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sagemaker-in-vpc.yaml
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sagemaker-in-vpc.yaml
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---
AWSTemplateFormatVersion: '2010-09-09'
Description: >
This CloudFormation stack creates and configures a virtual private cloud (VPC) environment tailored for Amazon SageMaker.
It defines a VPC with public and private subnets, along with essential network components like an Internet Gateway, NAT Gateway, and route tables.
Security groups are established to control traffic for SageMaker instances and VPC endpoints. The stack also provisions multiple VPC endpoints for services such as S3, SageMaker API, and CloudWatch, ensuring secure and private access.
Finally, it sets up a SageMaker Studio Domain and User Profile, assigning necessary roles and permissions to facilitate SageMaker operations.
Mappings:
VpcConfigurations:
cidr:
Vpc: 10.0.0.0/16
PublicSubnet1: 10.0.10.0/24
PrivateSubnet1: 10.0.20.0/24
Parameters:
SageMakerDomainName:
Type: String
Description: Name of the Studio Domain to Create
Default: SageMaker-GenAI-Domain
Resources:
StudioBucket:
Type: AWS::S3::Bucket
Properties:
BucketName: !Sub "sagemaker-${AWS::Region}-${AWS::AccountId}"
CorsConfiguration:
CorsRules:
- AllowedHeaders: ["*"]
AllowedMethods:
- POST
- PUT
- GET
- HEAD
- DELETE
AllowedOrigins: ["https://*.sagemaker.aws"]
ExposedHeaders:
- ETag
- x-amz-delete-marker
- x-amz-id-2
- x-amz-request-id
- x-amz-server-side-encryption
- x-amz-version-id
VPC:
Type: 'AWS::EC2::VPC'
Properties:
CidrBlock: !FindInMap
- VpcConfigurations
- cidr
- Vpc
EnableDnsSupport: true
EnableDnsHostnames: true
Tags:
- Key: "for-use-with-amazon-emr-managed-policies"
Value: "true"
- Key: Name
Value: !Sub '${AWS::StackName}-VPC'
InternetGateway:
Type: 'AWS::EC2::InternetGateway'
Properties:
Tags:
- Key: Name
Value: !Sub '${AWS::StackName}-IGW'
InternetGatewayAttachment:
Type: 'AWS::EC2::VPCGatewayAttachment'
Properties:
InternetGatewayId: !Ref InternetGateway
VpcId: !Ref VPC
PublicSubnet1:
Type: 'AWS::EC2::Subnet'
Properties:
VpcId: !Ref VPC
AvailabilityZone: !Select
- 0
- !GetAZs ''
CidrBlock: !FindInMap
- VpcConfigurations
- cidr
- PublicSubnet1
MapPublicIpOnLaunch: true
Tags:
- Key: Name
Value: !Sub '${AWS::StackName} Public Subnet (AZ1)'
PrivateSubnet1:
Type: 'AWS::EC2::Subnet'
Properties:
VpcId: !Ref VPC
AvailabilityZone: !Select
- 0
- !GetAZs ''
CidrBlock: !FindInMap
- VpcConfigurations
- cidr
- PrivateSubnet1
MapPublicIpOnLaunch: false
Tags:
- Key: "for-use-with-amazon-emr-managed-policies"
Value: "true"
- Key: Name
Value: !Sub '${AWS::StackName} Private Subnet (AZ1)'
NatGateway1EIP:
Type: 'AWS::EC2::EIP'
DependsOn: InternetGatewayAttachment
Properties:
Domain: vpc
NatGateway1:
Type: 'AWS::EC2::NatGateway'
Properties:
AllocationId: !GetAtt
- NatGateway1EIP
- AllocationId
SubnetId: !Ref PublicSubnet1
PublicRouteTable:
Type: 'AWS::EC2::RouteTable'
Properties:
VpcId: !Ref VPC
Tags:
- Key: Name
Value: !Sub '${AWS::StackName} Public Routes'
DefaultPublicRoute:
Type: 'AWS::EC2::Route'
DependsOn: InternetGatewayAttachment
Properties:
RouteTableId: !Ref PublicRouteTable
DestinationCidrBlock: 0.0.0.0/0
GatewayId: !Ref InternetGateway
PublicSubnet1RouteTableAssociation:
Type: 'AWS::EC2::SubnetRouteTableAssociation'
Properties:
RouteTableId: !Ref PublicRouteTable
SubnetId: !Ref PublicSubnet1
PrivateRouteTable1:
Type: 'AWS::EC2::RouteTable'
Properties:
VpcId: !Ref VPC
Tags:
- Key: Name
Value: !Sub '${AWS::StackName} Private Routes (AZ1)'
PrivateSubnet1RouteTableAssociation:
Type: 'AWS::EC2::SubnetRouteTableAssociation'
Properties:
RouteTableId: !Ref PrivateRouteTable1
SubnetId: !Ref PrivateSubnet1
PrivateSubnet1InternetRoute:
Type: 'AWS::EC2::Route'
Properties:
RouteTableId: !Ref PrivateRouteTable1
DestinationCidrBlock: 0.0.0.0/0
NatGatewayId: !Ref NatGateway1
S3Endpoint:
Type: 'AWS::EC2::VPCEndpoint'
Properties:
ServiceName: !Sub 'com.amazonaws.${AWS::Region}.s3'
VpcEndpointType: Gateway
PolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Principal: '*'
Action:
- '*'
Resource:
- '*'
VpcId: !Ref VPC
RouteTableIds:
- !Ref PrivateRouteTable1
SageMakerInstanceSecurityGroup:
Type: 'AWS::EC2::SecurityGroup'
Properties:
Tags:
- Key: "for-use-with-amazon-amazon-sagemaker"
Value: "true"
GroupName: SMSG
GroupDescription: Security group with no ingress rule
SecurityGroupEgress:
- IpProtocol: -1
FromPort: -1
ToPort: -1
CidrIp: 0.0.0.0/0
VpcId: !Ref VPC
SageMakerInstanceSecurityGroupIngress:
Type: AWS::EC2::SecurityGroupIngress
Properties:
IpProtocol: '-1'
GroupId: !Ref SageMakerInstanceSecurityGroup
SourceSecurityGroupId: !Ref SageMakerInstanceSecurityGroup
VPCEndpointSecurityGroup:
Type: AWS::EC2::SecurityGroup
Properties:
GroupDescription: Allow TLS for VPC Endpoint
SecurityGroupEgress:
- IpProtocol: -1
FromPort: -1
ToPort: -1
CidrIp: 0.0.0.0/0
VpcId: !Ref VPC
Tags:
- Key: Name
Value: !Sub ${AWS::StackName}-endpoint-security-group
EndpointSecurityGroupIngress:
Type: AWS::EC2::SecurityGroupIngress
Properties:
IpProtocol: '-1'
GroupId: !Ref VPCEndpointSecurityGroup
SourceSecurityGroupId: !Ref SageMakerInstanceSecurityGroup
SageMakerExecutionRole:
Type: 'AWS::IAM::Role'
Properties:
RoleName: !Sub "${AWS::StackName}-SageMakerAdminExecutionRole"
AssumeRolePolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Principal:
Service:
- sagemaker.amazonaws.com
Action:
- 'sts:AssumeRole'
Path: /
ManagedPolicyArns:
- !Sub "arn:aws:iam::aws:policy/AmazonSageMakerFullAccess"
- !Sub "arn:aws:iam::aws:policy/AmazonS3FullAccess"
- !Sub "arn:aws:iam::aws:policy/AmazonSageMakerPipelinesIntegrations"
# Canvas-specific policies below
- !Sub "arn:${AWS::Partition}:iam::aws:policy/AmazonSageMakerCanvasFullAccess"
- !Sub "arn:${AWS::Partition}:iam::aws:policy/AmazonSageMakerCanvasDataPrepFullAccess"
- !Sub "arn:${AWS::Partition}:iam::aws:policy/service-role/AmazonSageMakerCanvasDirectDeployAccess"
- !Sub "arn:${AWS::Partition}:iam::aws:policy/AmazonSageMakerCanvasAIServicesAccess"
- !Sub "arn:${AWS::Partition}:iam::aws:policy/service-role/AmazonSageMakerCanvasForecastAccess"
VPCEndpointSagemakerAPI:
Type: AWS::EC2::VPCEndpoint
Properties:
PolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Principal: '*'
Action: '*'
Resource: '*'
VpcEndpointType: Interface
PrivateDnsEnabled: true
SubnetIds:
- !Ref PrivateSubnet1
SecurityGroupIds:
- !Ref VPCEndpointSecurityGroup
ServiceName: !Sub 'com.amazonaws.${AWS::Region}.sagemaker.api'
VpcId: !Ref VPC
VPCEndpointSageMakerRuntime:
Type: AWS::EC2::VPCEndpoint
Properties:
PolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Principal: '*'
Action: '*'
Resource: '*'
VpcEndpointType: Interface
PrivateDnsEnabled: true
SubnetIds:
- !Ref PrivateSubnet1
