfig',
            on_start=[neptune_wb_lifecycle_config_prop])

        neptune_workbench = aws_sagemaker.CfnNotebookInstance(
            self,
            'NeptuneWorkbench',
            instance_type='ml.t2.medium',
            role_arn=sagemaker_notebook_role.role_arn,
            lifecycle_config_name=neptune_wb_lifecycle_config.
            notebook_instance_lifecycle_config_name,
            notebook_instance_name='OctemberBizcard-NeptuneWorkbench',
            root_access='Disabled',
            security_group_ids=[sg_use_bizcard_graph_db.security_group_name],
            subnet_id=bizcard_graph_db_subnet_group.subnet_ids[0])