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deeplearning-sandbox-cfn.json
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deeplearning-sandbox-cfn.json
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{
"AWSTemplateFormatVersion": "2010-09-09",
"Description": "Deep Learning sandbox template; #tensoralex",
"Metadata": {
"AWS::CloudFormation::Interface": {
"ParameterGroups": [
{
"Label": {
"default": "Network Configuration"
},
"Parameters": [
"DLVPC",
"DLSubnet",
"DLSecurityGroup",
"AllowedIPAddress"
]
},
{
"Label": {
"default": "Deep learning image configuration"
},
"Parameters": [
"DLImage",
"DLCustomAMIUsed",
"DLCustomAMI",
"InstanceType",
"Theanodev",
"KeyName",
"JupyterPassword"
]
},
{
"Label": {
"default": "Shared filesystem configuration"
},
"Parameters": [
"EFSId"
]
},
{
"Label": {
"default": "Spot instances configuration"
},
"Parameters": [
"LaunchSpot",
"MaxSpotPrice"
]
}
],
"ParameterLabels": {
"DLVPC": {
"default": "VPC to deploy"
},
"DLSubnet": {
"default": "Subnet to deploy"
},
"DLSecurityGroup": {
"default": "Security group"
},
"DLImage": {
"default": "Deep learning image"
},
"DLCustomAMIUsed": {
"default": "Use custom AMI instead (see below)"
},
"DLCustomAMI": {
"default": "Custom AMI id"
},
"InstanceType": {
"default": "Instance type"
},
"Theanodev": {
"default": "Use CPU or GPU"
},
"KeyName": {
"default": "EC2 Key Pair name"
},
"JupyterPassword": {
"default": "Jupyter password"
},
"EFSId": {
"default": "Elastic File System id"
},
"AllowedIPAddress": {
"default": "Your public IP address"
},
"LaunchSpot": {
"default": "Launch spot instance instead of on-demand"
},
"MaxSpotPrice": {
"default": "Max spot price"
}
}
}
},
"Parameters": {
"DLSecurityGroup": {
"MinLength": "1",
"Type": "List<AWS::EC2::SecurityGroup::Id>",
"Description": "Select security group, i.e. default"
},
"DLVPC": {
"MinLength": "1",
"Type": "AWS::EC2::VPC::Id",
"Description": "Select a VPC from the list"
},
"DLSubnet": {
"MinLength": "1",
"Type": "AWS::EC2::Subnet::Id",
"Description": "Select any subnet to place EC2 instance (must be part of selected VPC)"
},
"DLCustomAMIUsed": {
"Type": "String",
"Default": "False",
"AllowedValues": [
"True",
"False"
],
"Description": "if True, provide Custom AMI id parameter (no bootstrap will be executed and EFS settings will be ignored)"
},
"Theanodev": {
"Type": "String",
"Default": "cpu",
"AllowedValues": [
"cpu",
"gpu"
],
"Description": "Use GPU for P2 instances and CPU for t2"
},
"DLCustomAMI": {
"Type": "String",
"Description": "Custom AMI will be used if DLUseCustomAMI is True"
},
"DLImage": {
"Type": "String",
"Default": "ubuntuBootstrapAMI",
"Description": "Select AMI image: ubuntuBootstrapAMI = Ubuntu 16.04, Theano, Keras 1.2.2, EBS 16Gb, EFS; awsDeepLearningAMI = AWS DL 2.2_Jun2017, EBS 50Gb, EFS;",
"AllowedValues": [
"awsDeepLearningAMI",
"ubuntuBootstrapAMI"
]
},
"InstanceType": {
"Type": "String",
"Default": "t2.micro",
"AllowedValues": [
"t2.micro",
"t2.small",
"t2.medium",
"t2.large",
"c4.large",
"c4.xlarge",
"c4.2xlarge",
"c4.4xlarge",
"c4.8xlarge",
"p2.xlarge",
"p2.8xlarge",
"p2.16xlarge",
"g2.2xlarge",
"g2.8xlarge"
],
"ConstraintDescription": "Instance type",
"Description": "EC2 instance type, e.g. t2.micro, p2.xlarge, etc."
