def __init__(self, scope: core.Construct, construct_id: str,
**kwargs) -> None:
super().__init__(scope, construct_id, **kwargs)
# inferenceFunction = Function(self, "MLOpsClassificationInferenceFunction",
# code=Code.asset(
# os.path.join(os.getcwd(), "./lambda/inference")),
# handler="index.handler",
# runtime=Runtime.PYTHON_3_8
# )
inferenceFunction = DockerImageFunction(
self,
"MLOpsClassificationInferenceFunction",
code=DockerImageCode.from_image_asset(
os.path.join(os.getcwd(), "./lambda/inference")),
memory_size=512,
timeout=core.Duration.seconds(30))
base_api = RestApi(self, "MLOpsRestApi")
classification_api = base_api.root.add_resource("classifier")
classification_api_integration = LambdaIntegration(
inferenceFunction,
proxy=True,
)
classification_api.add_method("POST", classification_api_integration)
self.add_cors_options(classification_api)
def map_base_subdomain(self, subdomain: str, api: aws_apigateway.RestApi) -> str:
"""
Maps a sub-domain of aws.job4u.io to an API gateway
:param subdomain: The sub-domain (e.g. "www")
:param api: The API gateway endpoint
:return: The base url (e.g. "https://www.aws.job4u.io")
"""
domain_name = subdomain + '.' + ZONE_NAME
url = 'https://' + domain_name
cert = aws_certificatemanager.Certificate.from_certificate_arn(self, 'DomainCertificate', ZONE_CERT)
hosted_zone = aws_route53.HostedZone.from_hosted_zone_attributes(self, 'HostedZone',
hosted_zone_id=ZONE_ID,
zone_name=ZONE_NAME)
# add the domain name to the api and the A record to our hosted zone
domain = api.add_domain_name('Domain', certificate=cert, domain_name=domain_name)
aws_route53.ARecord(
self, 'UrlShortenerDomain',
record_name=subdomain,
zone=hosted_zone,
target=aws_route53.RecordTarget.from_alias(aws_route53_targets.ApiGatewayDomain(domain)))
return url
def __init__(self, scope: core.Construct, id: str, **kwargs) -> None:
super().__init__(scope, id, **kwargs)
with open("stack/config.yml", 'r') as stream:
configs = yaml.safe_load(stream)
### S3 core
images_S3_bucket = _s3.Bucket(self, "ICS_IMAGES")
images_S3_bucket.add_cors_rule(
allowed_methods=[_s3.HttpMethods.POST],
allowed_origins=["*"] # add API gateway web resource URL
)
### SQS core
image_deadletter_queue = _sqs.Queue(self, "ICS_IMAGES_DEADLETTER_QUEUE")
image_queue = _sqs.Queue(self, "ICS_IMAGES_QUEUE",
dead_letter_queue={
"max_receive_count": configs["DeadLetterQueue"]["MaxReceiveCount"],
"queue": image_deadletter_queue
})
### api gateway core
api_gateway = RestApi(self, 'ICS_API_GATEWAY', rest_api_name='ImageContentSearchApiGateway')
api_gateway_resource = api_gateway.root.add_resource(configs["ProjectName"])
api_gateway_landing_page_resource = api_gateway_resource.add_resource('web')
api_gateway_get_signedurl_resource = api_gateway_resource.add_resource('signedUrl')
api_gateway_image_search_resource = api_gateway_resource.add_resource('search')
### landing page function
get_landing_page_function = Function(self, "ICS_GET_LANDING_PAGE",
function_name="ICS_GET_LANDING_PAGE",
runtime=Runtime.PYTHON_3_7,
handler="main.handler",
code=Code.asset("./src/landingPage"))
get_landing_page_integration = LambdaIntegration(
get_landing_page_function,
proxy=True,
integration_responses=[{
'statusCode': '200',
'responseParameters': {
'method.response.header.Access-Control-Allow-Origin': "'*'",
}
}])
api_gateway_landing_page_resource.add_method('GET', get_landing_page_integration,
method_responses=[{
'statusCode': '200',
'responseParameters': {
'method.response.header.Access-Control-Allow-Origin': True,
}
}])
### cognito
required_attribute = _cognito.StandardAttribute(required=True)
users_pool = _cognito.UserPool(self, "ICS_USERS_POOL",
auto_verify=_cognito.AutoVerifiedAttrs(email=True), #required for self sign-up
