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cfn.yaml
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cfn.yaml
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AWSTemplateFormatVersion: '2010-09-09'
Description: Stack for complete deployment of Metaflow (last-updated-date 10/26/2021)
Parameters:
SagemakerInstance:
Type: String
Default: ml.t2.xlarge
AllowedValues: ['ml.t2.large','ml.t2.xlarge','ml.t2.2xlarge']
Description: 'Instance type for Sagemaker Notebook.'
VPCCidr:
Type: String
Default: 10.20.0.0/16
Description: 'CIDR for the Metaflow VPC'
Subnet1Cidr:
Type: String
Default: 10.20.0.0/24
Description: 'CIDR for Metaflow VPC Subnet 1'
Subnet2Cidr:
Type: String
Default: 10.20.1.0/24
Description: 'CIDR for Metaflow VPC Subnet 2'
MaxVCPUBatch:
Type: Number
Default: 64
MinValue: 16
MaxValue: 256
Description: 'Maximum VCPUs for Batch Compute Environment [16-256]. You can change the upper limit by editing the Cloudformation template.'
MaxVCPUBatchGPUEnv:
Type: Number
Default: 64
MinValue: 16
MaxValue: 256
Description: 'Maximum VCPUs for Batch Compute Environment [16-256] in your GPU compute environment. You can change the upper limit by editing the Cloudformation template.'
MinVCPUBatch:
Type: Number
Default: 8
MinValue: 0
MaxValue: 16
AllowedValues: [0,2,4,8,16]
Description: 'Minimum VCPUs for Batch Compute Environment [0-16] for EC2 Batch Compute Environment (ignored for Fargate)'
DesiredVCPUBatch:
Type: Number
Default: 8
MinValue: 0
MaxValue: 16
AllowedValues: [0,2,4,8,16]
Description: 'Desired Starting VCPUs for Batch Compute Environment [0-16] for EC2 Batch Compute Environment (ignored for Fargate)'
ComputeEnvInstanceTypes:
Type: CommaDelimitedList
Default: "c4.large,c4.xlarge,c4.2xlarge,c4.4xlarge,c4.8xlarge"
Description: "The instance types for the compute environment as a comma-separated list"
GPUComputeEnvInstanceTypes:
Type: CommaDelimitedList
Default: "p3.2xlarge,p3.8xlarge,p3.16xlarge"
Description: "The instance types for the p3 GPU compute environment as a comma-separated list"
CustomRole:
Type: String
Default: 'false'
AllowedValues: ['false', 'true']
Description: 'Enable custom role with restricted permissions?'
APIBasicAuth:
Type: String
Default: 'true'
AllowedValues: ['false', 'true']
Description: 'Enable basic auth for API Gateway? (requires you to export the API key from API Gateway console)'
EnableSagemaker:
Type: String
Default: 'true'
AllowedValues: ['false', 'true']
Description: 'Enable Sagemaker Notebooks'
BatchType:
Type: String
Default: 'ec2'
AllowedValues: ['ec2', 'fargate']
Description: 'AWS Batch Compute Type'
IAMPartition:
Type: String
Default: 'aws'
AllowedValues: ['aws', 'aws-us-gov']
Description: 'IAM Partition (Select aws-us-gov for AWS GovCloud, otherwise leave as is)'
AdditionalWorkerPolicyArn:
Type: String
Default: ''
Description: 'Additional IAM Policy ARN to attach to Batch Compute Environment (leave empty, unless you know what you are doing)'
EnableUI:
Type: String
Default: 'false'
AllowedValues: ['false', 'true']
Description: 'Enable Metaflow UI. Make sure to specify PublicDomainName and CertificateArn if you do.'
PublicDomainName:
Type: 'String'
Default: ''
Description: 'The custom domain name for UI (e.g., ui.outerbounds.co). Has to match the certificate. Required if UI is enabled.'
CertificateArn:
Default: ''
Type: 'String'
Description: 'The ARN of a ACM certificate valid for the custom domain name. Required if UI is enabled.'