},
"KeyName": {
"Type": "AWS::EC2::KeyPair::KeyName",
"MinLength": "1",
"Description": "Select an existing EC2 KeyPair to enable SSH access to the ECS instance"
},
"EFSId": {
"Description": "To use existing EFS replace 'CREATE-NEW-EFS' with EFS Id, i.e fs-xxxxxxxx",
"Type": "String",
"MinLength": "1",
"Default": "CREATE-NEW-EFS"
},
"JupyterPassword": {
"NoEcho": "true",
"Type": "String",
"Default": "anaconda",
"Description": "Default password is anaconda"
},
"AllowedIPAddress": {
"Description": "Your Public IP Address. Default 0.0.0.0/0 - open to the world!",
"Type": "String",
"MinLength": "9",
"Default": "0.0.0.0/0"
},
"LaunchSpot": {
"Description": "Choose to launch a spot instance",
"Type": "String",
"Default": "False",
"AllowedValues": [
"True",
"False"
]
},
"S3Bucket": {
"Description": "Associated bucket to gain access to",
"Type": "String",
"Default": ""
},
"MaxSpotPrice": {
"Description": "Max spot price you are willing to pay in $",
"Type": "String",
"Default": "0.9",
"MinLength": "1"
}
},
"Mappings": {
"RegionMap": {
"us-east-1": {
"fastaiAMI": "ami-31ecfb26",
"awsDeepLearningAMI": "ami-e47723f2",
"ubuntuBootstrapAMI": "ami-80861296"
},
"us-west-2": {
"fastaiAMI": "ami-bc508adc",
"awsDeepLearningAMI": "ami-c6dfb2a6",
"ubuntuBootstrapAMI": "ami-efd0428f"
},
"eu-west-1": {
"fastaiAMI": "ami-b43d1ec7",
"awsDeepLearningAMI": "ami-df0a1ab9",
"ubuntuBootstrapAMI": "ami-a8d2d7ce"
}
},
"VolumeSizeMap": {
"us-east-1": {
"fastaiAMI": "128",
"awsDeepLearningAMI": "50",
"ubuntuBootstrapAMI": "16"
},
"us-west-2": {
"fastaiAMI": "128",
"awsDeepLearningAMI": "50",
"ubuntuBootstrapAMI": "16"
},
"eu-west-1": {
"fastaiAMI": "128",
"awsDeepLearningAMI": "50",
"ubuntuBootstrapAMI": "16"
}
},
"BlockDeviceMap": {
"us-east-1": {
"fastaiAMI": "/dev/sda1",
"awsDeepLearningAMI": "/dev/xvda",
"ubuntuBootstrapAMI": "/dev/sda1"
},
"us-west-2": {
"fastaiAMI": "/dev/sda1",
"awsDeepLearningAMI": "/dev/xvda",
"ubuntuBootstrapAMI": "/dev/sda1"
},
"eu-west-1": {
"fastaiAMI": "/dev/sda1",
"awsDeepLearningAMI": "/dev/xvda",
"ubuntuBootstrapAMI": "/dev/sda1"
}
},
"ImageUserMap": {
"us-east-1": {
"fastaiAMI": "ubuntu",
"awsDeepLearningAMI": "ec2-user",
"ubuntuBootstrapAMI": "ubuntu"
},
"us-west-2": {
"fastaiAMI": "ubuntu",
"awsDeepLearningAMI": "ec2-user",
"ubuntuBootstrapAMI": "ubuntu"
},
"eu-west-1": {
"fastaiAMI": "ubuntu",
"awsDeepLearningAMI": "ec2-user",
"ubuntuBootstrapAMI": "ubuntu"
}
}
},
"Conditions": {
"CreateNewEFS": {
"Fn::Equals": [
{
"Ref": "EFSId"
},
"CREATE-NEW-EFS"
]
},
"AssociateS3Bucket": {
"Fn::Not":[{"Fn::Equals": [
{
"Ref": "S3Bucket"
},
""
]}]
},
"IsNotCustomAMI": {
"Fn::Equals": [
{
"Ref": "DLCustomAMIUsed"
},
"False"
]
},
"IsCustomAMI": {
"Fn::Equals": [
{
"Ref": "DLCustomAMIUsed"
