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© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Nate Slater, Senior Manager AWS Solutions Architecture
April 18, 2017
Serverless Orchestration with
AWS Step Functions
λλ
λ DBMS
λ
λ
λ
λ
λ
λ λ
λ
λ
Queue
Modern
serverless
app
Modern
serverless
app
“I want to sequence functions”
“I want to select functions based on data”
“I want to retry functions”
“I want try/catch/finally”
Functions into apps
“I have code that runs for hours”
“I want to run functions in parallel”
Coordination by method call
λ λ
λ
λ
λ
λ
λ
Coordination by function chaining
λ
λ
λ
λ
λλ
λ
Coordination by database
λλ
λ
λ
λλ
λ
Coordination by queues
λ
λ
λ
λ λλ
λ
Coordination must-haves
• Scales out
• Doesn’t lose state
• Deals with errors/timeouts
• Easy to build & operate
• Auditable
Application Lifecycle in AWS Step Functions
Visualize in the
Console
Define in JSON Monitor
Executions
Define in JSON and Then Visualize in the Console
{
”Comment”: “Hello World Example",
"StartAt” : "HelloWorld”,
"States” : {
"HelloWorld” : {
"Type” : "Task",
"Resource” :
"arn:aws:lambda:REGION:ACCOUNT_ID:function:FUNCTI
ON_NAME”,
"End” : true
}
}
}
Execute One or One Million
Start
End
HelloWorld
Start
End
HelloWorld
Start
End
HelloWorld
Start
End
HelloWorld
Start
End
HelloWorld
Start
End
HelloWorld
Start
End
HelloWorld
Start
End
HelloWorld
Monitor Executions from the Console
Seven State Types
Task A single unit of work
Choice Adds branching logic
Parallel Fork and join the data across tasks
Wait Delay for a specified time
Fail Stops an execution and marks it as a failure
Succeed Stops an execution successfully
Pass Passes its input to its output
Build Visual Workflows from State Types
Task
Choice
Fail
Parallel
How it works – API-level
Create State Machine – input is a machine spec
in a JSON DSL
Run Machine – input JSON blob, returns
Execution ID
List Executions
Describe Execution
Stop Execution
Integrate with other AWS services
• Create state machines and Activities with AWS
CloudFormation
• Call AWS Step Functions with Amazon API Gateway
• Start state machines in response to events, or on a
schedule, with Amazon CloudWatch Events
• Monitor state machine executions with Amazon CloudWatch
• Log API calls with AWS CloudTrail
Serverless Human Approval Tasks
https://aws.amazon.com/blogs/compute/
implementing-serverless-manual-approval-steps-in-aws-step-functions-and-amazon-api-gateway/
Image Recognition and Processing Backend
Task
Choice
Fail
Parallel
https://github.com/awslabs/lambda-refarch-imagerecognition
Amazon EBS Snapshot Management
https://github.com/awslabs/aws-step-functions-ebs-snapshot-mgmt
1. Tag
2. Count
3. Copy to DR region
4. Delete Expired
Whenever a new EBS
snapshot completes:
State Machines
invoked by Amazon
CloudWatch Events
(Demo)
“I want to sequence functions”
With AWS Step Functions, we can easily change and iterate
on the application workflow of our food delivery service in
order to optimize operations and continually improve
delivery times. AWS Step Functions lets us dynamically scale
the steps in our food delivery algorithm so we can manage
spikes in customer orders and meet demand.
Mathias Nitzsche, CTO, foodpanda
“
var Twit = require('twit');
var T = new Twit(require('botfiles/config.js'));
exports.handler = function myBot(event, context, callback) {
var list = event.inputList;
var textToTweet = list.shift();
var output = { inputList: list }
T.post('statuses/update',
{ status: textToTweet }, function(err, reply) {
if (err) {
console.log('error:', err); context.fail();
} else {
console.log('tweet:', reply); callback(null, output);
}
});
};
“I want to select functions based on data”
With AWS Step Functions, it was easy to build a multi-step product
updating system to ensure our database and website always have the
latest price and availability information.
AWS Step Functions let us replace a manual updating process with an
automated series of steps, including built-in retry conditions and error
handling, so we can reliably scale before a big show, and keep pace
with rapidly changing fashions.
