├── .gitignore
├── LICENSE
├── README.md
├── examples
    ├── cloudwatch.json
    └── kinesis.json
├── feed-stream.js
├── functions
    ├── ventilator.js
    └── worker.js
├── package-lock.json
├── package.json
└── serverless.yml


/.gitignore:
--------------------------------------------------------------------------------
 1 | # Logs
 2 | logs
 3 | *.log
 4 | npm-debug.log*
 5 | yarn-debug.log*
 6 | yarn-error.log*
 7 | 
 8 | # Runtime data
 9 | pids
10 | *.pid
11 | *.seed
12 | *.pid.lock
13 | 
14 | # Directory for instrumented libs generated by jscoverage/JSCover
15 | lib-cov
16 | 
17 | # Coverage directory used by tools like istanbul
18 | coverage
19 | 
20 | # nyc test coverage
21 | .nyc_output
22 | 
23 | # Grunt intermediate storage (http://gruntjs.com/creating-plugins#storing-task-files)
24 | .grunt
25 | 
26 | # Bower dependency directory (https://bower.io/)
27 | bower_components
28 | 
29 | # node-waf configuration
30 | .lock-wscript
31 | 
32 | # Compiled binary addons (https://nodejs.org/api/addons.html)
33 | build/Release
34 | 
35 | # Dependency directories
36 | node_modules/
37 | jspm_packages/
38 | 
39 | # TypeScript v1 declaration files
40 | typings/
41 | 
42 | # Optional npm cache directory
43 | .npm
44 | 
45 | # Optional eslint cache
46 | .eslintcache
47 | 
48 | # Optional REPL history
49 | .node_repl_history
50 | 
51 | # Output of 'npm pack'
52 | *.tgz
53 | 
54 | # Yarn Integrity file
55 | .yarn-integrity
56 | 
57 | # dotenv environment variables file
58 | .env
59 | 
60 | # next.js build output
61 | .next
62 | 
63 | .vscode
64 | 
65 | .serverless


--------------------------------------------------------------------------------
/LICENSE:
--------------------------------------------------------------------------------
 1 | MIT License
 2 | 
 3 | Copyright (c) 2019 Yan Cui
 4 | 
 5 | Permission is hereby granted, free of charge, to any person obtaining a copy
 6 | of this software and associated documentation files (the "Software"), to deal
 7 | in the Software without restriction, including without limitation the rights
 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 9 | copies of the Software, and to permit persons to whom the Software is
10 | furnished to do so, subject to the following conditions:
11 | 
12 | The above copyright notice and this permission notice shall be included in all
13 | copies or substantial portions of the Software.
14 | 
15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21 | SOFTWARE.
22 | 


--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
 1 | # self-adjusting-kinesis-function-demo
 2 | 
 3 | Demo app to illustrate how to write a Lambda function that self-adjusts its batch size to control throughput of Kinesis events
 4 | 
 5 | ## Getting started
 6 | 
 7 | To deploy this project:
 8 | 
 9 | 1. run `npm install` to restore all dependencies
10 | 
11 | 2. run `npm run deploy`, which would deploy the project using the [Serverless framework](https://serverless.com/framework/).
12 | 
13 | ## What's included in this project
14 | 
15 | * A `worker` function which lets you control how often it will receive a slow or error response via the environment variables `SLOW_PERCENTAGE` and `ERROR_PERCENTAGE`.
16 | 
17 | ```yml
18 | worker:
19 |   handler: functions/worker.handler
20 |   timeout: 6
21 |   environment:
22 |     SLOW_PERCENTAGE: 10
23 |     ERROR_PERCENTAGE: 10
24 | ```
25 | 
26 | * A `ventilator` function which process data from Kinesis in batches and fans them out to the `worker` function. In addition, it does the following:
27 | 
28 |   * dedup records against DynamoDB to avoid processing the same record twice.
29 |   * performs retry (up to 3 attempts) by excepting when it encounters partial failures.
30 |   * decrements batch size by 1 if slow + error accounts for over 50% of all tasks.
31 |   * disables the event trigger altogether when reaching batch size of 0.
32 |   * if all tasks were processed quickly and no errors then increment the batch size by 1 at a time, up to the configured max (via the `MAX_BATCH_SIZE` environment variable).
33 |   * cron job (every 10 mins) that re-enables the stream if it was disabled.
34 | 
35 | * A `feed-stream` script that will continuously write data to the stream. To run the script, run `node feed-stream.js`.