},
"True"
]
},
"IsOnDemandStd": {
"Fn::And": [
{
"Condition": "IsNotCustomAMI"
},
{
"Fn::Equals": [
{
"Ref": "LaunchSpot"
},
"False"
]
}
]
},
"IsSpot": {
"Fn::And": [
{
"Condition": "IsNotCustomAMI"
},
{
"Fn::Equals": [
{
"Ref": "LaunchSpot"
},
"True"
]
}
]
},
"IsOnDemandCustom": {
"Fn::And": [
{
"Condition": "IsCustomAMI"
},
{
"Fn::Equals": [
{
"Ref": "LaunchSpot"
},
"False"
]
}
]
},
"IsSpotCustom": {
"Fn::And": [
{
"Condition": "IsCustomAMI"
},
{
"Fn::Equals": [
{
"Ref": "LaunchSpot"
},
"True"
]
}
]
}
},
"Resources": {
"SecurityGroupJupyterInbound": {
"Type": "AWS::EC2::SecurityGroupIngress",
"Properties": {
"GroupId": {
"Fn::Select": [
"0",
{
"Ref": "DLSecurityGroup"
}
]
},
"IpProtocol": "tcp",
"FromPort": "8888",
"ToPort": "8888",
"CidrIp": {
"Ref": "AllowedIPAddress"
}
}
},
"EC2Role": {
"Type": "AWS::IAM::Role",
"Properties": {
"AssumeRolePolicyDocument": {
"Version": "2012-10-17",
"Statement": [
{
"Effect": "Allow",
"Principal": {
"Service": [
"ec2.amazonaws.com"
]
},
"Action": [
"sts:AssumeRole"
]
}
]
},
"Path": "/"
}
},
"RolePolicies": {
"Type": "AWS::IAM::Policy",
"Properties": {
"PolicyName": "DLEC2Role",
"PolicyDocument": {
"Version": "2012-10-17",
"Statement": [
{
"Sid": "AllowFileSystemPermissions",
"Effect": "Allow",
"Action": [
"elasticfilesystem:*"
],
"Resource": "arn:aws:elasticfilesystem:*"
},
{
"Sid": "AllowEC2Permissions",
"Effect": "Allow",
"Action": [
"ec2:*"
],
"Resource": "*"
},
{
"Fn::If": ["AssociateS3Bucket", {
"Effect": "Allow",
"Action": "s3:ListAllMyBuckets",
"Resource": "arn:aws:s3:::*"
},{"Ref" : "AWS::NoValue"}]
},
{
"Fn::If": ["AssociateS3Bucket", {
"Effect": "Allow",
"Action": [
"s3:ListBucket",
"s3:GetBucketLocation"
],
"Resource": {"Fn::Sub": "arn:aws:s3:::${S3Bucket}"}
},{"Ref" : "AWS::NoValue"}]
},
{
"Fn::If": ["AssociateS3Bucket", {
"Effect": "Allow",
"Action": [
"s3:GetObject",
"s3:PutObject",
"s3:DeleteObject"
],
"Resource": {"Fn::Sub": "arn:aws:s3:::${S3Bucket}/*"}
},{"Ref" : "AWS::NoValue"}]
}
]}
,
"Roles": [
{
"Ref": "EC2Role"
}
]
}
},
"EC2InstanceProfile": {
"Type": "AWS::IAM::InstanceProfile",
"Properties": {
"Path": "/",
"Roles": [
{
"Ref": "EC2Role"
}
]
}
},
"EFS": {
"Type": "AWS::EFS::FileSystem",
"DeletionPolicy": "Retain",
"Condition": "CreateNewEFS",
"Properties": {
"FileSystemTags": [
{
"Key": "Name",
"Value": {
"Ref": "AWS::StackName"
}
}
]
}
},
"EFSMount": {
"Type": "AWS::EFS::MountTarget",
"DeletionPolicy": "Retain",
"Condition": "CreateNewEFS",
"Properties": {
"FileSystemId": {
"Ref": "EFS"
},
"SubnetId": {
"Ref": "DLSubnet"
},
"SecurityGroups": {
"Ref": "DLSecurityGroup"
}
}
},
"SpotFleetIamRole": {
"Condition": "IsSpot",
"Type": "AWS::IAM::Role",
"Properties": {
"AssumeRolePolicyDocument": {
"Version": "2012-10-17",
"Statement": [
{
"Effect": "Allow",
"Principal": {
"Service": [
"spotfleet.amazonaws.com"
]
},
"Action": "sts:AssumeRole"
}
]
},
"ManagedPolicyArns": [
"arn:aws:iam::aws:policy/service-role/AmazonEC2SpotFleetRole"
],
"Path": "/"
}
},
"SpotFleetC": {
"Condition": "IsSpotCustom",
"Type": "AWS::EC2::SpotFleet",
"Properties": {
"SpotFleetRequestConfigData": {
"IamFleetRole": {
"Fn::GetAtt": [
"SpotFleetIamRole",
"Arn"
]
},
"SpotPrice": {
"Ref": "MaxSpotPrice"
},
"TargetCapacity": "1",
"LaunchSpecifications": [
{
"IamInstanceProfile": {
"Arn": {
"Fn::GetAtt": [
"EC2InstanceProfile",
"Arn"
]
}
},
"ImageId": {
"Fn::FindInMap": [
"RegionMap",
{
"Ref": "AWS::Region"
},
{
"Ref": "DLCustomAMI"
}
]
},
"InstanceType": {
"Ref": "InstanceType"
},
"SubnetId": {
"Ref": "DLSubnet"
},
"SecurityGroups": [
{
"GroupId": {
"Fn::Select": [
"0",
{
"Ref": "DLSecurityGroup"
}
]
}
}
],
"KeyName": {
"Ref": "KeyName"
},
"UserData": {
"Fn::Base64": {
"Fn::Join": [
"",
[
"#!/bin/bash -x\n",
"exec > >(tee /var/log/bootstrap.log|logger -t user-data ) 2>&1\n",
"wget \"https://raw.githubusercontent.com/tensoralex/deeplearning-env-cfn/master/bootstrap/bootstrap-ec2.sh\"\n",
"chmod +x bootstrap-ec2.sh\n"
]
]
}
}
}
]
}
}
},
"DLEC2InstanceC": {
"Type": "AWS::EC2::Instance",
"Condition": "IsOnDemandCustom",
"Properties": {
"IamInstanceProfile": {
"Ref": "EC2InstanceProfile"
},
"Tags": [
{
"Key": "Name",
"Value": {
"Ref": "AWS::StackName"
}
}
],
"ImageId": {
"Ref": "DLCustomAMI"
},
"InstanceType": {
"Ref": "InstanceType"
},
"SubnetId": {
"Ref": "DLSubnet"
},
"SecurityGroupIds": {
"Ref": "DLSecurityGroup"
},
"KeyName": {
"Ref": "KeyName"
},
"UserData": {
"Fn::Base64": {
"Fn::Join": [
"",
[
"#!/bin/bash -x\n",
"exec > >(tee /var/log/bootstrap.log|logger -t user-data ) 2>&1\n",
"wget \"https://raw.githubusercontent.com/tensoralex/deeplearning-env-cfn/master/bootstrap/bootstrap-ec2.sh\"\n",
"chmod +x bootstrap-ec2.sh\n"
]
]
}
}
}
},
"SpotFleet": {
"Condition": "IsSpot",
"Type": "AWS::EC2::SpotFleet",
"Properties": {
"SpotFleetRequestConfigData": {
"IamFleetRole": {
"Fn::GetAtt": [
"SpotFleetIamRole",
"Arn"
]
},
"SpotPrice": {
"Ref": "MaxSpotPrice"
},
"TargetCapacity": "1",
"LaunchSpecifications": [
{
"IamInstanceProfile": {
"Arn": {
"Fn::GetAtt": [
"EC2InstanceProfile",
"Arn"
]
}
},
"ImageId": {
"Fn::FindInMap": [
"RegionMap",
{
"Ref": "AWS::Region"
},
{
"Ref": "DLImage"
}
]
},
"InstanceType": {
"Ref": "InstanceType"
},
"SubnetId": {
"Ref": "DLSubnet"
},
"SecurityGroups": [
{
"GroupId": {
"Fn::Select": [
"0",
{
"Ref": "DLSecurityGroup"
}
]
}
}
],
"KeyName": {
"Ref": "KeyName"
},
"BlockDeviceMappings": [
{
"DeviceName": {
"Fn::FindInMap": [
"BlockDeviceMap",
{
"Ref": "AWS::Region"
},
{
"Ref": "DLImage"
}
]
},
"Ebs": {
"VolumeSize": {
"Fn::FindInMap": [
"VolumeSizeMap",
{
"Ref": "AWS::Region"
},
{
"Ref": "DLImage"
}
]
},
"VolumeType": "gp2"
}
}
],
"UserData": {
"Fn::Base64": {
"Fn::Join": [
"",
[
"#!/bin/bash -x\n",
"exec > >(tee /var/log/bootstrap.log|logger -t user-data ) 2>&1\n",
"wget \"https://raw.githubusercontent.com/tensoralex/deeplearning-env-cfn/master/bootstrap/bootstrap-ec2.sh\"\n",
"chmod +x bootstrap-ec2.sh\n",
"su - ",
{
"Fn::FindInMap": [
"ImageUserMap",
{
"Ref": "AWS::Region"
},
{
"Ref": "DLImage"
}
]
},
" -c \"/bin/bash /bootstrap-ec2.sh ",
{
"Ref": "InstanceType"
},
" ",
{
"Ref": "DLImage"
},
" ",
{
"Ref": "JupyterPassword"
},
" ",
{
"Ref": "EFSId"
},
" ",
{
"Ref": "AWS::Region"
},
" ",
{
"Ref": "AWS::StackName"
},
" ",
{
"Ref": "Theanodev"
},
" \"\n",
"/usr/local/bin/cfn-signal -e $? ",
" --stack ",
{
"Ref": "AWS::StackName"
},
" --resource DLEC2Instance ",
" --region ",
{
"Ref": "AWS::Region"
},
"\n"
]
]
}
}
}
]
}
}
},
"DLEC2Instance": {
"Type": "AWS::EC2::Instance",
"Condition": "IsOnDemandStd",
"CreationPolicy": {
"ResourceSignal": {
"Timeout": "PT1H15M"
}
},
"Properties": {
"IamInstanceProfile": {
"Ref": "EC2InstanceProfile"
},
"Tags": [
{
"Key": "Name",
"Value": {
"Ref": "AWS::StackName"
}
}
],
"ImageId": {
"Fn::FindInMap": [
"RegionMap",
{
"Ref": "AWS::Region"
},
{
"Ref": "DLImage"
}
]
},
"InstanceType": {
"Ref": "InstanceType"
},
"SubnetId": {
"Ref": "DLSubnet"
},
"SecurityGroupIds": {
"Ref": "DLSecurityGroup"
},
"KeyName": {
"Ref": "KeyName"
},
"BlockDeviceMappings": [
{
"DeviceName": {
"Fn::FindInMap": [
"BlockDeviceMap",
{
"Ref": "AWS::Region"
},
{
"Ref": "DLImage"
}
]
},
"Ebs": {
"VolumeSize": {
"Fn::FindInMap": [
"VolumeSizeMap",
{
"Ref": "AWS::Region"
},
{
"Ref": "DLImage"
}
]
},
"VolumeType": "gp2"
}
}
],
"UserData": {
"Fn::Base64": {
"Fn::Join": [
"",
[
"#!/bin/bash -x\n",
"exec > >(tee /var/log/bootstrap.log|logger -t user-data ) 2>&1\n",
"wget \"https://raw.githubusercontent.com/tensoralex/deeplearning-env-cfn/master/bootstrap/bootstrap-ec2.sh\"\n",
"chmod +x bootstrap-ec2.sh\n",
"su - ",
{
"Fn::FindInMap": [
"ImageUserMap",
{
"Ref": "AWS::Region"
},
{
"Ref": "DLImage"
}
]
},
" -c \"/bin/bash /bootstrap-ec2.sh ",
{
"Ref": "InstanceType"
},
" ",
{
"Ref": "DLImage"
},
" ",
{
"Ref": "JupyterPassword"
},
" ",
{
"Ref": "EFSId"
},
" ",
{
"Ref": "AWS::Region"
},
" ",
{
"Ref": "AWS::StackName"
},
" ",
{
"Ref": "Theanodev"
},
" \"\n",
"/usr/local/bin/cfn-signal -e $? ",
" --stack ",
{
"Ref": "AWS::StackName"
},
" --resource DLEC2Instance ",
" --region ",
{
"Ref": "AWS::Region"
},
"\n"
]
]
}
}
}
}
},
"Outputs": {
"JupyterURL": {
"Condition": "IsOnDemandStd",
"Value": {
"Fn::Join": [
"",
[
"http://",
{
"Fn::GetAtt": [
"DLEC2Instance",
"PublicDnsName"
]
},
":8888"
]
]
}
}
}
}