Mappings:
ServiceInfo:
StackName:
value: 'metaflow-infrastructure'
ServiceName:
value: 'metadata-service-v2'
ImageUrl:
value: 'netflixoss/metaflow_metadata_service:v2.3.5'
ContainerPort:
value: 8080
ContainerCpu:
value: 512
ContainerMemory:
value: 1024
Path:
value: '*'
Priority:
value: 1
DesiredCount:
value: 1
Role:
value: ""
ServiceInfoUIService:
StackName:
value: 'metaflow-infrastructure'
ServiceName:
value: 'metaflow-ui-service'
ImageUrl:
value: 'netflixoss/metaflow_metadata_service:v2.3.5'
ContainerPort:
value: 8083
ContainerCpu:
value: 4096
ContainerMemory:
value: 16384
Path:
value: '*'
Priority:
value: 1
DesiredCount:
value: 1
Role:
value: ""
ServiceInfoUIStatic:
StackName:
value: 'metaflow-infrastructure'
ServiceName:
value: 'metadata-ui-static'
ImageUrl:
value: 'public.ecr.aws/outerbounds/metaflow_ui:v1.2.4'
ContainerPort:
value: 3000
ContainerCpu:
value: 512
ContainerMemory:
value: 1024
Path:
value: '*'
Priority:
value: 1
DesiredCount:
value: 1
Role:
value: ""
Conditions:
EnableAuth: !Equals [ !Ref APIBasicAuth, 'true']
EnableRole: !Equals [ !Ref CustomRole, 'true']
EnableFargateOnBatch: !Equals [ !Ref BatchType, 'fargate']
EnableSagemaker: !Equals [ !Ref EnableSagemaker, 'true']
IsGov: !Equals [ !Ref IAMPartition, 'aws-us-gov']
EnableAddtionalWorkerPolicy: !Not [ !Equals [ !Ref AdditionalWorkerPolicyArn, ''] ]
EnableUI: !Equals [ !Ref EnableUI, 'true']
Resources:
VPC:
Type: AWS::EC2::VPC
Properties:
EnableDnsSupport: true
EnableDnsHostnames: true
CidrBlock: !Ref VPCCidr
Subnet1:
Type: AWS::EC2::Subnet
Properties:
AvailabilityZone:
Fn::Select:
- 0
- Fn::GetAZs: {Ref: 'AWS::Region'}
VpcId: !Ref 'VPC'
CidrBlock: !Ref Subnet1Cidr
MapPublicIpOnLaunch: true
Subnet2:
Type: AWS::EC2::Subnet
Properties:
AvailabilityZone:
Fn::Select:
- 1
- Fn::GetAZs: {Ref: 'AWS::Region'}
VpcId: !Ref 'VPC'
CidrBlock: !Ref Subnet2Cidr
MapPublicIpOnLaunch: true
InternetGateway:
Type: AWS::EC2::InternetGateway
GatewayAttachement:
Type: AWS::EC2::VPCGatewayAttachment
Properties:
VpcId: !Ref 'VPC'
InternetGatewayId: !Ref 'InternetGateway'
PublicRouteTable:
Type: AWS::EC2::RouteTable
Properties:
VpcId: !Ref 'VPC'
DefaultGateway:
Type: AWS::EC2::Route
DependsOn: GatewayAttachement
Properties:
RouteTableId: !Ref 'PublicRouteTable'
DestinationCidrBlock: '0.0.0.0/0'
GatewayId: !Ref 'InternetGateway'
Subnet1RTA:
Type: AWS::EC2::SubnetRouteTableAssociation
Properties:
SubnetId: !Ref Subnet1
RouteTableId: !Ref PublicRouteTable
Subnet2RTA:
Type: AWS::EC2::SubnetRouteTableAssociation
Properties:
SubnetId: !Ref Subnet2
RouteTableId: !Ref PublicRouteTable
ECSCluster:
Type: AWS::ECS::Cluster
Properties:
ClusterSettings:
- Name: containerInsights
Value: enabled
FargateSecurityGroup:
Type: AWS::EC2::SecurityGroup
Properties:
GroupDescription: Security Group for Fargate
VpcId: !Ref 'VPC'
NLBIngressRule:
Type: 'AWS::EC2::SecurityGroupIngress'
Properties:
Description: 'Allow API Calls Internally'
GroupId: !Ref FargateSecurityGroup
IpProtocol: tcp
FromPort: 8080
ToPort: 8080
CidrIp: !GetAtt 'VPC.CidrBlock'
NLBIngressRuleDBMigrate:
Type: 'AWS::EC2::SecurityGroupIngress'
Properties:
Description: 'Allow API Calls Internally'
GroupId: !Ref FargateSecurityGroup
IpProtocol: tcp
FromPort: 8082
ToPort: 8082
CidrIp: !GetAtt 'VPC.CidrBlock'
FargateInternalRule:
Type: AWS::EC2::SecurityGroupIngress
Properties:
Description: Internal Communication
GroupId: !Ref 'FargateSecurityGroup'
IpProtocol: -1
SourceSecurityGroupId: !Ref 'FargateSecurityGroup'
FargateAlbRule:
Type: AWS::EC2::SecurityGroupIngress
Condition: EnableUI
Properties:
Description: Internal Communication
GroupId: !Ref 'FargateSecurityGroup'
IpProtocol: -1
SourceSecurityGroupId: !Ref 'LoadBalancerSecurityGroupUI'
NLB:
Type: AWS::ElasticLoadBalancingV2::LoadBalancer
Properties:
Scheme: internal
Type: network
Subnets:
- !Ref Subnet1
- !Ref Subnet2
NLBListener:
Type: AWS::ElasticLoadBalancingV2::Listener
DependsOn:
- NLB
Properties:
DefaultActions:
- TargetGroupArn: !Ref 'NLBTargetGroup'
Type: 'forward'
LoadBalancerArn: !Ref 'NLB'
Port: 80
Protocol: TCP
NLBListenerDBMigrate:
Type: AWS::ElasticLoadBalancingV2::Listener
DependsOn:
- NLB
Properties:
DefaultActions:
- TargetGroupArn: !Ref 'NLBTargetGroupDBMigrate'
Type: 'forward'
LoadBalancerArn: !Ref 'NLB'
Port: 8082
Protocol: TCP
ECSRole:
Type: AWS::IAM::Role
Properties:
AssumeRolePolicyDocument:
Statement:
- Effect: Allow
Principal:
Service: [ecs.amazonaws.com]
Action: ['sts:AssumeRole']
Path: /
Policies:
- PolicyName: ecs-service
PolicyDocument:
Statement:
- Effect: Allow
Action:
- 'ec2:AttachNetworkInterface'
- 'ec2:CreateNetworkInterface'
- 'ec2:CreateNetworkInterfacePermission'
- 'ec2:DeleteNetworkInterface'
- 'ec2:DeleteNetworkInterfacePermission'
- 'ec2:Describe*'
- 'ec2:DetachNetworkInterface'
- 'elasticloadbalancing:DeregisterInstancesFromLoadBalancer'
- 'elasticloadbalancing:DeregisterTargets'
- 'elasticloadbalancing:Describe*'
- 'elasticloadbalancing:RegisterInstancesWithLoadBalancer'
- 'elasticloadbalancing:RegisterTargets'
Resource: '*'
ECSTaskExecutionRole:
Type: AWS::IAM::Role
Properties:
AssumeRolePolicyDocument:
Statement:
- Effect: Allow
Principal:
Service: [ecs-tasks.amazonaws.com]
Action: ['sts:AssumeRole']
Path: /
Policies:
- PolicyName: AmazonECSTaskExecutionRolePolicy
PolicyDocument:
Statement:
- Effect: Allow
Action:
- 'ecr:GetAuthorizationToken'
- 'ecr:BatchCheckLayerAvailability'
- 'ecr:GetDownloadUrlForLayer'
- 'ecr:BatchGetImage'
- 'logs:CreateLogStream'
- 'logs:PutLogEvents'
Resource: '*'
MetadataSvcECSTaskRole:
Type: AWS::IAM::Role
Properties:
AssumeRolePolicyDocument:
Version: '2012-10-17'
Statement:
Effect: Allow
Principal:
Service:
- ecs-tasks.amazonaws.com
Action:
- sts:AssumeRole
Path: /
Policies:
- PolicyName: CustomS3Batch
PolicyDocument:
Version: '2012-10-17'
Statement:
- Sid: ObjectAccessMetadataService
Effect: Allow
Action:
- s3:GetObject
Resource: !Join ['', [ !GetAtt 'MetaflowS3Bucket.Arn', '/*' ]]
- Sid: ObjectAccessMetadataServiceNonExistentKeys
Effect: Allow
Action:
- s3:ListBucket
Resource: !GetAtt 'MetaflowS3Bucket.Arn'
- PolicyName: DenyPresignedBatch
PolicyDocument:
Version: '2012-10-17'
Statement:
Sid: DenyPresignedBatch
Effect: Deny
Action: s3:*
Resource: '*'
Condition:
StringNotEquals:
s3:authType: REST-HEADER
ECSInstanceProfile:
Type: AWS::IAM::InstanceProfile
Properties:
Path: /
Roles:
- !Ref ECSInstanceRole
ECSInstanceRole:
Type: AWS::IAM::Role
Properties:
AssumeRolePolicyDocument:
Statement:
- Effect: Allow
Principal:
Service:
- 'ec2.amazonaws.com'
Action:
- 'sts:AssumeRole'
Path: /
ManagedPolicyArns:
- !Sub arn:${IAMPartition}:iam::aws:policy/service-role/AmazonEC2ContainerServiceforEC2Role
TaskDefinition:
Type: AWS::ECS::TaskDefinition
Properties:
