Setting Up Visual Studio Code on Amazon SageMaker Notebook Instances with CloudFormation

A guide to setting up Visual Studio Code on SageMaker Notebooks with CloudFormation
AWS
Author

Yang Wu

Published

April 15, 2023

Amazon SageMaker is AWS’s fully managed machine learning service. In a typical ML workflow on AWS, ML engineers and data scientists use SageMaker Notebook Instances to write code for data processing, model training, and deployment.

Visual Studio Code is a widely popular source code editor known for its powerful developer tools and extensive extensions.

This post covers two methods for setting up VS Code on SageMaker Notebook Instances. The first method involves manually creating a notebook instance and using SageMaker lifecycle configuration scripts to automate the installation and setup of code-server with Jupyter. The second method uses a CloudFormation template to fully automate the setup process.

Manual Setup

Lifecycle Configuration Scripts

We’ll use two Lifecycle Configuration scripts to install and set up code-server.

  1. Create Notebook: The install-codeserver.sh script installs code-server. This script runs only during the initial setup when creating a new notebook instance. It does not run on existing notebook instances.

  2. Start Notebook: The setup-codeserver.sh script configures code-server on SageMaker. It runs each time the associated notebook instance starts, including during its initial creation. If the instance is already running, the script will execute the next time the notebook is stopped and restarted.

These scripts were created by AWS Solutions Architects, and the GitHub repository can be found here.

Associating the Lifecycle Configuration Script with a Notebook Instance

To associate the Lifecycle Configuration script with a notebook instance, update the settings during instance creation:

Once the notebook instance launches, we should see the option to open code-server in the browser:

When opened, VS Code will appear in a new tab:

CloudFormation Setup

The CloudFormation setup provides an automated way to deploy a SageMaker notebook instance within a properly configured VPC.

AWSTemplateFormatVersion: '2010-09-09'
Description: CloudFormation template to create a VPC with a single public
  subnet, and SageMaker notebook instance with a GitHub repository cloned into
  it.

Parameters:
  VpcCIDR:
    Description: Please enter the IP range (CIDR notation) for this VPC
    Type: String
    Default: 10.0.0.0/16
  PublicSubnetCIDR:
    Description: Please enter the IP range (CIDR notation) for the public subnet
    Type: String
    Default: 10.0.0.0/24
  SageMakerInstanceType:
    Description: The instance type of SageMaker notebook to be provisioned.
    Type: String
    Default: ml.t3.medium
    AllowedValues:
      - ml.t3.medium
      - ml.t3.large
      - ml.t3.xlarge
      - ml.t3.2xlarge
  VolumeSizeInGB:
    Description: The size of the EBS volume, in gigabytes, that is attached to the
      notebook instance.
    Type: Number
    Default: 30
    MinValue: 5
    MaxValue: 16384
  DefaultCodeRepository:
    Description: The URL or name of the Git repository to associate with the
      notebook instance as its default code repository.
    Type: String
    Default: ''
  S3BucketName:
    Description: The name of the S3 bucket to grant full access.
    Type: String

Conditions:
  SpecifiedGitHubRepo: !Not
    - !Equals
      - !Ref DefaultCodeRepository
      - ''

Resources:
  VPC:
    Type: AWS::EC2::VPC
    Properties:
      CidrBlock: !Ref VpcCIDR
      EnableDnsSupport: true
      EnableDnsHostnames: true
      Tags:
        - Key: Name
          Value: !Sub ${AWS::StackName}-vpc

  PublicSubnet:
    Type: AWS::EC2::Subnet
    Properties:
      VpcId: !Ref VPC
      CidrBlock: !Ref PublicSubnetCIDR
      MapPublicIpOnLaunch: true
      Tags:
        - Key: Name
          Value: !Sub ${AWS::StackName}-public-subnet

  InternetGateway:
    Type: AWS::EC2::InternetGateway
    Properties:
      Tags:
        - Key: Name
          Value: !Sub ${AWS::StackName}-igw

  AttachGateway:
    Type: AWS::EC2::VPCGatewayAttachment
    Properties:
      VpcId: !Ref VPC
      InternetGatewayId: !Ref InternetGateway

  PublicRouteTable:
    Type: AWS::EC2::RouteTable
    Properties:
      VpcId: !Ref VPC
      Tags:
        - Key: Name
          Value: !Sub ${AWS::StackName}-public-routetable