--------------------------------------------------------------------------------
/examples/cloudwatch.json:
--------------------------------------------------------------------------------
 1 | {
 2 |   "version": "0",
 3 |   "id": "6bc856c8-6a21-3195-af1f-4fef7410e0d4",
 4 |   "detail-type": "Scheduled Event",
 5 |   "source": "aws.events",
 6 |   "account": "374852340823",
 7 |   "time": "2019-05-15T00:16:33Z",
 8 |   "region": "us-east-1",
 9 |   "resources": [
10 |       "arn:aws:events:us-east-1:374852340823:rule/kinesis-self-adjusting-de-VentilatorEventsRuleSche-1NJEV92KIUSF2"
11 |   ],
12 |   "detail": {}
13 | }
14 | 


--------------------------------------------------------------------------------
/examples/kinesis.json:
--------------------------------------------------------------------------------
 1 | {
 2 |     "Records": [
 3 |         {
 4 |             "kinesis": {
 5 |                 "kinesisSchemaVersion": "1.0",
 6 |                 "partitionKey": "test",
 7 |                 "sequenceNumber": "49595726434686551835933881938286007156865948423133593602",
 8 |                 "data": "eyJpZCI6Njg5fQ==",
 9 |                 "approximateArrivalTimestamp": 1557877302.51
10 |             },
11 |             "eventSource": "aws:kinesis",
12 |             "eventVersion": "1.0",
13 |             "eventID": "shardId-000000000000:49595726434686551835933881938286007156865948423133593602",
14 |             "eventName": "aws:kinesis:record",
15 |             "invokeIdentityArn": "arn:aws:iam::374852340823:role/kinesis-self-adjusting-dev-ventilator-us-east-1-lambdaRole",
16 |             "awsRegion": "us-east-1",
17 |             "eventSourceARN": "arn:aws:kinesis:us-east-1:374852340823:stream/kinesis-self-adjusting-dev-Stream-141KNDEDI0VS0"
18 |         }
19 |     ]
20 | }


--------------------------------------------------------------------------------
/feed-stream.js:
--------------------------------------------------------------------------------
 1 | const Promise = require('bluebird')
 2 | const AWS = require('aws-sdk')
 3 | AWS.config.region = 'us-east-1'
 4 | const Kinesis = new AWS.Kinesis()
 5 | const uuid = require('uuid/v4')
 6 | 
 7 | const sendIt = async (id) => {
 8 |   await Kinesis.putRecord({ 
 9 |     Data: JSON.stringify({ id: `${id}` }), 
10 |     StreamName: 'kinesis-self-adjusting-stream', 
11 |     PartitionKey: 'test'}).promise()
12 | }
13 | 
14 | const start = async () => {
15 |   const prefix = uuid().substring(0, 8)
16 |   let id = 1
17 |   while (true) {
18 |     sendIt(`${prefix}-${id}`)
19 |     id++
20 |     await Promise.delay(10)
21 |   }
22 | }
23 | 
24 | start()


