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Description:

awssolutionsconstructs.awslambdasagemaker 1.72.0

aws-lambda-sagemaker module
---

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This means that while you may use them, you may need to update your source code when upgrading to a newer version of this package.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
aws_solutions_constructs.aws_lambda_sagemaker

Typescript
@aws-solutions-constructs/aws-lambda-sagemaker

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

scope Construct
id string
props LambdaToSagemakerProps

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

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