SecurityGroupIds:
- !Ref VPCEndpointSecurityGroup
ServiceName: !Sub 'com.amazonaws.${AWS::Region}.sagemaker.runtime'
VpcId: !Ref VPC
VPCEndpointSTS:
Type: 'AWS::EC2::VPCEndpoint'
Properties:
PolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Principal: '*'
Action: '*'
Resource: '*'
VpcEndpointType: Interface
PrivateDnsEnabled: true
SubnetIds:
- !Ref PrivateSubnet1
SecurityGroupIds:
- !Ref VPCEndpointSecurityGroup
ServiceName: !Sub 'com.amazonaws.${AWS::Region}.sts'
VpcId: !Ref VPC
VPCEndpointCW:
Type: 'AWS::EC2::VPCEndpoint'
Properties:
PolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Principal: '*'
Action: '*'
Resource: '*'
VpcEndpointType: Interface
PrivateDnsEnabled: true
SubnetIds:
- !Ref PrivateSubnet1
SecurityGroupIds:
- !Ref VPCEndpointSecurityGroup
ServiceName: !Sub 'com.amazonaws.${AWS::Region}.monitoring'
VpcId: !Ref VPC
VPCEndpointCWL:
Type: 'AWS::EC2::VPCEndpoint'
Properties:
PolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Principal: '*'
Action: '*'
Resource: '*'
VpcEndpointType: Interface
PrivateDnsEnabled: true
SubnetIds:
- !Ref PrivateSubnet1
SecurityGroupIds:
- !Ref VPCEndpointSecurityGroup
ServiceName: !Sub 'com.amazonaws.${AWS::Region}.logs'
VpcId: !Ref VPC
VPCEndpointECR:
Type: 'AWS::EC2::VPCEndpoint'
Properties:
PolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Principal: '*'
Action: '*'
Resource: '*'
VpcEndpointType: Interface
PrivateDnsEnabled: true
SubnetIds:
- !Ref PrivateSubnet1
SecurityGroupIds:
- !Ref VPCEndpointSecurityGroup
ServiceName: !Sub 'com.amazonaws.${AWS::Region}.ecr.dkr'
VpcId: !Ref VPC
VPCEndpointECRAPI:
Type: 'AWS::EC2::VPCEndpoint'
Properties:
PolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Principal: '*'
Action: '*'
Resource: '*'
VpcEndpointType: Interface
PrivateDnsEnabled: true
SubnetIds:
- !Ref PrivateSubnet1
SecurityGroupIds:
- !Ref VPCEndpointSecurityGroup
ServiceName: !Sub 'com.amazonaws.${AWS::Region}.ecr.api'
VpcId: !Ref VPC
StudioDomain:
Type: AWS::SageMaker::Domain
Properties:
DomainName: !Ref SageMakerDomainName
AppNetworkAccessType: VpcOnly
AuthMode: IAM
VpcId: !Ref VPC
SubnetIds:
- !Ref PrivateSubnet1
DefaultUserSettings:
ExecutionRole: !GetAtt SageMakerExecutionRole.Arn
SecurityGroups:
- !Ref SageMakerInstanceSecurityGroup
StudioUserProfile:
Type: AWS::SageMaker::UserProfile
Properties:
DomainId: !Ref StudioDomain
UserProfileName: genai-user
UserSettings:
ExecutionRole: !GetAtt SageMakerExecutionRole.Arn
# Stack Outputs
###########################################################################
Outputs:
SageMakerCloudformationVPCId:
Description: The ID of the Sagemaker Studio VPC
Value: !Ref VPC
Export:
Name: "SageMakerCloudformationVPCId"
SageMakerEMRDemoCloudformationSubnetId:
Description: The Subnet Id of Sagemaker Studio
Value: !Ref PrivateSubnet1
Export:
Name: "SageMakerCloudformationSubnetId"
SageMakerEMRDemoCloudformationSecurityGroup:
Description: The Security group of Sagemaker Studio instance
Value: !Ref SageMakerInstanceSecurityGroup
Export:
Name: "SageMakerCloudformationSecurityGroup"
SageMakerDomain:
Description: "SageMaker Domain Id"
Value: !Ref StudioDomain
Export:
Name: SageMakerDomainId
SageMakerDomainUrl:
Value: !Join
- ''
- - 'https://console.aws.amazon.com/sagemaker/home?region='
- !Ref 'AWS::Region'
- '#/studio/'
- !Ref StudioDomain
Description: URL to access the SageMaker Domain