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Serverless using AWS Lambda for Java Developers - Tutorial from Bharath Thippireddy (Udemy)

Section 4: Create a Serverless Project

31. Passing parameters
  • Test with event in Lambda Console
    • Event: just "Art"
  • Test locally
    • sam local invoke SimplestLambdaFunction -e events/event-string.txt
34.1 Maven Shade Plugin
  • cd SimplestLambdaFunction
  • mvn clean package -> will invoke shade plugin
  • cd ..
  • modify template.yaml to reference codeUri to JAR
  • sam deploy (WITHOUT build)
34.2 Custom build process
  1. Make sure make command is installed
  1. Create Makefile
  2. Modify template.yaml to use makefile BuildMethod
  3. Build
  • sam build
  • got uber-jar in .aws-sam/build/SimplestLambdaFunction/
  1. Deploy
  • sam deploy
  • deployed zip with jar)))
  1. Test
  • error ->
{
  "errorMessage": "Class not found: net.shyshkin.study.aws.serverless.simplest.App",
  "errorType": "java.lang.ClassNotFoundException"
}
35. Test Locally
  • sam local invoke SimplestLambdaFunction --event events/event.json
  • docker image ls
    • public.ecr.aws/sam/emulation-java11 rapid-1.36.0-x86_64
    • pulled image and executed in it
52. Invoke Remotely From Command Line
  1. Asynchronous invocation
  • return void
  • aws lambda invoke --invocation-type Event --function-name parameters-and-types-stac-ViewEnvironmentVariables-kgGuhdvUNXqN outputfile.txt
  1. Synchronous invocation without payload
  • aws lambda invoke --invocation-type RequestResponse --function-name parameters-and-types-stack-ViewContextFunction-ksJFkQHLn6nK outputfile.txt
  1. Synchronous invocation with payload
  • input number - inline
  • aws lambda invoke --cli-binary-format raw-in-base64-out --invocation-type RequestResponse --function-name parameters-and-types-stack-GetNumberFunction-5bfi9R7rI0ej --payload 123.456 outputfile.txt
  • input number - from file
  • aws lambda invoke --cli-binary-format raw-in-base64-out --invocation-type RequestResponse --function-name parameters-and-types-stack-GetNumberFunction-5bfi9R7rI0ej --payload file://events/event-number.txt outputfile.txt
  • input Array
  • aws lambda invoke --cli-binary-format raw-in-base64-out --invocation-type RequestResponse --function-name parameters-and-types-stack-GetScoresByNameFunction-CcXKamLclrTc --payload file://events/event-list.txt outputfile.txt
  • input Json Map
  • aws lambda invoke --cli-binary-format raw-in-base64-out --invocation-type RequestResponse --function-name parameters-and-types-stac-SaveEmployeeDataFunction-xtSfPd87MDGI --payload file://events/event-map.json outputfile.txt
  • input POJO
  • aws lambda invoke --cli-binary-format raw-in-base64-out --invocation-type RequestResponse --function-name parameters-and-types-stack-GetClinicalDataFunction-biyr6RLO7sGj --payload file://events/event-pojos.json outputfile.txt
Gateway to DynamoDB implementation without Lambda

Timing compare:

  1. Lambda-less approach
  • Create new order
    • First request
      • Response code: 201 (Created); Time: 455ms; Content length: 2 bytes
    • Other requests
      • Response code: 201 (Created); Time: 241ms; Content length: 2 bytes
  • Read all orders
    • Response code: 200 (OK); Time: 262ms; Content length: 537 bytes
  1. Lambda approach
  • Create new order
    • First request
      • Response code: 200 (OK); Time: 10993ms; Content length: 18 bytes <- COLD start
    • Other requests
      • Response code: 200 (OK); Time: 277ms; Content length: 18 bytes
  • Read all orders
    • Response code: 200 (OK); Time: 9628ms; Content length: 656 bytes <- COLD start
    • Response code: 200 (OK); Time: 386ms; Content length: 656 bytes