Jared Browarnik, CTO, TheTake
“
"ChoiceState": {
"Type" : "Choice",
"Choices": [
{
"Variable": "$.productSource",
"StringEquals": "screen-scrape",
"Next": "ScreenScrapeState"
},{
"Variable": "$.productSource",
"StringEquals": "vendor-a",
"Next": "VendorA"
},{
"Variable": "$.productSource",
"StringEquals": "vendor-b",
"Next": "VendorB"
},
{
"Variable": "$.productSource",
"StringEquals": "vendor-c",
"Next":"VendorC"
},{
"Variable": "$.productSource",
"StringEquals": "updateProduct",
"Next":"UpdateProduct"
}
],
"Default": "ScreenScrapeState”
}
“I want to retry functions”
We get transient errors from a RESTful
service we depend on, once every four
or five times we call it. But if we keep
retrying, it eventually works.
“
{
"Comment": "Call out to a RESTful service",
"StartAt": "Call out",
"States": {
"Call out": {
"Type": "Task",
"Resource":
"arn:aws:lambda:eu-central-1:123456789012:function:RestCallout",
"Retry": [
{ "ErrorEquals": [ "HandledError" ], "MaxAttempts": 10 }
],
"End": true
}
}
}
“I want to run functions in parallel”
We want to send the captured image to
three OCR providers and take the result
with the highest confidence value.“
"Send for OCR": {
"Type": "Parallel",
"Next": "Pick result",
"Branches": [
{
"StartAt": "Prep1",
"States": {
"Prep1": {
"Type": "Pass",
"Result": { "inputList": [ "OCR Provider 1" ] },
"Next": "Go1"
},
"Go1": {
"Type": "Task",
"Resource": "arn:aws:lambda:eu-central-1:123456789012:function:StatesBot",
"End": true
}
}
Where does transient application
state live?
In the machine, in JSON texts
passing from state to state.A:
Q:
Input processing
{
"title": "Numbers to add",
"numbers": [ 3, 4 ]
}
{
"Type": "Task",
"InputPath": "$.numbers",
"Resource": "arn:aws:lambda…"
…
[ 3, 4 ]
Raw input:
State spec:
Task input:
Input processing
Q: InputPath not provided?
A: State gets raw input as-is.
Q: InputPath is null?
A: State gets an empty JSON object: {}
Q: InputPath produces plural output?
A: State gets it wrapped in a JSON array.
Result placement
{
"title": "Numbers to add",
"numbers": [ 3, 4 ]
}
{
"Type": "Task",
"InputPath": "$.numbers",
"ResultPath": "$.sum”,
…
Raw input:
State spec:
Output: {
"title": "Numbers to add",
"numbers": [ 3, 4 ],
”sum": 7
}
Result placement
Q: ResultPath not provided?
A: Input is discarded; raw output is used.
Q: ResultPath is null?
A: State input is state output.
Q: ResultPath produces plural output?
A: Not allowed, validator won’t accept.
“I want try/catch/finally”
AWS Step Functions makes it simple to coordinate information
from many different infrastructure systems using easy to design
workflows and create a more intelligent monitoring system for our
Platform as a Service (PaaS).
With AWS Step Functions, we can reliably automate monitoring
decisions and actions in order to reduce human intervention by
over 60%, which improves infrastructure operation productivity and
customer application availability on our platform.
Pedro Pimenta, VP R&D, OutSystems
“
13 AWS Lambda Task States
6 Choice States
1 Fail State
“I want try/catch/finally”
"Access Media": {
"Type": "Task",
"Resource": "arn:aws:lambda:eu-central-1:123456789012:function:FindMedia",
"TimeoutSeconds": 2,
"Next": "Graceful Exit",
"Retry": [
{
"ErrorEquals": [ "States.Timeout" ],
"IntervalSeconds": 2, "MaxAttempts": 2, "BackoffRate": 1.5
}
],
"Catch": [
{ "ErrorEquals": [ "States.ALL" ], "Next": "Clean Up" }
]
},
“I have code that runs for hours”
We need to gather data from our
production line, in units of 8-hour shifts.
“
More API actions
Register Activity Task - Returns ARN
Poll For task (by ARN)
Report Success
Report Failure
Report Heartbeat
"NextShift": {
"Type": "Wait",
"TimestampPath": "$.ShiftStart",
"Next": "Gather Plant Data"
},
"Gather Plant Data": {
"Type": "Task",
"Resource":
"arn:aws:states:ap-northeast-1:123456789012:activity:PlWatch",
"TimeoutSeconds": 30000,
"HeartBeatSeconds": 120,
"Next": "Clean up"
}
“I want to sequence functions”
“I want to select functions based on data”
“I want to retry functions”
“I want try/catch/finally”
Is this you?