Family: !FindInMap ['ServiceInfo', 'ServiceName', 'value']
Cpu: !FindInMap ['ServiceInfo', 'ContainerCpu', 'value']
Memory: !FindInMap ['ServiceInfo', 'ContainerMemory', 'value']
NetworkMode: awsvpc
RequiresCompatibilities:
- FARGATE
ExecutionRoleArn: !Ref 'ECSTaskExecutionRole'
TaskRoleArn: !GetAtt 'MetadataSvcECSTaskRole.Arn'
ContainerDefinitions:
- Name: !FindInMap ['ServiceInfo', 'ServiceName', 'value']
Environment:
- Name: "MF_METADATA_DB_HOST"
Value: !GetAtt 'RDSMasterInstance.Endpoint.Address'
- Name: "MF_METADATA_DB_PORT"
Value: "5432"
- Name: "MF_METADATA_DB_USER"
Value: "master"
- Name: "MF_METADATA_DB_PSWD"
Value: !Join ['', ['{{resolve:secretsmanager:', !Ref MyRDSSecret, ':SecretString:password}}' ]]
- Name: "MF_METADATA_DB_NAME"
Value: "metaflow"
Cpu: !FindInMap ['ServiceInfo', 'ContainerCpu', 'value']
Memory: !FindInMap ['ServiceInfo', 'ContainerMemory', 'value']
Image: !FindInMap ['ServiceInfo', 'ImageUrl', 'value']
PortMappings:
- ContainerPort: !FindInMap ['ServiceInfo', 'ContainerPort', 'value']
- ContainerPort: 8082
LogConfiguration:
LogDriver: awslogs
Options:
awslogs-group: !Join ['', ['/ecs/', !Ref 'AWS::StackName', '-', !FindInMap ['ServiceInfo', 'ServiceName', 'value']]]
awslogs-region: !Ref 'AWS::Region'
awslogs-stream-prefix: 'ecs'
MetadataServiceLogGroup:
Type: AWS::Logs::LogGroup
Properties:
LogGroupName: !Join ['', ['/ecs/', !Ref 'AWS::StackName', '-', !FindInMap ['ServiceInfo', 'ServiceName', 'value']]]
ECSFargateService:
Type: AWS::ECS::Service
Properties:
ServiceName: !FindInMap ['ServiceInfo', 'ServiceName', 'value']
Cluster: !Ref 'ECSCluster'
LaunchType: FARGATE
DeploymentConfiguration:
MaximumPercent: 200
MinimumHealthyPercent: 75
DesiredCount: !FindInMap ['ServiceInfo', 'DesiredCount', 'value']
NetworkConfiguration:
AwsvpcConfiguration:
AssignPublicIp: ENABLED
SecurityGroups:
- !Ref 'FargateSecurityGroup'
Subnets:
- !Ref 'Subnet1'
- !Ref 'Subnet2'
TaskDefinition: !Ref 'TaskDefinition'
LoadBalancers:
- ContainerName: !FindInMap ['ServiceInfo', 'ServiceName', 'value']
ContainerPort: !FindInMap ['ServiceInfo', 'ContainerPort', 'value']
TargetGroupArn: !Ref 'NLBTargetGroup'
- ContainerName: !FindInMap ['ServiceInfo', 'ServiceName', 'value']
ContainerPort: 8082
TargetGroupArn: !Ref 'NLBTargetGroupDBMigrate'
LambdaECSExecuteRole:
Type: AWS::IAM::Role
Properties:
AssumeRolePolicyDocument:
Version: '2012-10-17'
Statement:
Effect: Allow
Principal:
Service:
- lambda.amazonaws.com
Action:
- sts:AssumeRole
Path: /
Policies:
- PolicyName: Cloudwatch
PolicyDocument:
Version: '2012-10-17'
Statement:
- Sid: CreateLogGroup
Effect: Allow
Action: logs:CreateLogGroup
Resource: !Join [ "", [ !Sub 'arn:${IAMPartition}:logs:', !Ref 'AWS::Region', ':', !Ref 'AWS::AccountId', ':*' ] ]
- Sid: LogEvents
Effect: Allow
Action:
- logs:PutLogEvents
- logs:CreateLogStream
Resource: !Join [ "", [ !Sub 'arn:${IAMPartition}:logs:', !Ref 'AWS::Region', ':', !Ref 'AWS::AccountId', ':log-group:/aws/lambda/', !Ref 'AWS::StackName', '-migrate-db:*'] ]
- PolicyName: VPC
PolicyDocument:
Version: '2012-10-17'
Statement:
- Sid: NetInts
Effect: Allow
Action:
- ec2:CreateNetworkInterface
- ec2:DescribeNetworkInterfaces
- ec2:DeleteNetworkInterface
Resource: '*'
ExecuteDBMigration:
Type: AWS::Lambda::Function
Properties:
Runtime: python3.10
Role: !GetAtt LambdaECSExecuteRole.Arn
Handler: index.handler
Environment:
Variables:
MD_LB_ADDRESS: !Join ['', ['http://', !GetAtt 'NLB.DNSName', ':8082'] ]
Code:
ZipFile: |
import os, json
from urllib import request
def handler(event, context):
response = {}
status_endpoint = "{}/db_schema_status".format(os.environ.get('MD_LB_ADDRESS'))
upgrade_endpoint = "{}/upgrade".format(os.environ.get('MD_LB_ADDRESS'))
with request.urlopen(status_endpoint) as status:
response['init-status'] = json.loads(status.read())
upgrade_patch = request.Request(upgrade_endpoint, method='PATCH')
with request.urlopen(upgrade_patch) as upgrade:
response['upgrade-result'] = upgrade.read().decode()
with request.urlopen(status_endpoint) as status:
response['final-status'] = json.loads(status.read())
print(response)
return(response)
Description: Trigger DB Migration
FunctionName: !Join ['-', [!Ref 'AWS::StackName', 'migrate-db'] ]
Timeout: 900
VpcConfig:
SecurityGroupIds:
- !GetAtt VPC.DefaultSecurityGroup
SubnetIds:
- !Ref Subnet1
- !Ref Subnet2
NLBTargetGroup:
Type: AWS::ElasticLoadBalancingV2::TargetGroup
Properties:
HealthCheckIntervalSeconds: 10
HealthCheckProtocol: TCP
HealthCheckTimeoutSeconds: 10
HealthyThresholdCount: 2
TargetType: ip
Port: !FindInMap ['ServiceInfo', 'ContainerPort', 'value']
Protocol: TCP
UnhealthyThresholdCount: 2
VpcId: !Ref 'VPC'
NLBTargetGroupDBMigrate:
Type: AWS::ElasticLoadBalancingV2::TargetGroup
Properties:
HealthCheckIntervalSeconds: 10
HealthCheckProtocol: TCP
HealthCheckTimeoutSeconds: 10
HealthCheckPort: 8080
HealthyThresholdCount: 2
TargetType: ip
Port: 8082
Protocol: TCP
UnhealthyThresholdCount: 2
VpcId: !Ref 'VPC'
DBSubnetGroup:
Type: AWS::RDS::DBSubnetGroup
Properties:
DBSubnetGroupDescription: DBSubnetGroup for RDS instances
SubnetIds:
- Ref: Subnet1
- Ref: Subnet2
RDSSecurityGroup:
Type: AWS::EC2::SecurityGroup
Properties:
GroupDescription: Security Group for RDS
VpcId: !Ref 'VPC'
PostgresIngressRule:
Type: AWS::EC2::SecurityGroupIngress
Properties:
GroupId: !Ref 'RDSSecurityGroup'
SourceSecurityGroupId: !Ref 'FargateSecurityGroup'
IpProtocol: tcp
FromPort: 5432
ToPort: 5432
RDSMasterInstance:
Type: AWS::RDS::DBInstance
Properties:
DBName: 'metaflow'
AllocatedStorage: 20
DBInstanceClass: 'db.t3.small'
DeleteAutomatedBackups: 'true'
StorageType: 'gp2'
Engine: 'postgres'
EngineVersion: '11'
MasterUsername: !Join ['', ['{{resolve:secretsmanager:', !Ref MyRDSSecret, ':SecretString:username}}' ]]
MasterUserPassword: !Join ['', ['{{resolve:secretsmanager:', !Ref MyRDSSecret, ':SecretString:password}}' ]]
VPCSecurityGroups:
- !Ref 'RDSSecurityGroup'
DBSubnetGroupName: !Ref 'DBSubnetGroup'
MyRDSSecret:
Type: "AWS::SecretsManager::Secret"
Properties:
Description: "This is a Secrets Manager secret for an RDS DB instance"
GenerateSecretString:
SecretStringTemplate: '{"username": "master"}'
GenerateStringKey: "password"
PasswordLength: 16
ExcludeCharacters: '"@/\'
SecretRDSInstanceAttachment:
Type: "AWS::SecretsManager::SecretTargetAttachment"
Properties:
SecretId: !Ref MyRDSSecret
TargetId: !Ref RDSMasterInstance
TargetType: AWS::RDS::DBInstance
MetaflowS3Bucket:
Type: 'AWS::S3::Bucket'
DeletionPolicy: Retain
Properties:
AccessControl: Private
BucketEncryption:
ServerSideEncryptionConfiguration:
- ServerSideEncryptionByDefault:
SSEAlgorithm: AES256
PublicAccessBlockConfiguration:
BlockPublicAcls: true
BlockPublicPolicy: true
IgnorePublicAcls: true
RestrictPublicBuckets: true
SagemakerSecurityGroup:
Condition: 'EnableSagemaker'
Type: "AWS::EC2::SecurityGroup"
Properties:
GroupDescription: 'Security Group for Sagemaker'
VpcId: !Ref VPC
SecurityGroupIngress:
- CidrIp: "0.0.0.0/0"
IpProtocol: "TCP"
FromPort: 8080
ToPort: 8080
SageMakerExecutionRole:
Condition: 'EnableSagemaker'
Type: AWS::IAM::Role
Properties:
AssumeRolePolicyDocument:
Version: '2012-10-17'
Statement:
Effect: Allow
Principal:
Service:
- sagemaker.amazonaws.com
Action:
- sts:AssumeRole
Path: /
Policies:
- PolicyName: IAM_PASS_ROLE
PolicyDocument:
Version: '2012-10-17'
Statement:
Sid: AllowPassRole
Effect: Allow
Action: iam:PassRole
Resource: '*'
Condition:
StringEquals:
iam:PassedToService: sagemaker.amazonaws.com
- PolicyName: MISC_PERMISSIONS
PolicyDocument:
Version: '2012-10-17'
Statement:
Sid: MiscPermissions
Effect: Allow
Action:
- cloudwatch:PutMetricData
- ecr:GetDownloadUrlForLayer
- ecr:BatchGetImage
- ecr:GetAuthorizationToken
- ecr:BatchCheckLayerAvailability
Resource: '*'
- PolicyName: log_roles_policy
PolicyDocument:
Version: '2012-10-17'
Statement:
- Sid: CreateLogStream
Effect: Allow
Action:
- logs:CreateLogStream
Resource:
- !Join [ "", [ !Sub 'arn:${IAMPartition}:logs:', !Ref 'AWS::Region', ':', !Ref 'AWS::AccountId', ':log-group:/aws/batch/job:log-stream:*' ] ]
- !Join [ "", [ !Sub 'arn:${IAMPartition}:logs:', !Ref 'AWS::Region', ':', !Ref 'AWS::AccountId', ':log-group:/aws/sagemaker/NotebookInstances:log-stream:*' ] ]
- Sid: LogEvents
Effect: Allow
Action:
- logs:PutLogEvents
- logs:GetLogEvents
Resource:
- !Join [ "", [ !Sub 'arn:${IAMPartition}:logs:', !Ref 'AWS::Region', ':', !Ref 'AWS::AccountId', ':log-group:/aws/sagemaker/NotebookInstances:log-stream:', !Ref 'AWS::StackName', '-NotebookInstance-', '{{resolve:secretsmanager:', !Ref RandomString, ':SecretString:password}}', '/jupyter.log' ] ]
- !Join [ "", [ !Sub 'arn:${IAMPartition}:logs:', !Ref 'AWS::Region', ':', !Ref 'AWS::AccountId', ':log-group:/aws/sagemaker/NotebookInstances:log-stream:', !Ref 'AWS::StackName', '-NotebookInstance-', '{{resolve:secretsmanager:', !Ref RandomString, ':SecretString:password}}', '/LifecycleConfigOnCreate' ] ]
- !Join [ "", [ !Sub 'arn:${IAMPartition}:logs:', !Ref 'AWS::Region', ':', !Ref 'AWS::AccountId', ':log-group:/aws/batch/job:log-stream:job-queue-' ] ]
- Sid: LogGroup
Effect: Allow
Action:
- logs:DescribeLogGroups
- logs:DescribeLogStreams
- logs:CreateLogGroup
Resource: '*'
- PolicyName: SageMakerPermissions
PolicyDocument:
Version: '2012-10-17'
Statement:
Sid: SageMakerNotebook
Effect: "Allow"
Action:
- "sagemaker:DescribeNotebook*"
- "sagemaker:StartNotebookInstance"
- "sagemaker:StopNotebookInstance"
- "sagemaker:UpdateNotebookInstance"
- "sagemaker:CreatePresignedNotebookInstanceUrl"
Resource:
- !Sub "arn:${IAMPartition}:sagemaker:${AWS::Region}:${AWS::AccountId}:notebook-instance/${AWS::StackName}*"
- !Sub "arn:${IAMPartition}:sagemaker:${AWS::Region}:${AWS::AccountId}:notebook-instance-lifecycle-config/basic*"
- PolicyName: CustomS3ListAccess
PolicyDocument:
Version: '2012-10-17'
Statement:
Sid: BucketAccess
Effect: Allow
Action: s3:ListBucket
Resource: !GetAtt 'MetaflowS3Bucket.Arn'
- PolicyName: CustomS3Access
PolicyDocument:
Version: '2012-10-17'
Statement:
Sid: ObjectAccess
Effect: Allow
Action:
- s3:PutObject
- s3:GetObject
- s3:DeleteObject