Section 8: Logging and Error Handling

94. Test Log4j logs
  • Correct Data
    • aws lambda invoke --cli-binary-format raw-in-base64-out --invocation-type Event --function-name patient-checkout-stack-PatientCheckoutLambdaFuncti-7lREXMY1aWxR --payload file://events/event.json outputfile.txt
  • Corrupt data
    • aws lambda invoke --cli-binary-format raw-in-base64-out --invocation-type Event --function-name patient-checkout-stack-PatientCheckoutLambdaFuncti-7lREXMY1aWxR --payload file://events/event-corrupt.json outputfile.txt
  • View logs
    • sam logs -n PatientCheckoutLambdaFunction --stack-name patient-checkout-stack
    • sam logs -n PatientCheckoutLambdaFunction --stack-name patient-checkout-stack -s "10min ago" -e "2min ago"
    • sam logs -n PatientCheckoutLambdaFunction --stack-name patient-checkout-stack --tail
Assignment 4.2: Corrupt Data Test (#11, #9)
  • aws lambda invoke --cli-binary-format raw-in-base64-out --invocation-type Event --function-name student-grading-stack-StudentsUpdateMonitoringFunc-dbf5rxuO6G22 --payload file://events/event-corrupt.json outputfile.txt
12.1 Optimize cold start performance for AWS Lambda - AwsCredentialsProvider

AWS Recommendations:

12.2 AWS Common Runtime HTTP Client
  1. With Netty-NIO-Client (netty-nio-client)
    • 2021-12-19 15:07:10.290 - 2021-12-19 13:07:10 [main] DEBUG StudentUpdateMonitoring - Start fetching data from s3: GetObjectRequest(Bucket=student-grading-stack-392971033516-eu-north-1, Key=studentData.json)
    • 2021-12-19 15:07:17.109 - 2021-12-19 13:07:17 [aws-java-sdk-NettyEventLoop-0-2] DEBUG request - Received successful response: 200
    • Cold S3 call took ~7s
    • REPORT RequestId: d0a64632-a7fd-47d2-9f2a-947e6eb5929c Duration: 9325.31 ms Billed Duration: 9326 ms Memory Size: 512 MB Max Memory Used: 188 MB Init Duration: 2825.91 ms
  2. With AWS Common Runtime HTTP Client (aws-crt-client)
    • 2021-12-19 16:20:23.407 - 2021-12-19 14:20:23 [main] DEBUG StudentUpdateMonitoring - Start fetching data from s3: GetObjectRequest(Bucket=student-grading-stack-392971033516-eu-north-1, Key=studentData.json)
    • 2021-12-19 16:20:24.089 - 2021-12-19 14:20:24 [main] DEBUG request - Sending Request: DefaultSdkHttpFullRequest(httpMethod=GET, protocol=https, host=student-grading-stack-392971033516-eu-north-1.s3.eu-north-1.amazonaws.com, port=443, encodedPath=/studentData.json, headers=[amz-sdk-invocation-id, User-Agent, x-amz-te], queryParameters=[])
    • 2021-12-19 16:20:24.608 - 2021-12-19 14:20:24 [Thread-0] DEBUG request - Received successful response: 200
    • REPORT RequestId: 587303b8-90c4-4712-afdd-c9097e4106ab Duration: 2234.34 ms Billed Duration: 2235 ms Memory Size: 512 MB Max Memory Used: 155 MB Init Duration: 2505.03 ms

10 Optimize patient-checkout-stack to publish to SNS asynchronously

10.1 Synchronous invocation in main thread
2021-12-20 14:41:04.111	START RequestId: ab5b8124-c26f-4e84-a47d-394e931f8936 Version: $LATEST
2021-12-20 14:41:07.629	2021-12-20 12:41:07 [main] ab5b8124-c26f-4e84-a47d-394e931f8936 INFO  PatientCheckoutLambda - Reading data from S3
2021-12-20 14:41:07.849	2021-12-20 12:41:07 [main] ab5b8124-c26f-4e84-a47d-394e931f8936 INFO  PatientCheckoutLambda - PatientCheckoutEvent{firstName='Artem-01', middleName='Viktorovych', lastName='Shyshkin', ssn='123456789'}
2021-12-20 14:41:08.110	2021-12-20 12:41:08 [main] ab5b8124-c26f-4e84-a47d-394e931f8936 INFO  PatientCheckoutLambda - Published to SNS: {"firstName":"Artem-01","middleName":"Viktorovych","lastName":"Shyshkin","ssn":"123456789"}
2021-12-20 14:41:09.509	2021-12-20 12:41:09 [main] ab5b8124-c26f-4e84-a47d-394e931f8936 INFO  PatientCheckoutLambda - {MessageId: f0b59fb1-1da8-5b16-9d0c-c58b618d5a0f,}    
.
.
.
2021-12-20 14:41:10.387	2021-12-20 12:41:10 [main] ab5b8124-c26f-4e84-a47d-394e931f8936 INFO  PatientCheckoutLambda - PatientCheckoutEvent{firstName='Arina-20', middleName='Artemivna', lastName='Shyshkina', ssn='123456781'}
2021-12-20 14:41:10.388	2021-12-20 12:41:10 [main] ab5b8124-c26f-4e84-a47d-394e931f8936 INFO  PatientCheckoutLambda - Published to SNS: {"firstName":"Arina-20","middleName":"Artemivna","lastName":"Shyshkina","ssn":"123456781"}
2021-12-20 14:41:10.411	2021-12-20 12:41:10 [main] ab5b8124-c26f-4e84-a47d-394e931f8936 INFO  PatientCheckoutLambda - {MessageId: a82f0c67-166a-5adb-b5d9-565d6a4c4bc2,}
2021-12-20 14:41:10.412	END RequestId: ab5b8124-c26f-4e84-a47d-394e931f8936
2021-12-20 14:41:10.412	REPORT RequestId: ab5b8124-c26f-4e84-a47d-394e931f8936	Duration: 6300.03 ms	Billed Duration: 6301 ms	Memory Size: 512 MB	Max Memory Used: 174 MB	Init Duration: 3448.52 ms
10.2 Synchronous client invoked on many threads
2021-12-20 15:18:16.077	START RequestId: 2b404889-728a-44db-ac5b-ed6d3c795b6e Version: $LATEST
2021-12-20 15:18:19.633	2021-12-20 13:18:19 [main] 2b404889-728a-44db-ac5b-ed6d3c795b6e INFO  PatientCheckoutLambda - Reading data from S3
.
.
.
2021-12-20 15:18:27.734	2021-12-20 13:18:27 [Thread-16]  INFO  PatientCheckoutLambda - SNS Response: {MessageId: 7449bb86-302c-5730-9b06-e1bcb4cfc0c7,}
2021-12-20 15:18:27.734	2021-12-20 13:18:27 [Thread-2]  INFO  PatientCheckoutLambda - SNS Response: {MessageId: 578f2a5a-7cdd-5049-917c-7060f83f77be,}
2021-12-20 15:18:27.734	2021-12-20 13:18:27 [Thread-14]  INFO  PatientCheckoutLambda - SNS Response: {MessageId: ac56cec5-a868-588c-8c5e-94ff2c8aa317,}
2021-12-20 15:18:27.754	END RequestId: 2b404889-728a-44db-ac5b-ed6d3c795b6e
2021-12-20 15:18:27.754	REPORT RequestId: 2b404889-728a-44db-ac5b-ed6d3c795b6e	Duration: 11676.26 ms	Billed Duration: 11677 ms	Memory Size: 512 MB	Max Memory Used: 185 MB	Init Duration: 3425.30 ms
10.3 Comparing with asynchronous client in students-grading-stack
2021-12-20 15:35:42.882	START RequestId: 485f5d28-f515-4b19-8dc5-13abfcdce37c Version: $LATEST
2021-12-20 15:35:43.221	2021-12-20 13:35:43  [main] DEBUG StudentUpdateMonitoring - File created/updated studentData-20.json