--------------------------------------------------------------------------------
/functions/ventilator.js:
--------------------------------------------------------------------------------
  1 | const AWS = require('aws-sdk')
  2 | const Lambda = new AWS.Lambda()
  3 | const DynamoDB = new AWS.DynamoDB.DocumentClient()
  4 | const _ = require('lodash')
  5 | const debug = require("debug")("ventilator")
  6 | 
  7 | const MaxBatchSize = parseInt(process.env.MAX_BATCH_SIZE)
  8 | const LatencyThreshold = parseInt(process.env.LATENCY_THRESHOLD)
  9 | const EventSourceArn = process.env.KINESIS_ARN
 10 | const FunctionName = process.env.AWS_LAMBDA_FUNCTION_NAME
 11 | const WorkerFunctionName = process.env.WORKER_FUNCTION_NAME
 12 | const TableName = process.env.TABLE_NAME
 13 | 
 14 | let eventSourceMapping
 15 | 
 16 | const getCurrentDate = () => new Date().toJSON().substr(0, 10)
 17 | 
 18 | const getMapping = async () => {
 19 |   const listResp = await Lambda.listEventSourceMappings({
 20 |     EventSourceArn,
 21 |     FunctionName,
 22 |     MaxItems: 1,
 23 |   }).promise()
 24 |   
 25 |   const mapping = listResp.EventSourceMappings[0]
 26 |   debug(JSON.stringify(mapping))
 27 |   const { UUID, BatchSize } = mapping
 28 |   return { UUID, BatchSize }
 29 | }
 30 | 
 31 | const decrementBatchSize = async () => {
 32 |   eventSourceMapping = await getMapping()
 33 |   if (eventSourceMapping.BatchSize > 1) {
 34 |     console.log(`decrementing batch size to ${eventSourceMapping.BatchSize - 1}`)
 35 |     await Lambda.updateEventSourceMapping({
 36 |       UUID: eventSourceMapping.UUID,
 37 |       BatchSize: eventSourceMapping.BatchSize - 1,
 38 |       FunctionName,
 39 |       Enabled: true
 40 |     }).promise()
 41 | 
 42 |     eventSourceMapping.BatchSize--
 43 |   } else {
 44 |     console.log('already at batch size of 1, disabling...')
 45 |     await Lambda.updateEventSourceMapping({
 46 |       UUID: eventSourceMapping.UUID,
 47 |       BatchSize: eventSourceMapping.BatchSize,
 48 |       FunctionName,
 49 |       Enabled: false
 50 |     }).promise()
 51 |   }
 52 | }
 53 | 
 54 | const incrementBatchSize = async () => {
 55 |   eventSourceMapping = await getMapping()
 56 |   if (eventSourceMapping.BatchSize < MaxBatchSize) {
 57 |     console.log(`incrementing batch size to ${eventSourceMapping.BatchSize + 1}`)
 58 |     await Lambda.updateEventSourceMapping({
 59 |       UUID: eventSourceMapping.UUID,
 60 |       BatchSize: eventSourceMapping.BatchSize + 1,
 61 |       FunctionName,
 62 |       Enabled: true
 63 |     }).promise()
 64 | 
 65 |     eventSourceMapping.BatchSize++
 66 |   }
 67 | }
 68 | 
 69 | const enableStream = async () => {
 70 |   eventSourceMapping = await getMapping()  
 71 |   await Lambda.updateEventSourceMapping({
 72 |     UUID: eventSourceMapping.UUID,
 73 |     BatchSize: eventSourceMapping.BatchSize,
 74 |     FunctionName,
 75 |     Enabled: true
 76 |   }).promise()
 77 | }
 78 | 
 79 | const doTask = async ({ id }) => {
 80 |   const start = Date.now()
 81 |   try {
 82 |     const resp = await Lambda.invoke({
 83 |       FunctionName: WorkerFunctionName,
 84 |       InvocationType: 'RequestResponse',
 85 |       Payload: JSON.stringify({ id })
 86 |     }).promise()
 87 |     const end = Date.now()
 88 |     
 89 |     if (resp.FunctionError) {
 90 |       return { id, latency: end - start, isSuccess: false }
 91 |     }
 92 | 
 93 |     return { id, isSuccess: true, latency: end - start }
 94 |   } catch (e) {
 95 |     console.log(`${id}: task failed.`, e)
 96 |     return { id, isSuccess: false }
 97 |   }
 98 | }
 99 | 
100 | const dedupe = async (tasks) => {
101 |   const req = {
102 |     RequestItems: {
103 |       [TableName]: {
104 |         Keys: tasks.map(({ id }) => ({ 