Resource: !Join ['', [ !GetAtt 'MetaflowS3Bucket.Arn', '/*' ]]
- PolicyName: DenyPresigned
PolicyDocument:
Version: '2012-10-17'
Statement:
Sid: DenyPresigned
Effect: Deny
Action: s3:*
Resource: '*'
Condition:
StringNotEquals:
s3:authType: REST-HEADER
MetaflowUserRole:
Condition: 'EnableRole'
Type: AWS::IAM::Role
Properties:
AssumeRolePolicyDocument:
Version: '2012-10-17'
Statement:
Effect: Allow
Principal:
AWS:
- !GetAtt 'MetadataSvcECSTaskRole.Arn'
Action:
- sts:AssumeRole
Path: /
Policies:
- PolicyName: "Metaflow-Policy"
PolicyDocument:
Version: "2012-10-17"
Statement:
- Effect: "Allow"
Action:
- "cloudformation:DescribeStacks"
- "cloudformation:*Stack"
- "cloudformation:*ChangeSet"
Resource:
- !Sub "arn:${IAMPartition}:cloudformation:${AWS::Region}:${AWS::AccountId}:stack/${AWS::StackName}-*"
- Effect: "Allow"
Action:
- "s3:*Object"
Resource:
- !GetAtt 'MetaflowS3Bucket.Arn'
- !Join ['', [ !GetAtt 'MetaflowS3Bucket.Arn', '/*' ]]
- Effect: "Allow"
Action:
- "sagemaker:DescribeNotebook*"
- "sagemaker:StartNotebookInstance"
- "sagemaker:StopNotebookInstance"
- "sagemaker:UpdateNotebookInstance"
- "sagemaker:CreatePresignedNotebookInstanceUrl"
Resource:
- !Sub "arn:${IAMPartition}:sagemaker:${AWS::Region}:${AWS::AccountId}:notebook-instance/${AWS::StackName}-*"
- !Sub "arn:${IAMPartition}:sagemaker:${AWS::Region}:${AWS::AccountId}:notebook-instance-lifecycle-config/basic*"
- Effect: "Allow"
Action:
- "iam:PassRole"
Resource:
- !Sub "arn:${IAMPartition}:iam::${AWS::AccountId}:role/${AWS::StackName}-*"
- Effect: "Allow"
Action:
- "kms:Decrypt"
- "kms:Encrypt"
Resource:
- !Sub "arn:${IAMPartition}:kms:${AWS::Region}:${AWS::AccountId}:key/"
- PolicyName: BatchPerms
PolicyDocument:
Version: '2012-10-17'
Statement:
- Sid: JobsPermissions
Effect: Allow
Action:
- "batch:TerminateJob"
- "batch:DescribeJobs"
- "batch:DescribeJobDefinitions"
- "batch:DescribeJobQueues"
- "batch:RegisterJobDefinition"
- "batch:DescribeComputeEnvironments"
Resource: '*'
- Sid: DefinitionsPermissions
Effect: Allow
Action:
- "batch:SubmitJob"
Resource:
- !Ref "JobQueue"
- !Sub arn:${IAMPartition}:batch:${AWS::Region}:${AWS::AccountId}:job-definition/*:*
- PolicyName: CustomS3ListAccess
PolicyDocument:
Version: '2012-10-17'
Statement:
Sid: BucketAccess
Effect: Allow
Action: s3:ListBucket
Resource: !GetAtt 'MetaflowS3Bucket.Arn'
- PolicyName: LogPerms
PolicyDocument:
Version: '2012-10-17'
Statement:
Sid: GetLogs
Effect: Allow
Action: logs:GetLogEvents
Resource: !Sub arn:${IAMPartition}:logs:${AWS::Region}:${AWS::AccountId}:log-group:*:log-stream:*
- PolicyName: AllowSagemaker
PolicyDocument:
Version: '2012-10-17'
Statement:
- Sid: AllowSagemakerCreate
Effect: Allow
Action: sagemaker:CreateTrainingJob
Resource: !Sub arn:${IAMPartition}:sagemaker:${AWS::Region}:${AWS::AccountId}:training-job/*
- Sid: AllowSagemakerDescribe
Effect: Allow
Action: sagemaker:DescribeTrainingJob
Resource: !Sub arn:${IAMPartition}:sagemaker:${AWS::Region}:${AWS::AccountId}:training-job/*
- PolicyName: AllowStepFunctions
PolicyDocument:
Version: '2012-10-17'
Statement:
- Sid: TasksAndExecutionsGlobal
Effect: Allow
Action:
- "states:ListStateMachines"
Resource: '*'
- Sid: StateMachines
Effect: Allow
Action:
- "states:DescribeStateMachine"
- "states:UpdateStateMachine"
- "states:StartExecution"
- "states:CreateStateMachine"
- "states:ListExecutions"
- "states:StopExecution"
Resource: !Sub 'arn:${IAMPartition}:states:${AWS::Region}:${AWS::AccountId}:stateMachine:*'
- PolicyName: AllowEventBridge
PolicyDocument:
Version: '2012-10-17'
Statement:
- Sid: RuleMaintenance
Effect: Allow
Action:
- "events:PutTargets"
- "events:DisableRule"
Resource: !Sub "arn:${IAMPartition}:events:${AWS::Region}:${AWS::AccountId}:rule/*"
- Sid: PutRule
Effect: Allow
Action:
- "events:PutRule"
Resource: !Sub "arn:${IAMPartition}:events:${AWS::Region}:${AWS::AccountId}:rule/*"
Condition:
"Null":
events:source: true
MetaflowUserPolicy:
Condition: 'EnableRole'
Type: AWS::IAM::ManagedPolicy
Properties:
PolicyDocument:
Version: "2012-10-17"
Statement:
- Effect: "Allow"
Action:
- "cloudformation:DescribeStacks"
- "cloudformation:*Stack"
- "cloudformation:*ChangeSet"
Resource:
- !Sub "arn:${IAMPartition}:cloudformation:${AWS::Region}:${AWS::AccountId}:stack/${AWS::StackName}-*"
- Effect: "Allow"
Action:
- "s3:*Object"
Resource:
- !GetAtt 'MetaflowS3Bucket.Arn'
- !Join ['', [ !GetAtt 'MetaflowS3Bucket.Arn', '/*' ]]
- Effect: "Allow"
Action:
- "sagemaker:DescribeNotebook*"
- "sagemaker:StartNotebookInstance"
- "sagemaker:StopNotebookInstance"
- "sagemaker:UpdateNotebookInstance"
- "sagemaker:CreatePresignedNotebookInstanceUrl"
Resource:
- !Sub "arn:${IAMPartition}:sagemaker:${AWS::Region}:${AWS::AccountId}:notebook-instance/${AWS::StackName}-*"
- !Sub "arn:${IAMPartition}:sagemaker:${AWS::Region}:${AWS::AccountId}:notebook-instance-lifecycle-config/basic*"
- Effect: "Allow"
Action:
- "iam:PassRole"
Resource:
- !Sub "arn:${IAMPartition}:iam::${AWS::AccountId}:role/${AWS::StackName}-*"
- Effect: "Allow"
Action:
- "kms:Decrypt"
- "kms:Encrypt"
Resource:
- !Sub "arn:${IAMPartition}:kms:${AWS::Region}:${AWS::AccountId}:key/"
- Sid: JobsPermissions
Effect: Allow
Action:
- "batch:TerminateJob"
- "batch:DescribeJobs"
- "batch:DescribeJobDefinitions"
- "batch:DescribeJobQueues"
- "batch:RegisterJobDefinition"
- "batch:DescribeComputeEnvironments"
Resource: '*'
- Sid: DefinitionsPermissions
Effect: Allow
Action:
- "batch:SubmitJob"
Resource:
- !Ref "JobQueue"
- !Sub arn:${IAMPartition}:batch:${AWS::Region}:${AWS::AccountId}:job-definition/*:*
- Sid: BucketAccess
Effect: Allow
Action: s3:ListBucket
Resource: !GetAtt 'MetaflowS3Bucket.Arn'
- Sid: GetLogs
Effect: Allow
Action: logs:GetLogEvents
Resource: !Sub arn:${IAMPartition}:logs:${AWS::Region}:${AWS::AccountId}:log-group:*:log-stream:*
- Sid: AllowSagemakerCreate
Effect: Allow
Action: sagemaker:CreateTrainingJob
Resource: !Sub arn:${IAMPartition}:sagemaker:${AWS::Region}:${AWS::AccountId}:training-job/*
- Sid: AllowSagemakerDescribe
Effect: Allow
Action: sagemaker:DescribeTrainingJob
Resource: !Sub arn:${IAMPartition}:sagemaker:${AWS::Region}:${AWS::AccountId}:training-job/*
- Sid: TasksAndExecutionsGlobal
Effect: Allow
Action:
- "states:ListStateMachines"
Resource: '*'
- Sid: StateMachines
Effect: Allow
Action:
- "states:DescribeStateMachine"
- "states:UpdateStateMachine"
- "states:StartExecution"
- "states:CreateStateMachine"
- "states:ListExecutions"
- "states:StopExecution"
Resource: !Sub 'arn:${IAMPartition}:states:${AWS::Region}:${AWS::AccountId}:stateMachine:*'
- Sid: RuleMaintenance
Effect: Allow
Action:
- "events:PutTargets"
- "events:DisableRule"
Resource: !Sub "arn:${IAMPartition}:events:${AWS::Region}:${AWS::AccountId}:rule/*"
- Sid: PutRule