“I have code that runs for hours”
“I want to run functions in parallel”
https://states-language.net/spec
2.5¢
How much?
per thousand
state transitions
4,000 free
transitions/month
Free tier:
Thank you!

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SMC304 Serverless Orchestration with AWS Step Functions

  • 1. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Nate Slater, Senior Manager AWS Solutions Architecture April 18, 2017 Serverless Orchestration with AWS Step Functions
  • 4. “I want to sequence functions” “I want to select functions based on data” “I want to retry functions” “I want try/catch/finally” Functions into apps “I have code that runs for hours” “I want to run functions in parallel”
  • 5.
  • 6. Coordination by method call λ λ λ λ λ λ λ
  • 7. Coordination by function chaining λ λ λ λ λλ λ
  • 10. Coordination must-haves • Scales out • Doesn’t lose state • Deals with errors/timeouts • Easy to build & operate • Auditable
  • 11.
  • 12. Application Lifecycle in AWS Step Functions Visualize in the Console Define in JSON Monitor Executions
  • 13. Define in JSON and Then Visualize in the Console { ”Comment”: “Hello World Example", "StartAt” : "HelloWorld”, "States” : { "HelloWorld” : { "Type” : "Task", "Resource” : "arn:aws:lambda:REGION:ACCOUNT_ID:function:FUNCTI ON_NAME”, "End” : true } } }
  • 14. Execute One or One Million Start End HelloWorld Start End HelloWorld Start End HelloWorld Start End HelloWorld Start End HelloWorld Start End HelloWorld Start End HelloWorld Start End HelloWorld
  • 15. Monitor Executions from the Console
  • 16. Seven State Types Task A single unit of work Choice Adds branching logic Parallel Fork and join the data across tasks Wait Delay for a specified time Fail Stops an execution and marks it as a failure Succeed Stops an execution successfully Pass Passes its input to its output
  • 17. Build Visual Workflows from State Types Task Choice Fail Parallel
  • 18.
  • 19. How it works – API-level Create State Machine – input is a machine spec in a JSON DSL Run Machine – input JSON blob, returns Execution ID List Executions Describe Execution Stop Execution
  • 20. Integrate with other AWS services • Create state machines and Activities with AWS CloudFormation • Call AWS Step Functions with Amazon API Gateway • Start state machines in response to events, or on a schedule, with Amazon CloudWatch Events • Monitor state machine executions with Amazon CloudWatch • Log API calls with AWS CloudTrail
  • 21. Serverless Human Approval Tasks https://aws.amazon.com/blogs/compute/ implementing-serverless-manual-approval-steps-in-aws-step-functions-and-amazon-api-gateway/
  • 22. Image Recognition and Processing Backend Task Choice Fail Parallel https://github.com/awslabs/lambda-refarch-imagerecognition
  • 23. Amazon EBS Snapshot Management https://github.com/awslabs/aws-step-functions-ebs-snapshot-mgmt 1. Tag 2. Count 3. Copy to DR region 4. Delete Expired Whenever a new EBS snapshot completes: State Machines invoked by Amazon CloudWatch Events
  • 25. “I want to sequence functions” With AWS Step Functions, we can easily change and iterate on the application workflow of our food delivery service in order to optimize operations and continually improve delivery times. AWS Step Functions lets us dynamically scale the steps in our food delivery algorithm so we can manage spikes in customer orders and meet demand. Mathias Nitzsche, CTO, foodpanda “
  • 26.
  • 27.
  • 28. var Twit = require('twit'); var T = new Twit(require('botfiles/config.js')); exports.handler = function myBot(event, context, callback) { var list = event.inputList; var textToTweet = list.shift(); var output = { inputList: list } T.post('statuses/update', { status: textToTweet }, function(err, reply) { if (err) { console.log('error:', err); context.fail(); } else { console.log('tweet:', reply); callback(null, output); } }); };
  • 29. “I want to select functions based on data” With AWS Step Functions, it was easy to build a multi-step product updating system to ensure our database and website always have the latest price and availability information. AWS Step Functions let us replace a manual updating process with an automated series of steps, including built-in retry conditions and error handling, so we can reliably scale before a big show, and keep pace with rapidly changing fashions. Jared Browarnik, CTO, TheTake “
  • 30.