105 |           Id: `${id}`,
106 |           Date: getCurrentDate()
107 |         }))
108 |       }
109 |     }
110 |   }
111 |   const resp = await DynamoDB.batchGet(req).promise()
112 |   const existingTasks = resp.Responses[TableName]
113 |   return tasks.filter(({ id }) => !existingTasks.some(t => 
114 |     t.Id === `${id}` && (t.IsSuccess || t.Attempts >= 3)))
115 | }
116 | 
117 | const recordJobStatus = async (results) => {
118 |   const transactItems = results.map(({ id, isSuccess }) => ({
119 |     Update: {
120 |       TableName,
121 |       Key: { Id: `${id}`, Date: getCurrentDate() },
122 |       UpdateExpression: "SET IsSuccess = :IsSuccess ADD Attempts :One",
123 |       ExpressionAttributeValues: {
124 |         ':IsSuccess': isSuccess,
125 |         ':One': 1,
126 |       }
127 |     }
128 |   }))
129 |   const req = {
130 |     TransactItems: transactItems
131 |   }
132 |   await DynamoDB.transactWrite(req).promise()
133 | }
134 | 
135 | const isPerfDeteriorating = (results) => {
136 |   const slowCount = results.filter(({ latency }) => latency > LatencyThreshold).length
137 |   const errorCount = results.filter(({ isSuccess }) => !isSuccess).length
138 | 
139 |   console.log(`slow tasks: ${slowCount} errors: ${errorCount} total: ${results.length}`)
140 | 
141 |   return (slowCount + errorCount) / results.length > 0.5
142 | }
143 | 
144 | const isPerfGood = (results) => {
145 |   const slowCount = results.filter(({ latency }) => latency > LatencyThreshold).length
146 |   const errorCount = results.filter(({ isSuccess }) => !isSuccess).length
147 | 
148 |   console.log(`slow tasks: ${slowCount} errors: ${errorCount} total: ${results.length}`)
149 |   
150 |   return slowCount === 0 && errorCount === 0
151 | }
152 | 
153 | const containsPartialFailure = (results) => {
154 |   return results.some(({ isSuccess }) => !isSuccess)
155 | }
156 | 
157 | module.exports.handler = async (event) => {
158 |   debug(JSON.stringify(event))
159 | 
160 |   if (!eventSourceMapping) {
161 |     eventSourceMapping = await getMapping()
162 |     console.log(`current batch size is ${eventSourceMapping.BatchSize}`)
163 |   }
164 | 
165 |   // a kinesis event would include Records
166 |   if (event.Records) {
167 |     console.log(`batch size: ${eventSourceMapping.BatchSize}`)
168 | 
169 |     const tasks = event.Records
170 |       .map(record => {
171 |         const json = Buffer.from(record.kinesis.data, 'base64').toString('utf8')
172 |         return JSON.parse(json)
173 |       })
174 | 
175 |     const dedupedTasks = await dedupe(tasks)    
176 | 
177 |     if (_.isEmpty(dedupedTasks)) {
178 |       console.log('nothing to process, moving on...')
179 |       return
180 |     }
181 | 
182 |     debug(`deduped tasks:\n${JSON.stringify(dedupedTasks)}`)
183 | 
184 |     // fan out!
185 |     const promises = dedupedTasks.map(doTask)
186 |     const results = await Promise.all(promises)
187 |     debug(JSON.stringify(results, undefined, 2))
188 | 
189 |     await recordJobStatus(results)
190 |     
191 |     if (isPerfDeteriorating(results)) {
192 |       console.log('performance is deteriorating, reducing batch size')
193 |       await decrementBatchSize()
194 |     } else if (isPerfGood(results) && eventSourceMapping.BatchSize < MaxBatchSize) {
195 |       console.log('performance is good, OK to increase batch size')
196 |       await incrementBatchSize()
197 |     }
198 | 
199 |     if (containsPartialFailure(results)) {
200 |       // except, to trigger the same batch for reprocessing
201 |       throw new Error('batch contains partial failure')
202 |     }
203 |   } else if (event.source === 'aws.events' && eventSourceMapping.BatchSize < MaxBatchSize) {
204 |     console.log('enabling stream...')
205 |     await enableStream()
206 |   }
207 | }
208 | 


--------------------------------------------------------------------------------
/functions/worker.js:
--------------------------------------------------------------------------------
 1 | const Promise = require('bluebird')
 2 | 
 3 | const { SLOW_PERCENTAGE, ERROR_PERCENTAGE } = process.env
 4 | const slowProbability = parseInt(SLOW_PERCENTAGE) / 100.0
 5 | const errorProbability = parseInt(ERROR_PERCENTAGE) / 100.0
 6 | 
 7 | module.exports.handler = async () => {
 8 |   if (Math.random() <= slowProbability) {
 9 |     await Promise.delay(2000)
10 |   } else if (Math.random() <= errorProbability) {
11 |     throw new Error('boom!')
12 |   }
13 | 
14 |   return {
15 |     status: 200,
16 |     body: JSON.stringify({
17 |       message: 'chaos is a ladder'
18 |     })
19 |   }
20 | }


--------------------------------------------------------------------------------
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--------------------------------------------------------------------------------
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   2 |   "name": "kinesis-self-adjusting",
   3 |   "version": "1.0.0",
   4 |   "lockfileVersion": 1,
   5 |   "requires": true,
   6 |   "dependencies": {
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  95 |         "lodash": "^4.8.0",
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  97 |         "tar-stream": "^1.5.0",
  98 |         "walkdir": "^0.0.11",
  99 |         "zip-stream": "^1.1.0"
 100 |       },
 101 |       "dependencies": {
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 106 |           "dev": true,
 107 |           "requires": {
 108 |             "lodash": "^4.17.11"
 109 |           }
 110 |         }
 111 |       }
 112 |     },
 113 |     "archiver-utils": {
 114 |       "version": "1.3.0",
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 117 |       "dev": true,
 118 |       "requires": {
 119 |         "glob": "^7.0.0",
 120 |         "graceful-fs": "^4.1.0",
 121 |         "lazystream": "^1.0.0",
 122 |         "lodash": "^4.8.0",
 123 |         "normalize-path": "^2.0.0",
 124 |         "readable-stream": "^2.0.0"
 125 |       }
 126 |     },
 127 |     "are-we-there-yet": {
 128 |       "version": "1.1.5",
 129 |       "resolved": "https://registry.npmjs.org/are-we-there-yet/-/are-we-there-yet-1.1.5.tgz",
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 131 |       "dev": true,
 132 |       "requires": {
 133 |         "delegates": "^1.0.0",
 134 |         "readable-stream": "^2.0.6"
 135 |       }
 136 |     },
 137 |     "argparse": {
 138 |       "version": "1.0.10",
 139 |       "resolved": "https://registry.npmjs.org/argparse/-/argparse-1.0.10.tgz",
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 141 |       "dev": true,
 142 |       "requires": {
 143 |         "sprintf-js": "~1.0.2"
 144 |       }
 145 |     },
 146 |     "arr-diff": {
 147 |       "version": "4.0.0",
 148 |       "resolved": "https://registry.npmjs.org/arr-diff/-/arr-diff-4.0.0.tgz",
 149 |       "integrity": "sha1-1kYQdP6/7HHn4VI1dhoyml3HxSA=",
 150 |       "dev": true
 151 |     },
 152 |     "arr-union": {
 153 |       "version": "3.1.0",
 154 |       "resolved": "https://registry.npmjs.org/arr-union/-/arr-union-3.1.0.tgz",
 155 |       "integrity": "sha1-45sJrqne+Gao8gbiiK9jkZuuOcQ=",
 156 |       "dev": true
 157 |     },
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3393 |   }
3394 | }
3395 | 


