sagemaker_template.yml

AWSTemplateFormatVersion: "2010-09-09"
Description: SageMaker Workshop - CloudFormation Template

Mappings:
  AWSRegionToAMI:
    us-east-1: {AMI: ami-0080e4c5bc078760e}
    us-east-2: {AMI: ami-0cd3dfa4e37921605}
    us-west-2: {AMI: ami-01e24be29428c15b2}
    eu-west-1: {AMI: ami-08935252a36e25f85}
Parameters:
  VPCCIDR:
    Description: "VPC IP Range (Example: 192.168.0.0/24)"
    Type: String
    Default: "192.168.0.0/24"
  PublicSubnetCIDR:
    Description: "Public subnet IP Range (Example: 192.168.0.0/28)"
    Type: String
    Default: "192.168.0.0/28"
Resources:
  VPC:
    Type: AWS::EC2::VPC
    Properties:
      CidrBlock: !Ref VPCCIDR
      EnableDnsSupport: true
      EnableDnsHostnames: true
      Tags:
        - Key: Name
          Value: 'SageMaker Workshop VPC'
  InternetGateway:
    Type: AWS::EC2::InternetGateway
    Properties:
      Tags:
        - Key: Name
          Value: 'SageMaker Workshop IGW'
  InternetGatewayAttachment:
    Type: AWS::EC2::VPCGatewayAttachment
    Properties:
      InternetGatewayId: !Ref InternetGateway
      VpcId: !Ref VPC

  PublicSubnet1:
    Type: AWS::EC2::Subnet
    Properties:
      VpcId: !Ref VPC
      AvailabilityZone:
        Fn::Select:
          - 0
          - Fn::GetAZs: ""
      CidrBlock: !Ref PublicSubnetCIDR
      MapPublicIpOnLaunch: true
      Tags:
        - Key: Name
          Value: 'SageMaker Workshop Public Subnet'
  PublicRouteTable:
    Type: AWS::EC2::RouteTable
    Properties:
      VpcId: !Ref VPC
      Tags:
        - Key: Name
          Value: 'SageMaker Workshop Route Table'

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

  PublicSubnet1RouteTableAssociation:
    Type: AWS::EC2::SubnetRouteTableAssociation
    Properties:
      RouteTableId: !Ref PublicRouteTable
      SubnetId: !Ref PublicSubnet1

  EC2S3Role:
    Type: AWS::IAM::Role
    Properties:
      AssumeRolePolicyDocument:
        Version: "2012-10-17"
        Statement:
          -
            Effect: "Allow"
            Principal:
              Service:
                - "ec2.amazonaws.com"
            Action:
              - "sts:AssumeRole"
      ManagedPolicyArns:
        - arn:aws:iam::aws:policy/AmazonS3FullAccess
      RoleName: 'EC2FullAccessToS3'

  EC2RoleProfile:
    Type: AWS::IAM::InstanceProfile
    Properties:
      Roles:
        - !Ref EC2S3Role
      InstanceProfileName: 'EC2FullAccessToS3'

  EC2ForOpenCVLambdaLayer:
    Type: AWS::EC2::Instance
    DependsOn:
      - EC2RoleProfile
      - MammographyBucket
    Properties:
      InstanceType: t2.micro
      IamInstanceProfile: !Ref EC2RoleProfile
      InstanceInitiatedShutdownBehavior: terminate
      UserData:
        Fn::Base64:
          !Sub |
          #!/bin/bash

          cd /home/ec2-user

          yum -y update
          yum install -y gcc openssl-devel bzip2-devel libffi-devel
          wget https://www.python.org/ftp/python/3.7.4/Python-3.7.4.tgz
          tar xzf Python-3.7.4.tgz

          cd Python-3.7.4
          ./configure --enable-optimizations
          make altinstall

          sudo sed -i 's+Defaults    secure_path = /sbin:/bin:/usr/sbin:/usr/bin+Defaults    secure_path = /sbin:/bin:/usr/sbin:/usr/bin:/usr/local/bin+g' /etc/sudoers

          export PATH="/usr/local/bin:$PATH"

          python3.7 -m pip install boto3 opencv-python numpy --target ./opencv-python37-layer

          chmod -R 777 opencv-python37-layer/

          cd opencv-python37-layer/

          rm -r *.dist-info __pycache__

          zip -r opencv-python37-layer.zip .

          chmod 777 opencv-python37-layer.zip

          aws s3 cp opencv-python37-layer.zip s3://${MammographyBucket}/opencv-layer/opencv-python37-layer.zip

          sudo init 0

      AvailabilityZone:
        Fn::Select:
          - 0
          - Fn::GetAZs: ""
      ImageId:
        Fn::FindInMap:
          - AWSRegionToAMI
          - {Ref: 'AWS::Region'}
          - AMI
      SubnetId: !Ref PublicSubnet1
      Tags:
        - Key: Name
          Value: 'OpenCVLambdaLayerGenerator'

  NotebookRole:
    Type: "AWS::IAM::Role"
    Properties:
      AssumeRolePolicyDocument:
        Version: "2012-10-17"
        Statement:
          - Effect: "Allow"
            Principal:
              Service:
                - "sagemaker.amazonaws.com"
            Action:
              - "sts:AssumeRole"
      Path: "/"
      Policies:
        - PolicyName: "root"
          PolicyDocument:
            Version: "2012-10-17"
            Statement:
              - Effect: "Allow"
                Action: "*"
                Resource: "*"

  NotebookInstance:
    Type: "AWS::SageMaker::NotebookInstance"
    Properties:
      InstanceType: "ml.t2.large"
      RoleArn: !GetAtt NotebookRole.Arn
      
  MammographyBucket:
    Type: "AWS::S3::Bucket"
    Properties:
      BucketName: !Sub "mammography-workshop-files-${AWS::Region}-${AWS::AccountId}"


Outputs:
  Instance:
    Description: SageMaker Notebook Instance.
    Value: !Ref NotebookInstance
  Role:
    Description: SageMaker Notebook Instance Role.
    Value: !GetAtt NotebookRole.Arn
  MammographyBucket:
    Description: Bucket for storing the files needed and produced by this workshop.
    Value: !Ref MammographyBucket