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ShoppingCart.cform
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ShoppingCart.cform
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{
"AWSTemplateFormatVersion" : "2010-09-09",
"Description" : "ShoppingCart Demo",
"Parameters" : {
"S3Bucket" : {
"Type" : "String",
"Description" : "Bucket to read and store data files",
"Default": "shoppingcart-summit"
},
"LogsUrl": {
"Type" : "String",
"Description" : "S3 Url to store log files",
"Default": "s3://logs.javieros.amazon.com/pipeline/"
},
"InstanceType": {
"Description": "Server used to COPY to Redshift and data generation server instance type",
"Type": "String",
"Default": "t2.small"
},
"EMRInstanceType": {
"Description": "EMR instance type",
"Type": "String",
"Default": "m3.xlarge"
},
"EMRRelease" : {
"Type" : "String",
"Description" : "EMR Release version",
"Default": "emr-4.6.0"
},
"KeyName" : {
"Type" : "AWS::EC2::KeyPair::KeyName",
"Description" : "Name of an existing EC2 KeyPair"
},
"RedshiftUserName" : {
"Type" : "String",
"Description" : "Redshift User Name",
"Default": "shoppingcartuser"
},
"RedshiftPassword" : {
"Type" : "String",
"Description" : "Redshift User Password",
"Default": "ShoppingPassword51",
"NoEcho" : "true"
}
},
"Mappings" : {
"AmazonLinuxAMI" : {
"us-east-1" : {
"AMI" : "ami-f5f41398"
},
"us-west-1" : {
"AMI" : "ami-d0f506b0"
},
"us-west-2" : {
"AMI" : "ami-6e84fa0e"
},
"eu-west-1" : {
"AMI" : "ami-b0ac25c3"
},
"eu-central-1" : {
"AMI" : "ami-d3c022bc"
},
"ap-northeast-1" : {
"AMI" : "ami-1ddc0b7e"
},
"ap-southeast-1" : {
"AMI" : "ami-cf32faa1"
},
"ap-southeast-2" : {
"AMI" : "ami-29160d47"
}
},
"VPCLayout" : {
"VPC" : { "CIDR" : "10.6.0.0/16" },
"PublicSubnetConfig" : { "CIDR" : "10.6.10.0/24" }
}
},
"Resources" : {
"VPC" : {
"Type" : "AWS::EC2::VPC",
"Properties" : {
"EnableDnsSupport" : "true",
"EnableDnsHostnames" : "true",
"CidrBlock" : { "Fn::FindInMap" : [ "VPCLayout", "VPC", "CIDR" ]},
"Tags" : [
{
"Key" : "Name",
"Value" : "ShoppingCart"
}
]
}
},
"InternetGateway" : {
"Type" : "AWS::EC2::InternetGateway",
"DependsOn" : "VPC"
},
"AttachGateway" : {
"Type" : "AWS::EC2::VPCGatewayAttachment",
"DependsOn" : [
"VPC",
"InternetGateway"
],
"Properties" : {
"VpcId" : {
"Ref" : "VPC"
},
"InternetGatewayId" : {
"Ref" : "InternetGateway"
}
}
},
"PublicSubnet" : {
"Type" : "AWS::EC2::Subnet",
"DependsOn" : "AttachGateway",
"Properties" : {
"VpcId" : { "Ref" : "VPC" },
"MapPublicIpOnLaunch": true,
"CidrBlock" : { "Fn::FindInMap" : [ "VPCLayout", "PublicSubnetConfig", "CIDR" ]},
"AvailabilityZone" : {
"Fn::Select" : [
"0",
{
"Fn::GetAZs" : ""
}
]
},
"Tags" : [
{
"Key" : "Name",
"Value" : "Public Subnet"
}
]
}
},
"PublicRouteTable" : {
"Type" : "AWS::EC2::RouteTable",
"DependsOn" : [
"VPC",
"AttachGateway"
],
"Properties" : {
"VpcId" : {
"Ref" : "VPC"
},
"Tags" : [
{
"Key" : "Name",
"Value" : "Public"
}
]
}
},
"PublicRoute" : {
"Type" : "AWS::EC2::Route",
"DependsOn" : [
"PublicRouteTable",
"AttachGateway"
],
"Properties" : {
"RouteTableId" : {
"Ref" : "PublicRouteTable"
},
"DestinationCidrBlock" : "0.0.0.0/0",
"GatewayId" : {
"Ref" : "InternetGateway"
}
}
},
"PublicSubnetRouteTableAssociation" : {
"Type" : "AWS::EC2::SubnetRouteTableAssociation",
"DependsOn" : [
"PublicRouteTable",
"PublicSubnet",
"AttachGateway"
],
"Properties" : {
"SubnetId" : {
"Ref" : "PublicSubnet"
},
"RouteTableId" : {
"Ref" : "PublicRouteTable"
}
}
},
"SecurityGroup" : {
"Type" : "AWS::EC2::SecurityGroup",
"DependsOn" : "AttachGateway",
"Properties" : {
"GroupDescription" : "Security Group for ShoppingCart",
"VpcId" : {
"Ref" : "VPC"
},
"Tags" : [
{
"Key" : "Name",
"Value" : "SecurityGroup"
}
]
}
},
"SecurityGroupApps" : {
"Type" : "AWS::EC2::SecurityGroupIngress",
"DependsOn" : "SecurityGroup",
"Properties" : {
"GroupId" : { "Ref" : "SecurityGroup" },
"IpProtocol" : "tcp",
"FromPort" : 0,
"ToPort" : 65535,
"SourceSecurityGroupId" : { "Ref" : "SecurityGroup" }
}
},
"SecurityGroupAppsSSH" : {
"Type" : "AWS::EC2::SecurityGroupIngress",
"DependsOn" : "SecurityGroup",
"Properties" : {
"GroupId" : { "Ref" : "SecurityGroup" },
"IpProtocol" : "tcp",
"FromPort" : 22,
"ToPort" : 22,
"CidrIp" : "0.0.0.0/0"
}
},
"RedshiftClusterSubnet": {
"Type": "AWS::Redshift::ClusterSubnetGroup",
"Properties": {
"Description" : "ShoppintCart Redshit Subnet",
"SubnetIds" : [ {"Ref": "PublicSubnet"} ]
}
},
"RedshiftCluster": {
"Type": "AWS::Redshift::Cluster",
"Properties": {
"VpcSecurityGroupIds": [{"Ref": "SecurityGroup"}],
"ClusterType": "single-node",
"DBName": "shoppingcart",
"MasterUsername": {"Ref": "RedshiftUserName"},
"MasterUserPassword": {"Ref": "RedshiftPassword"},
"NodeType": "dc1.large",
"PubliclyAccessible": true,
"ClusterSubnetGroupName": {"Ref": "RedshiftClusterSubnet"}
}
},
"DataPipeline": {
"Type" : "AWS::DataPipeline::Pipeline",
"Properties" : {
"Activate" : true,
"Description" : "Pipeline to process Shopping Cart events and store them in Redshift",
"Name" : "DataProcessingPipeline",
"PipelineObjects" : [
{
"Name": "Every 1 hour",
"Id": "DefaultSchedule",
"Fields": [
{"Key": "type", "StringValue": "Schedule"},
{"Key": "period", "StringValue": "1 Hour"},
{"Key": "startAt", "StringValue": "FIRST_ACTIVATION_DATE_TIME"}
]
},
{
"Name": "ImportToRedshift",
"Id": "RedshiftCopyActivityId_xW6OZ",
"Fields": [
{"Key": "output", "RefValue": "DataNodeId_ANgH8"},
{"Key": "input", "RefValue": "DataNodeId_5INVj"},
{"Key": "schedule", "RefValue": "DefaultSchedule"},
{"Key": "dependsOn", "RefValue": "PigActivityId_U8gUA"},
{"Key": "runsOn", "RefValue": "ResourceId_IcqMi"},
{"Key": "transformSql", "StringValue": "select customer, cart, duration, buy, added, removed, thinking, cartstart, (TIMESTAMP 'epoch' + cartstart * INTERVAL '1 Second ') as cartstarttime from staging"},
{"Key": "type", "StringValue": "RedshiftCopyActivity"},
{"Key": "insertMode", "StringValue": "APPEND"}
]
},
{
"Name": "Default",
"Id": "Default",
"Fields": [
{"Key": "schedule", "RefValue": "DefaultSchedule"},
{"Key": "type", "StringValue": "Default"},
{"Key": "failureAndRerunMode", "StringValue": "CASCADE"},
{"Key": "resourceRole", "StringValue": {"Ref": "DataPipelineResourceRoleProfile"}},
{"Key": "role", "StringValue": {"Ref": "DataPipelineRole"}},
{"Key": "pipelineLogUri", "StringValue": {"Ref": "LogsUrl"}},
{"Key": "scheduleType", "StringValue": "cron"}
]
},
{
"Name": "RedshiftInputData",
"Id": "DataNodeId_5INVj",
"Fields": [
{"Key": "schedule", "RefValue": "DefaultSchedule"},
{"Key": "dataFormat", "RefValue": "DataFormatId_aos53"},
{"Key": "filePath", "StringValue": { "Fn::Join": ["", [ "s3://", {"Ref": "S3Bucket"}, "/redshift/#{format(minusHours(@scheduledStartTime,1),'YYYY/MM/dd/HH')}/part"]]}},
{"Key": "type", "StringValue": "S3DataNode"}
]
},
{
"Name": "SQLRunCommand",
"Id": "ResourceId_IcqMi",
"Fields": [
{"Key": "schedule", "RefValue": "DefaultSchedule"},
{"Key": "subnetId", "StringValue": {"Ref": "PublicSubnet"}},
{"Key": "role", "StringValue": {"Ref": "DataPipelineRole"}},
{"Key": "imageId", "StringValue": { "Fn::FindInMap" : [ "AmazonLinuxAMI", { "Ref" : "AWS::Region" }, "AMI" ] }},
{"Key": "instanceType", "StringValue": {"Ref": "InstanceType"}},
{"Key": "type", "StringValue": "Ec2Resource"},
{"Key": "terminateAfter", "StringValue": "3 Hours"},
{"Key": "resourceRole", "StringValue": {"Ref": "DataPipelineResourceRoleProfile"}},
{"Key": "securityGroupIds", "StringValue": {"Ref": "SecurityGroup"}},
{"Key": "keyPair", "StringValue": {"Ref": "KeyName"}},
{"Key": "associatePublicIpAddress", "StringValue": "true"}
]
},
{
"Name": "TransformationCluster",
"Id": "EmrClusterId_rpW2P",
"Fields": [
{"Key": "schedule", "RefValue": "DefaultSchedule"},
{"Key": "coreInstanceCount", "StringValue": "1"},
{"Key": "keyPair", "StringValue": {"Ref": "KeyName"}},
{"Key": "releaseLabel", "StringValue": {"Ref": "EMRRelease"}},
{"Key": "subnetId", "StringValue": {"Ref": "PublicSubnet"}},
{"Key": "type", "StringValue": "EmrCluster"},
{"Key": "masterInstanceType", "StringValue": {"Ref": "EMRInstanceType"}},
{"Key": "terminateAfter", "StringValue": "3 Hours"}
]
},
{
"Name": "DataTransformation",
"Id": "PigActivityId_U8gUA",
"Fields": [
{"Key": "schedule", "RefValue": "DefaultSchedule"},
{"Key": "runsOn", "RefValue": "EmrClusterId_rpW2P"},
{"Key": "type", "StringValue": "PigActivity"},
{"Key": "scriptVariable", "StringValue": "inputdate=#{format(minusHours(@scheduledStartTime,1),'YYYY/MM/dd/HH')}"},
{"Key": "script", "StringValue": { "Fn::Join": ["", [ "DATA = LOAD 's3://", {"Ref": "S3Bucket"}, "/streams/$inputdate/*' USING JsonLoader('type:chararray,timestamp:int,customer:int,cart:long,product:chararray, productlist: chararray');\nDATA2 = FILTER DATA BY type is not null;\nCARTS = GROUP DATA2 BY cart;\nCARTDATA = FOREACH CARTS { \n\tLOGIN = FILTER DATA2 BY type == 'login';\n\tADDED = FILTER DATA2 BY type == 'productAdded';\n\tREMOVED = FILTER DATA2 BY type == 'productRemoved';\n\tBUY = FILTER DATA2 BY type == 'cartBuy';\n\tGENERATE MAX(DATA2.customer) AS customer, group AS cart, MAX(DATA2.timestamp)-MIN(DATA2.timestamp) AS duration, \n\t\tIsEmpty(BUY) AS buy, COUNT_STAR(ADDED) AS added, \n\t\tCOUNT_STAR(REMOVED) AS removed, MAX(DATA2.timestamp)-MAX(ADDED.timestamp) AS thinking,\n\t\tMIN(LOGIN.timestamp) AS timestamp, '\"\"';\n};\nSTORE CARTDATA INTO 's3://", {"Ref": "S3Bucket"}, "/redshift/$inputdate/' USING PigStorage(',');"]]}}
]
},
{
"Name": "RedshiftInputFormat",
"Id": "DataFormatId_aos53",
"Fields": [
{"Key": "type", "StringValue": "CSV"}
]
},
{
"Name": "RedshiftDatabase",
"Id": "RedshiftDatabaseId_Q1Cnk",
"Fields": [
{"Key": "connectionString", "StringValue": {"Fn::Join": ["", ["jdbc:redshift://", {"Fn::GetAtt": ["RedshiftCluster", "Endpoint.Address"]}, ":", {"Fn::GetAtt": ["RedshiftCluster", "Endpoint.Port"]}, "/shoppingcart"]]} },
{"Key": "*password", "StringValue": {"Ref": "RedshiftPassword"}},
{"Key": "type", "StringValue": "RedshiftDatabase"},
{"Key": "username", "StringValue": {"Ref": "RedshiftUserName"}}
]
},
{
"Name": "RedshiftNode",
"Id": "DataNodeId_ANgH8",
"Fields": [
{"Key": "schedule", "RefValue": "DefaultSchedule"},
{"Key": "database", "RefValue": "RedshiftDatabaseId_Q1Cnk"},
{"Key": "createTableSql", "StringValue": "CREATE TABLE shoppingcart\n(\n customer integer,\n cart bigint,\n duration integer,\n buy varchar(10),\n added integer,\n removed integer,\n thinking integer,\n cartstart bigint,\n cartstarttime timestamp\n) \ndistkey (customer) \nsortkey (cartstarttime);"},
{"Key": "type", "StringValue": "RedshiftDataNode"},
{"Key": "tableName", "StringValue": "shoppingcart"}
]
}
]
}
},
"DataPipelineML": {
"Type" : "AWS::DataPipeline::Pipeline",
"Properties" : {
"Activate" : true,
"Description" : "Pipeline to process Shopping Cart events and train a MachineLearning model",
"Name" : "DataProcessingToMachineLearning",
"PipelineObjects" : [
{
"Name": "CreateMLModel",
"Id": "ShellCommandActivityId_CCzdd",
"Fields": [
{"Key": "dependsOn", "RefValue": "PigActivityId_U8gUA"},
{"Key": "runsOn", "RefValue": "ResourceId_PLRU0"},