--------------------------------------------------------------------------------
/package.json:
--------------------------------------------------------------------------------
 1 | {
 2 |   "name": "kinesis-self-adjusting",
 3 |   "private": true,
 4 |   "version": "1.0.0",
 5 |   "description": "",
 6 |   "main": "index.js",
 7 |   "dependencies": {
 8 |     "aws-sdk": "^2.454.0",
 9 |     "bluebird": "^3.5.4",
10 |     "debug": "^4.1.1",
11 |     "lodash": "^4.17.11"
12 |   },
13 |   "devDependencies": {
14 |     "serverless": "^1.42.3",
15 |     "serverless-cloudside-plugin": "^1.0.3",
16 |     "serverless-iam-roles-per-function": "^2.0.1",
17 |     "uuid": "^3.3.2"
18 |   },
19 |   "scripts": {
20 |     "deploy": "sls deploy"
21 |   },
22 |   "keywords": [],
23 |   "author": "",
24 |   "license": "ISC"
25 | }
26 | 


--------------------------------------------------------------------------------
/serverless.yml:
--------------------------------------------------------------------------------
 1 | service: kinesis-self-adjusting
 2 | 
 3 | plugins:
 4 |   - serverless-iam-roles-per-function
 5 |   - serverless-cloudside-plugin
 6 | 
 7 | provider:
 8 |   name: aws
 9 |   runtime: nodejs8.10
10 | 
11 | functions:
12 |   worker:
13 |     handler: functions/worker.handler
14 |     timeout: 6
15 |     environment:
16 |       SLOW_PERCENTAGE: 10
17 |       ERROR_PERCENTAGE: 10
18 | 
19 |   ventilator:
20 |     handler: functions/ventilator.handler
21 |     events:
22 |       - stream:
23 |           type: kinesis
24 |           arn:
25 |             Fn::GetAtt: [Stream, Arn]
26 |       - schedule: rate(10 minutes)
27 |     timeout: 15
28 |     environment:
29 |       MAX_BATCH_SIZE: 10
30 |       LATENCY_THRESHOLD: 1000
31 |       TABLE_NAME: 
32 |         Ref: DynamoDB
33 |       WORKER_FUNCTION_NAME:
34 |         Ref: WorkerLambdaFunction
35 |       KINESIS_ARN: 
36 |         Fn::GetAtt: [Stream, Arn]
37 |     iamRoleStatements:
38 |       - Effect: Allow
39 |         Action: 
40 |           - lambda:ListEventSourceMappings
41 |           - lambda:UpdateEventSourceMapping
42 |         Resource: '*'
43 |       - Effect: Allow
44 |         Action: lambda:InvokeFunction
45 |         Resource:
46 |           Fn::GetAtt: [WorkerLambdaFunction, Arn]
47 |       - Effect: Allow
48 |         Action:
49 |           - dynamodb:UpdateItem
50 |           - dynamodb:BatchGetItem
51 |         Resource:
52 |           Fn::GetAtt: [DynamoDB, Arn]
53 | 
54 | # you can add CloudFormation resource templates here
55 | resources:
56 |   Resources:
57 |     Stream:
58 |       Type: AWS::Kinesis::Stream
59 |       Properties:
60 |         Name: kinesis-self-adjusting-stream
61 |         ShardCount: 1
62 | 
63 |     DynamoDB:
64 |       Type: AWS::DynamoDB::Table
65 |       Properties: 
66 |         AttributeDefinitions:
67 |           - AttributeName: Id
68 |             AttributeType: S
69 |           - AttributeName: Date
70 |             AttributeType: S
71 |         BillingMode: PAY_PER_REQUEST
72 |         KeySchema:
73 |           - AttributeName: Id
74 |             KeyType: HASH
75 |           - AttributeName: Date
76 |             KeyType: RANGE


--------------------------------------------------------------------------------