  PublicRoute:
    Type: AWS::EC2::Route
    Properties:
      RouteTableId: !Ref PublicRouteTable
      DestinationCidrBlock: 0.0.0.0/0
      GatewayId: !Ref InternetGateway

  PublicSubnetRouteTableAssociation:
    Type: AWS::EC2::SubnetRouteTableAssociation
    Properties:
      SubnetId: !Ref PublicSubnet
      RouteTableId: !Ref PublicRouteTable

  NotebookExecutionRole:
    Type: AWS::IAM::Role
    Properties:
      RoleName: !Sub ${AWS::StackName}-sagemaker-execution-role
      AssumeRolePolicyDocument:
        Version: '2012-10-17'
        Statement:
          - Effect: Allow
            Principal:
              Service:
                - sagemaker.amazonaws.com
            Action:
              - sts:AssumeRole
      Policies:
        - PolicyName: S3BucketAccessPolicy
          PolicyDocument:
            Version: '2012-10-17'
            Statement:
              - Effect: Allow
                Action: s3:*
                Resource:
                  - !Sub arn:aws:s3:::${S3BucketName}
                  - !Sub arn:aws:s3:::${S3BucketName}/*
      ManagedPolicyArns:
        - arn:aws:iam::aws:policy/AmazonSageMakerFullAccess
        - arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryFullAccess

  NotebookLifecycleConfig:
    Type: AWS::SageMaker::NotebookInstanceLifecycleConfig
    Properties:
      NotebookInstanceLifecycleConfigName: !Sub ${AWS::StackName}-lifecycle-config
      OnCreate:
        - Content: 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
      OnStart:
        - Content: 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

  NotebookSecurityGroup:
    Type: AWS::EC2::SecurityGroup
    Properties:
      GroupDescription: Security group for SageMaker Notebook instance allowing
        all outbound traffic and no inbound traffic
      VpcId: !Ref VPC

  NotebookInstance:
    Type: AWS::SageMaker::NotebookInstance
    Properties:
      NotebookInstanceName: !Sub ${AWS::StackName}-notebook
      InstanceType: !Ref SageMakerInstanceType
      RoleArn: !GetAtt NotebookExecutionRole.Arn
      SubnetId: !Ref PublicSubnet
      LifecycleConfigName: !GetAtt NotebookLifecycleConfig.NotebookInstanceLifecycleConfigName
      DirectInternetAccess: Enabled
      VolumeSizeInGB: !Ref VolumeSizeInGB
      DefaultCodeRepository: !If
        - SpecifiedGitHubRepo
        - !Ref DefaultCodeRepository
        - !Ref AWS::NoValue
      SecurityGroupIds:
        - !Ref NotebookSecurityGroup

CloudFormation Template Breakdown

The provided template creates a VPC with a single public subnet, along with a SageMaker notebook instance that can optionally clone a GitHub repository into its environment.

Component Description
VPC and Subnet Configuration - A public subnet is created within the VPC, with an attached Internet Gateway to allow outbound internet access.
- A route table and associated routes are configured to ensure that the subnet has the necessary internet connectivity.
SageMaker Notebook Instance - A SageMaker notebook instance is created with a specified instance type, volume size, and an optional, pre-existing code repository.
- The notebook instance is placed in the public subnet, ensuring it has internet access for downloading dependencies, interacting with S3, and other tasks.
- Lifecycle configuration scripts are set up to install and configure VS Code (using code-server) within the notebook instance, providing an integrated development environment. The shell scripts must be base64-encoded strings, which can be encoded using Python or tools like base64encode.org.
- The execution role is configured with permissions for SageMaker, ECR, and a specific S3 bucket.
Security Group Configuration - A security group is created specifically for the SageMaker notebook instance. This security group allows all outbound traffic, ensuring that the notebook can interact with necessary external services (e.g., GitHub, S3).
- Inbound traffic is restricted by default.

Once the CloudFormation stack is deployed, the VPC, subnet, and SageMaker notebook instance are created according to the specifications in the template. The lifecycle configuration script will automatically run when the notebook instance starts, installing and configuring VS Code. The notebook instance will be ready for use with our specified GitHub repository and connected S3 bucket.