  • 31. "ChoiceState": { "Type" : "Choice", "Choices": [ { "Variable": "$.productSource", "StringEquals": "screen-scrape", "Next": "ScreenScrapeState" },{ "Variable": "$.productSource", "StringEquals": "vendor-a", "Next": "VendorA" },{ "Variable": "$.productSource", "StringEquals": "vendor-b", "Next": "VendorB" }, { "Variable": "$.productSource", "StringEquals": "vendor-c", "Next":"VendorC" },{ "Variable": "$.productSource", "StringEquals": "updateProduct", "Next":"UpdateProduct" } ], "Default": "ScreenScrapeState” }
  • 32. “I want to retry functions” We get transient errors from a RESTful service we depend on, once every four or five times we call it. But if we keep retrying, it eventually works. “
  • 33. { "Comment": "Call out to a RESTful service", "StartAt": "Call out", "States": { "Call out": { "Type": "Task", "Resource": "arn:aws:lambda:eu-central-1:123456789012:function:RestCallout", "Retry": [ { "ErrorEquals": [ "HandledError" ], "MaxAttempts": 10 } ], "End": true } } }
  • 34. “I want to run functions in parallel” We want to send the captured image to three OCR providers and take the result with the highest confidence value.“
  • 35.
  • 36. "Send for OCR": { "Type": "Parallel", "Next": "Pick result", "Branches": [ { "StartAt": "Prep1", "States": { "Prep1": { "Type": "Pass", "Result": { "inputList": [ "OCR Provider 1" ] }, "Next": "Go1" }, "Go1": { "Type": "Task", "Resource": "arn:aws:lambda:eu-central-1:123456789012:function:StatesBot", "End": true } }
  • 37. Where does transient application state live? In the machine, in JSON texts passing from state to state.A: Q:
  • 38. Input processing { "title": "Numbers to add", "numbers": [ 3, 4 ] } { "Type": "Task", "InputPath": "$.numbers", "Resource": "arn:aws:lambda…" … [ 3, 4 ] Raw input: State spec: Task input:
  • 39. Input processing Q: InputPath not provided? A: State gets raw input as-is. Q: InputPath is null? A: State gets an empty JSON object: {} Q: InputPath produces plural output? A: State gets it wrapped in a JSON array.
  • 40. Result placement { "title": "Numbers to add", "numbers": [ 3, 4 ] } { "Type": "Task", "InputPath": "$.numbers", "ResultPath": "$.sum”, … Raw input: State spec: Output: { "title": "Numbers to add", "numbers": [ 3, 4 ], ”sum": 7 }
  • 41. Result placement Q: ResultPath not provided? A: Input is discarded; raw output is used. Q: ResultPath is null? A: State input is state output. Q: ResultPath produces plural output? A: Not allowed, validator won’t accept.
  • 42. “I want try/catch/finally” AWS Step Functions makes it simple to coordinate information from many different infrastructure systems using easy to design workflows and create a more intelligent monitoring system for our Platform as a Service (PaaS). With AWS Step Functions, we can reliably automate monitoring decisions and actions in order to reduce human intervention by over 60%, which improves infrastructure operation productivity and customer application availability on our platform. Pedro Pimenta, VP R&D, OutSystems “
  • 43. 13 AWS Lambda Task States 6 Choice States 1 Fail State “I want try/catch/finally”
  • 44.
  • 45. "Access Media": { "Type": "Task", "Resource": "arn:aws:lambda:eu-central-1:123456789012:function:FindMedia", "TimeoutSeconds": 2, "Next": "Graceful Exit", "Retry": [ { "ErrorEquals": [ "States.Timeout" ], "IntervalSeconds": 2, "MaxAttempts": 2, "BackoffRate": 1.5 } ], "Catch": [ { "ErrorEquals": [ "States.ALL" ], "Next": "Clean Up" } ] },
  • 46. “I have code that runs for hours” We need to gather data from our production line, in units of 8-hour shifts. “
  • 47. More API actions Register Activity Task - Returns ARN Poll For task (by ARN) Report Success Report Failure Report Heartbeat
  • 48. "NextShift": { "Type": "Wait", "TimestampPath": "$.ShiftStart", "Next": "Gather Plant Data" }, "Gather Plant Data": { "Type": "Task", "Resource": "arn:aws:states:ap-northeast-1:123456789012:activity:PlWatch", "TimeoutSeconds": 30000, "HeartBeatSeconds": 120, "Next": "Clean up" }
  • 49. “I want to sequence functions” “I want to select functions based on data” “I want to retry functions” “I want try/catch/finally” Is this you? “I have code that runs for hours” “I want to run functions in parallel”
  • 50.
  • 52.
  • 53. 2.5¢ How much? per thousand state transitions 4,000 free transitions/month Free tier: