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CDK Constructs for AWS Lambda to AWS Sagemaker integration.

Project description

aws-lambda-sagemaker module

---

Stability: Experimental

All classes are under active development and subject to non-backward compatible changes or removal in any future version. These are not subject to the Semantic Versioning model. This means that while you may use them, you may need to update your source code when upgrading to a newer version of this package.


Reference Documentation: https://docs.aws.amazon.com/solutions/latest/constructs/
Language Package
Python Logo Python aws_solutions_constructs.aws_lambda_sagemaker
Typescript Logo Typescript @aws-solutions-constructs/aws-lambda-sagemaker
Java Logo Java software.amazon.awsconstructs.services.lambdasagemaker

This AWS Solutions Construct implements the AWS Lambda function and Amazon Sagemaker Notebook with the least privileged permissions.

Here is a minimal deployable pattern definition in Typescript:

# Example automatically generated without compilation. See https://github.com/aws/jsii/issues/826
from aws_solutions_constructs.aws_lambda_sagemaker import LambdaToSagemakerProps, LambdaToSagemaker
from aws_cdk.core import Aws

lambda_to_sagemaker_props = LambdaToSagemakerProps(
    lambda_function_props=FunctionProps(
        code=lambda_.Code.from_asset(f"{__dirname}/lambda"),
        runtime=lambda_.Runtime.NODEJS_12_X,
        handler="index.handler"
    )
)

construct = LambdaToSagemaker(stack, "test-lambda-sagemaker-stack", lambda_to_sagemaker_props)

Initializer

new LambdaToSagemaker(scope: Construct, id: string, props: LambdaToSagemakerProps);

Parameters

Pattern Construct Props

Name Type Description
existingLambdaObj? lambda.Function Existing instance of Lambda Function object, if this is set then the lambdaFunctionProps is ignored.
lambdaFunctionProps? lambda.FunctionProps User provided props to override the default props for the Lambda function.
sagemakerNotebookProps? sagemaker.CfnNotebookInstanceProps Optional user provided props to override the default props for a Sagemaker Notebook.
deployInsideVpc? boolean Optional user provided props to deploy inside vpc. Defaults to true.
existingNotebookObj? sagemaker.CfnNotebookInstanceProps Existing instance of notebook object. If this is set then the sagemakerNotebookProps is ignored

Pattern Properties

Name Type Description
lambdaFunction lambda.Function Returns an instance of lambda.Function created by the construct
sagemakerNotebook sagemaker.CfnNotebookInstanceProps Returns an instance of sagemaker.CfnNotebookInstanceProps created by the construct
sagemakerRole iam.Role Returns the iam.Role created by the construct
vpc? ec2.Vpc Returns the ec2.Vpc created by the construct
securityGroup? ec2.SecurityGroup Returns the ec2.SecurityGroup created by the construct

Default settings

Out of the box implementation of the Construct without any override will set the following defaults:

AWS Lambda Function

  • Configure limited privilege access IAM role for Lambda function
  • Enable reusing connections with Keep-Alive for NodeJs Lambda function

Amazon SageMaker

  • Configure least privilege access IAM role for the SageMaker Notebook Intance
  • Deploy SageMaker NotebookInstance inside the VPC
  • Enable server-side encryption for the SageMaker NotebookInstance using Customer Managed KMS Key

Architecture

Architecture Diagram


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