standard_attributes=_cognito.StandardAttributes(email=required_attribute), #required for self sign-up
self_sign_up_enabled=configs["Cognito"]["SelfSignUp"])
user_pool_app_client = _cognito.CfnUserPoolClient(self, "ICS_USERS_POOL_APP_CLIENT",
supported_identity_providers=["COGNITO"],
allowed_o_auth_flows=["implicit"],
allowed_o_auth_scopes=configs["Cognito"]["AllowedOAuthScopes"],
user_pool_id=users_pool.user_pool_id,
callback_ur_ls=[api_gateway_landing_page_resource.url],
allowed_o_auth_flows_user_pool_client=True,
explicit_auth_flows=["ALLOW_REFRESH_TOKEN_AUTH"])
user_pool_domain = _cognito.UserPoolDomain(self, "ICS_USERS_POOL_DOMAIN",
user_pool=users_pool,
cognito_domain=_cognito.CognitoDomainOptions(domain_prefix=configs["Cognito"]["DomainPrefix"]))
### get signed URL function
get_signedurl_function = Function(self, "ICS_GET_SIGNED_URL",
function_name="ICS_GET_SIGNED_URL",
environment={
"ICS_IMAGES_BUCKET": images_S3_bucket.bucket_name,
"DEFAULT_SIGNEDURL_EXPIRY_SECONDS": configs["Functions"]["DefaultSignedUrlExpirySeconds"]
},
runtime=Runtime.PYTHON_3_7,
handler="main.handler",
code=Code.asset("./src/getSignedUrl"))
get_signedurl_integration = LambdaIntegration(
get_signedurl_function,
proxy=True,
integration_responses=[{
'statusCode': '200',
'responseParameters': {
'method.response.header.Access-Control-Allow-Origin': "'*'",
}
}])
api_gateway_get_signedurl_authorizer = CfnAuthorizer(self, "ICS_API_GATEWAY_GET_SIGNED_URL_AUTHORIZER",
rest_api_id=api_gateway_get_signedurl_resource.rest_api.rest_api_id,
name="ICS_API_GATEWAY_GET_SIGNED_URL_AUTHORIZER",
type="COGNITO_USER_POOLS",
identity_source="method.request.header.Authorization",
provider_arns=[users_pool.user_pool_arn])
api_gateway_get_signedurl_resource.add_method('GET', get_signedurl_integration,
authorization_type=AuthorizationType.COGNITO,
method_responses=[{
'statusCode': '200',
'responseParameters': {
'method.response.header.Access-Control-Allow-Origin': True,
}
}]
).node.find_child('Resource').add_property_override('AuthorizerId', api_gateway_get_signedurl_authorizer.ref)
images_S3_bucket.grant_put(get_signedurl_function, objects_key_pattern="new/*")
### image massage function
image_massage_function = Function(self, "ICS_IMAGE_MASSAGE",
function_name="ICS_IMAGE_MASSAGE",
timeout=core.Duration.seconds(6),
runtime=Runtime.PYTHON_3_7,
environment={"ICS_IMAGE_MASSAGE": image_queue.queue_name},
handler="main.handler",
code=Code.asset("./src/imageMassage"))
images_S3_bucket.grant_write(image_massage_function, "processed/*")
images_S3_bucket.grant_delete(image_massage_function, "new/*")
images_S3_bucket.grant_read(image_massage_function, "new/*")
new_image_added_notification = _s3notification.LambdaDestination(image_massage_function)
images_S3_bucket.add_event_notification(_s3.EventType.OBJECT_CREATED,
new_image_added_notification,
_s3.NotificationKeyFilter(prefix="new/")
)
image_queue.grant_send_messages(image_massage_function)
### image analyzer function
image_analyzer_function = Function(self, "ICS_IMAGE_ANALYSIS",
function_name="ICS_IMAGE_ANALYSIS",
runtime=Runtime.PYTHON_3_7,
timeout=core.Duration.seconds(10),
environment={
"ICS_IMAGES_BUCKET": images_S3_bucket.bucket_name,
"DEFAULT_MAX_CALL_ATTEMPTS": configs["Functions"]["DefaultMaxApiCallAttempts"],
"REGION": core.Aws.REGION,
},
handler="main.handler",
code=Code.asset("./src/imageAnalysis"))
image_analyzer_function.add_event_source(_lambda_event_source.SqsEventSource(queue=image_queue, batch_size=10))
image_queue.grant_consume_messages(image_massage_function)
lambda_rekognition_access = _iam.PolicyStatement(
effect=_iam.Effect.ALLOW,
actions=["rekognition:DetectLabels", "rekognition:DetectModerationLabels"],
resources=["*"]
)
image_analyzer_function.add_to_role_policy(lambda_rekognition_access)
images_S3_bucket.grant_read(image_analyzer_function, "processed/*")
### API gateway finalizing
self.add_cors_options(api_gateway_get_signedurl_resource)
self.add_cors_options(api_gateway_landing_page_resource)
self.add_cors_options(api_gateway_image_search_resource)
### database
database_secret = _secrets_manager.Secret(self, "ICS_DATABASE_SECRET",
secret_name="rds-db-credentials/image-content-search-rds-secret",
generate_secret_string=_secrets_manager.SecretStringGenerator(
generate_string_key='password',
secret_string_template='{"username": "******"}',
exclude_punctuation=True,
exclude_characters='/@\" \\\'',
require_each_included_type=True
)
)
database = _rds.CfnDBCluster(self, "ICS_DATABASE",
engine=_rds.DatabaseClusterEngine.aurora_mysql(version=_rds.AuroraMysqlEngineVersion.VER_5_7_12).engine_type,
engine_mode="serverless",
database_name=configs["Database"]["Name"],
enable_http_endpoint=True,
deletion_protection=configs["Database"]["DeletionProtection"],
master_username=database_secret.secret_value_from_json("username").to_string(),
master_user_password=database_secret.secret_value_from_json("password").to_string(),
scaling_configuration=_rds.CfnDBCluster.ScalingConfigurationProperty(
auto_pause=configs["Database"]["Scaling"]["AutoPause"],
min_capacity=configs["Database"]["Scaling"]["Min"],
max_capacity=configs["Database"]["Scaling"]["Max"],
seconds_until_auto_pause=configs["Database"]["Scaling"]["SecondsToAutoPause"]
),
)
database_cluster_arn = "arn:aws:rds:{}:{}:cluster:{}".format(core.Aws.REGION, core.Aws.ACCOUNT_ID, database.ref)
secret_target = _secrets_manager.CfnSecretTargetAttachment(self,"ICS_DATABASE_SECRET_TARGET",
target_type="AWS::RDS::DBCluster",
target_id=database.ref,
secret_id=database_secret.secret_arn
)
secret_target.node.add_dependency(database)
### database function
image_data_function_role = _iam.Role(self, "ICS_IMAGE_DATA_FUNCTION_ROLE",
role_name="ICS_IMAGE_DATA_FUNCTION_ROLE",
assumed_by=_iam.ServicePrincipal("lambda.amazonaws.com"),
managed_policies=[
_iam.ManagedPolicy.from_aws_managed_policy_name("service-role/AWSLambdaVPCAccessExecutionRole"),
_iam.ManagedPolicy.from_aws_managed_policy_name("service-role/AWSLambdaBasicExecutionRole"),
_iam.ManagedPolicy.from_aws_managed_policy_name("AmazonRDSDataFullAccess")
]
)
image_data_function = Function(self, "ICS_IMAGE_DATA",
function_name="ICS_IMAGE_DATA",
runtime=Runtime.PYTHON_3_7,
timeout=core.Duration.seconds(5),
role=image_data_function_role,
environment={
"DEFAULT_MAX_CALL_ATTEMPTS": configs["Functions"]["DefaultMaxApiCallAttempts"],
"CLUSTER_ARN": database_cluster_arn,
"CREDENTIALS_ARN": database_secret.secret_arn,
"DB_NAME": database.database_name,
"REGION": core.Aws.REGION
},
handler="main.handler",
code=Code.asset("./src/imageData")
)
image_search_integration = LambdaIntegration(
image_data_function,
proxy=True,
integration_responses=[{
'statusCode': '200',
'responseParameters': {
'method.response.header.Access-Control-Allow-Origin': "'*'",
}
}])
api_gateway_image_search_authorizer = CfnAuthorizer(self, "ICS_API_GATEWAY_IMAGE_SEARCH_AUTHORIZER",
rest_api_id=api_gateway_image_search_resource.rest_api.rest_api_id,
name="ICS_API_GATEWAY_IMAGE_SEARCH_AUTHORIZER",
type="COGNITO_USER_POOLS",
identity_source="method.request.header.Authorization",
provider_arns=[users_pool.user_pool_arn])
api_gateway_image_search_resource.add_method('POST', image_search_integration,
authorization_type=AuthorizationType.COGNITO,
method_responses=[{
'statusCode': '200',
'responseParameters': {
'method.response.header.Access-Control-Allow-Origin': True,
}
}]
).node.find_child('Resource').add_property_override('AuthorizerId', api_gateway_image_search_authorizer.ref)
lambda_access_search = _iam.PolicyStatement(
effect=_iam.Effect.ALLOW,
actions=["translate:TranslateText"],
resources=["*"]
)
image_data_function.add_to_role_policy(lambda_access_search)
### custom resource
lambda_provider = Provider(self, 'ICS_IMAGE_DATA_PROVIDER',
on_event_handler=image_data_function
)
core.CustomResource(self, 'ICS_IMAGE_DATA_RESOURCE',
service_token=lambda_provider.service_token,
pascal_case_properties=False,
resource_type="Custom::SchemaCreation",
properties={
"source": "Cloudformation"
}
)
### event bridge
event_bus = _events.EventBus(self, "ICS_IMAGE_CONTENT_BUS")
event_rule = _events.Rule(self, "ICS_IMAGE_CONTENT_RULE",
rule_name="ICS_IMAGE_CONTENT_RULE",
description="The event from image analyzer to store the data",
event_bus=event_bus,
event_pattern=_events.EventPattern(resources=[image_analyzer_function.function_arn]),
)
event_rule.add_target(_event_targets.LambdaFunction(image_data_function))
event_bus.grant_put_events(image_analyzer_function)
image_analyzer_function.add_environment("EVENT_BUS", event_bus.event_bus_name)
### outputs
core.CfnOutput(self, 'CognitoHostedUILogin',
value='https://{}.auth.{}.amazoncognito.com/login?client_id={}&response_type=token&scope={}&redirect_uri={}'.format(user_pool_domain.domain_name, core.Aws.REGION, user_pool_app_client.ref, '+'.join(user_pool_app_client.allowed_o_auth_scopes), api_gateway_landing_page_resource.url),
description='The Cognito Hosted UI Login Page'
)
def __init__(self, scope: core.Construct, construct_id: str,
**kwargs) -> None:
# remove custom keys before calling super
super_kwargs = {k: v for k, v in kwargs.items() if k not in ["origin"]}
super().__init__(scope, construct_id, **super_kwargs)
# set default CORS origin to ALL_ORIGINS
cors_origin = kwargs.get("origin") or "*"
cors_environment = {"CORS_ORIGIN": cors_origin}
# reusable RESTful API CORS options object
cors_options = {
"allow_origins":
[cors_origin], # array containing an origin, or Cors.ALL_ORIGINS
"allow_methods": Cors.
ALL_METHODS, # array of methods eg. [ 'OPTIONS', 'GET', 'POST', 'PUT', 'DELETE' ]
}
# ************************************************************************
# ************************ simple lambda function ************************
# ************************************************************************
simple_function = Function(self,
"simple-function",
runtime=Runtime.PYTHON_3_8,
code=Code.from_asset("handlers/simple"),
handler="index.main",
environment={
**cors_environment, "GREETING":
"Hello World!"
})
simple_api = RestApi(
self,
"simple-api",
rest_api_name="Simple API sample",
description="Simple API sample with no dependencies",
default_cors_preflight_options=cors_options)
simple_api.root.add_method(
"GET",
LambdaIntegration(simple_function,
request_templates={
"application/json": '{ "statusCode": "200" }'
}))
# ************************************************************************
# ********************* layer definition and usage ***********************
# ************************************************************************
layer = LayerVersion(
self,
'sample-layer',
code=Code.from_asset('layers/sample-layer'),
compatible_runtimes=[Runtime.PYTHON_3_7],
license='MIT',
description='A sample layer for the layer test functions',
)
# layer test function
layer_function = Function(self,
'layer-function',
runtime=Runtime.PYTHON_3_7,
code=Code.from_asset("handlers/layer"),
handler='index.main',
environment=cors_environment,
layers=[layer])
# layer api
layer_api = RestApi(self,
'layer-api',
default_cors_preflight_options=cors_options)
layer_api.root.add_method('GET', LambdaIntegration(layer_function))