{"Key": "command", "StringValue": { "Fn::Join": ["", [ "wget https://raw.githubusercontent.com/jros2300/shoppingcart_demo/master/createML.py\nsudo yum install -y python-pip\nsudo pip install boto3\npython createML.py -b ", {"Ref": "S3Bucket"}, " -r ", { "Ref" : "AWS::Region" }]]}},
{"Key": "type", "StringValue": "ShellCommandActivity"}
]
},
{
"Name": "Default",
"Id": "Default",
"Fields": [
{"Key": "type", "StringValue": "Default"},
{"Key": "failureAndRerunMode", "StringValue": "CASCADE"},
{"Key": "resourceRole", "StringValue": {"Ref": "DataPipelineResourceRoleProfile"}},
{"Key": "role", "StringValue": {"Ref": "DataPipelineRole"}},
{"Key": "pipelineLogUri", "StringValue": {"Ref": "LogsUrl"}},
{"Key": "scheduleType", "StringValue": "ONDEMAND"}
]
},
{
"Name": "EC2Instance",
"Id": "ResourceId_PLRU0",
"Fields": [
{"Key": "subnetId", "StringValue": {"Ref": "PublicSubnet"}},
{"Key": "role", "StringValue": {"Ref": "DataPipelineRole"}},
{"Key": "imageId", "StringValue": { "Fn::FindInMap" : [ "AmazonLinuxAMI", { "Ref" : "AWS::Region" }, "AMI" ] }},
{"Key": "instanceType", "StringValue": {"Ref": "InstanceType"}},
{"Key": "type", "StringValue": "Ec2Resource"},
{"Key": "terminateAfter", "StringValue": "3 Hours"},
{"Key": "resourceRole", "StringValue": {"Ref": "DataPipelineResourceRoleProfile"}},
{"Key": "securityGroupIds", "StringValue": {"Ref": "SecurityGroup"}},
{"Key": "keyPair", "StringValue": {"Ref": "KeyName"}},
{"Key": "associatePublicIpAddress", "StringValue": "true"}
]
},
{
"Name": "TransformationCluster",
"Id": "EmrClusterId_rpW2P",
"Fields": [
{"Key": "coreInstanceCount", "StringValue": "1"},
{"Key": "keyPair", "StringValue": {"Ref": "KeyName"}},
{"Key": "releaseLabel", "StringValue": {"Ref": "EMRRelease"}},
{"Key": "type", "StringValue": "EmrCluster"},
{"Key": "subnetId", "StringValue": {"Ref": "PublicSubnet"}},
{"Key": "masterInstanceType", "StringValue": {"Ref": "EMRInstanceType"}},
{"Key": "terminateAfter", "StringValue": "3 Hours"}
]
},
{
"Name": "DataTransformation",
"Id": "PigActivityId_U8gUA",
"Fields": [
{"Key": "runsOn", "RefValue": "EmrClusterId_rpW2P"},
{"Key": "type", "StringValue": "PigActivity"},
{"Key": "scriptVariable", "StringValue": "inputdate=#{format(minusDays(@scheduledStartTime,1),'YYYY/MM/dd')}"},
{"Key": "script", "StringValue": { "Fn::Join": ["", [ "DATA = LOAD 's3://", {"Ref": "S3Bucket"}, "/streams/$inputdate/*/*' USING JsonLoader('type:chararray,timestamp:int,customer:int,cart:long,product:chararray, productlist: chararray');\nDATA2 = FILTER DATA BY type is not null;\nCARTS = GROUP DATA2 BY cart;\nCARTDATA = FOREACH CARTS { \n\tLOGIN = FILTER DATA2 BY type == 'login';\n\tADDED = FILTER DATA2 BY type == 'productAdded';\n\tREMOVED = FILTER DATA2 BY type == 'productRemoved';\n\tBUY = FILTER DATA2 BY type == 'cartBuy';\n\tBUYORDISCART = FILTER DATA2 BY type == 'cartBuy' OR type == 'cartDiscard';\n\tGENERATE MAX(DATA2.customer) AS customer, group AS cart, MAX(DATA2.timestamp)-MIN(LOGIN.timestamp) AS duration, \n\t\tIsEmpty(BUY) AS buy, COUNT_STAR(ADDED) AS added, \n\t\tCOUNT_STAR(REMOVED) AS removed, MAX(DATA2.timestamp)-MAX(ADDED.timestamp) AS thinking,\n\t\tBagToString(ADDED.product, '-') AS productsadded, BagToString(REMOVED.product, '-') AS productsremoved,\n\t\tBagToString(BUYORDISCART.productlist, '-'), MIN(LOGIN.timestamp) AS timestamp;\n};\nSTORE CARTDATA INTO 's3://", {"Ref": "S3Bucket"}, "/ml/$inputdate/' USING PigStorage(',');"]]}}
]
}
]
}
},
"DataPipelineRole": {
"Type": "AWS::IAM::Role",
"Properties": {
"AssumeRolePolicyDocument": {
"Version" : "2012-10-17",
"Statement": [ {
"Effect": "Allow",
"Principal": {
"Service": [ "datapipeline.amazonaws.com", "elasticmapreduce.amazonaws.com" ]
},
"Action": [ "sts:AssumeRole" ]
} ]
},
"ManagedPolicyArns": [
"arn:aws:iam::aws:policy/service-role/AWSDataPipelineRole"
],
"Path": "/"
}
},
"DataPipelineResourceRole": {
"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/service-role/AmazonEC2RoleforDataPipelineRole",
"arn:aws:iam::aws:policy/AmazonMachineLearningFullAccess"
],
"Path": "/"
}
},
"DataPipelineResourceRoleProfile": {
"Type": "AWS::IAM::InstanceProfile",
"Properties": {
"Path": "/",
"Roles": [ {
"Ref": "DataPipelineResourceRole"
} ]
}
},
"InstanceRole": {
"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/AmazonKinesisFirehoseFullAccess"
],
"Path": "/"
}
},
"InstanceProfile": {
"Type": "AWS::IAM::InstanceProfile",
"Properties": {
"Path": "/",
"Roles": [ {
"Ref": "InstanceRole"
} ]
}
},
"DataGeneration": {
"Type": "AWS::EC2::Instance",
"Properties": {
"KeyName": { "Ref": "KeyName" },
"ImageId": { "Fn::FindInMap" : [ "AmazonLinuxAMI", { "Ref" : "AWS::Region" }, "AMI" ] },
"InstanceType": { "Ref": "InstanceType" },
"IamInstanceProfile": { "Ref" : "InstanceProfile" },
"NetworkInterfaces": [ {
"AssociatePublicIpAddress": "true",
"DeviceIndex": "0",
"GroupSet": [{ "Ref" : "SecurityGroup" }],
"SubnetId": { "Ref" : "PublicSubnet" }
} ],
"UserData": { "Fn::Base64" : { "Fn::Join" : ["", [
"#!/bin/bash\n",
"yum update -y aws-cfn-bootstrap\n",
"yum -y install golang\n",
"wget https://s3-eu-west-1.amazonaws.com/amzsup/DataGeneration.go\n",
"GOPATH=/root go get github.com/aws/aws-sdk-go/...\n",
"GOPATH=/root go get github.com/agoussia/godes\n",
"GOPATH=/root go build DataGeneration.go\n",
"cp DataGeneration /usr/local/bin/\n",
"echo '*/5 * * * * root /usr/local/bin/DataGeneration >> /var/log/datageneration' >> /etc/crontab\n",
"service crond restart\n"
]]}},
"Tags" : [
{ "Key" : "Name", "Value" : "Data Generation" }
]
}
}
}
}