2021-12-20 15:35:43.320	2021-12-20 13:35:43  [main] DEBUG StudentUpdateMonitoring - Start fetching data from s3: GetObjectRequest(Bucket=student-grading-stack-392971033516-eu-north-1, Key=studentData-20.json)
2021-12-20 15:35:44.080	2021-12-20 13:35:44  [main] DEBUG request - Sending Request: DefaultSdkHttpFullRequest(httpMethod=GET, protocol=https, host=student-grading-stack-392971033516-eu-north-1.s3.eu-north-1.amazonaws.com, port=443, encodedPath=/studentData-20.json, headers=[amz-sdk-invocation-id, User-Agent, x-amz-te], queryParameters=[])
2021-12-20 15:35:44.704	2021-12-20 13:35:44  [Thread-0] DEBUG request - Received successful response: 200
2021-12-20 15:35:45.022	2021-12-20 13:35:45  [sdk-async-response-0-0] DEBUG StudentUpdateMonitoring - Data fetched from s3 bucket: [
...
2021-12-20 15:35:45.302	2021-12-20 13:35:45  [sdk-async-response-0-0] DEBUG request - Sending Request: DefaultSdkHttpFullRequest(httpMethod=POST, protocol=https, host=sns.eu-north-1.amazonaws.com, encodedPath=, headers=[amz-sdk-invocation-id, Content-Length, Content-Type, User-Agent], queryParameters=[])
2021-12-20 15:35:45.321	2021-12-20 13:35:45  [sdk-async-response-0-0] DEBUG request - Sending Request: DefaultSdkHttpFullRequest(httpMethod=POST, protocol=https, host=sns.eu-north-1.amazonaws.com, encodedPath=, headers=[amz-sdk-invocation-id, Content-Length, Content-Type, User-Agent], queryParameters=[])
2021-12-20 15:35:45.341	2021-12-20 13:35:45  [sdk-async-response-0-0] DEBUG request - Sending Request: DefaultSdkHttpFullRequest(httpMethod=POST, protocol=https, host=sns.eu-north-1.amazonaws.com, encodedPath=, headers=[amz-sdk-invocation-id, Content-Length, Content-Type, User-Agent], queryParameters=[])
2021-12-20 15:35:45.360	2021-12-20 13:35:45  [sdk-async-response-0-0] DEBUG request - Sending Request: DefaultSdkHttpFullRequest(httpMethod=POST, protocol=https, host=sns.eu-north-1.amazonaws.com, encodedPath=, headers=[amz-sdk-invocation-id, Content-Length, Content-Type, User-Agent], queryParameters=[])
2021-12-20 15:35:45.441	2021-12-20 13:35:45  [sdk-async-response-0-0] DEBUG request - Sending Request: DefaultSdkHttpFullRequest(httpMethod=POST, protocol=https, host=sns.eu-north-1.amazonaws.com, encodedPath=, headers=[amz-sdk-invocation-id, Content-Length, Content-Type, User-Agent], queryParameters=[])
2021-12-20 15:35:45.461	2021-12-20 13:35:45  [sdk-async-response-0-0] DEBUG request - Sending Request: DefaultSdkHttpFullRequest(httpMethod=POST, protocol=https, host=sns.eu-north-1.amazonaws.com, encodedPath=, headers=[amz-sdk-invocation-id, Content-Length, Content-Type, User-Agent], queryParameters=[])
2021-12-20 15:35:45.480	2021-12-20 13:35:45  [sdk-async-response-0-0] DEBUG request - Sending Request: DefaultSdkHttpFullRequest(httpMethod=POST, protocol=https, host=sns.eu-north-1.amazonaws.com, encodedPath=, headers=[amz-sdk-invocation-id, Content-Length, Content-Type, User-Agent], queryParameters=[])
2021-12-20 15:35:45.482	2021-12-20 13:35:45  [sdk-async-response-0-0] DEBUG request - Sending Request: DefaultSdkHttpFullRequest(httpMethod=POST, protocol=https, host=sns.eu-north-1.amazonaws.com, encodedPath=, headers=[amz-sdk-invocation-id, Content-Length, Content-Type, User-Agent], queryParameters=[])
2021-12-20 15:35:45.500	2021-12-20 13:35:45  [Thread-0] DEBUG request - Received successful response: 200
2021-12-20 15:35:45.501	2021-12-20 13:35:45  [sdk-async-response-0-0] DEBUG request - Sending Request: DefaultSdkHttpFullRequest(httpMethod=POST, protocol=https, host=sns.eu-north-1.amazonaws.com, encodedPath=, headers=[amz-sdk-invocation-id, Content-Length, Content-Type, User-Agent], queryParameters=[])
2021-12-20 15:35:45.520	2021-12-20 13:35:45  [sdk-async-response-0-0] DEBUG request - Sending Request: DefaultSdkHttpFullRequest(httpMethod=POST, protocol=https, host=sns.eu-north-1.amazonaws.com, encodedPath=, headers=[amz-sdk-invocation-id, Content-Length, Content-Type, User-Agent], queryParameters=[])
...
2021-12-20 15:35:46.339	2021-12-20 13:35:46  [sdk-async-response-2-7] DEBUG StudentUpdateMonitoring - Response of publishing to SNS: PublishResponse(MessageId=dbf29833-adf3-56ea-9ece-c2092501aeb2)
2021-12-20 15:35:46.361	2021-12-20 13:35:46  [sdk-async-response-2-3] DEBUG StudentUpdateMonitoring - Response of publishing to SNS: PublishResponse(MessageId=2307ed26-4f4c-5221-a86e-b71cc7be7418)
2021-12-20 15:35:46.361	2021-12-20 13:35:46  [Thread-1] DEBUG request - Received successful response: 200
2021-12-20 15:35:46.379	2021-12-20 13:35:46  [sdk-async-response-2-2] DEBUG StudentUpdateMonitoring - Response of publishing to SNS: PublishResponse(MessageId=230482fc-05c3-5e29-a846-d8c68d315e31)
2021-12-20 15:35:46.399	END RequestId: 485f5d28-f515-4b19-8dc5-13abfcdce37c
2021-12-20 15:35:46.399	REPORT RequestId: 485f5d28-f515-4b19-8dc5-13abfcdce37c	Duration: 3517.01 ms	Billed Duration: 3518 ms	Memory Size: 512 MB	Max Memory Used: 163 MB	Init Duration: 2520.09 ms
10.4 Parallel stream (but no ForkJoinPool)
2021-12-20 15:53:56.955	START RequestId: 2c74d5d2-38ba-455c-8c65-3e57cd6cbfa9 Version: $LATEST
2021-12-20 15:54:00.236	2021-12-20 13:54:00 [main] 2c74d5d2-38ba-455c-8c65-3e57cd6cbfa9 INFO  PatientCheckoutLambda - Reading data from S3
...
2021-12-20 15:54:02.173	2021-12-20 13:54:02 [main] 2c74d5d2-38ba-455c-8c65-3e57cd6cbfa9 INFO  PatientCheckoutLambda - SNS Response: {MessageId: 874e5085-e2d3-5f4a-8512-0abf6fe93a58,}
2021-12-20 15:54:02.175	END RequestId: 2c74d5d2-38ba-455c-8c65-3e57cd6cbfa9
2021-12-20 15:54:02.175	REPORT RequestId: 2c74d5d2-38ba-455c-8c65-3e57cd6cbfa9	Duration: 5219.30 ms	Billed Duration: 5220 ms	Memory Size: 512 MB	Max Memory Used: 165 MB	Init Duration: 3460.38 ms
10.5 PublishBatchRequest - subList
2021-12-20 17:13:22.632	REPORT RequestId: c58ffacd-4bbf-4b3f-8013-8ad968290134	Duration: 4481.32 ms	Billed Duration: 4482 ms	Memory Size: 512 MB	Max Memory Used: 163 MB	Init Duration: 3357.61 ms

Comparing SNS vs SQS in student-grade-stack (#14)

  1. StudentUpdateMonitoringFunction
    • SNS
      • 2021-12-20 15:35:46.399 REPORT RequestId: 485f5d28-f515-4b19-8dc5-13abfcdce37c Duration: 3517.01 ms Billed Duration: 3518 ms Memory Size: 512 MB Max Memory Used: 163 MB Init Duration: 2520.09 ms
    • SQS
      • 2021-12-20 18:37:03.457 REPORT RequestId: 397f41a7-dafb-4e36-a70b-32c0ad64d49e Duration: 3743.90 ms Billed Duration: 3744 ms Memory Size: 512 MB Max Memory Used: 159 MB Init Duration: 2526.76 ms
  2. StudentGradeLogging
    • SNS - 20 separate Lambdas
      • REPORT RequestId: 5955a576-fa34-4a55-af67-c2613d1a5a23 Duration: 637.29 ms Billed Duration: 638 ms Memory Size: 512 MB Max Memory Used: 113 MB Init Duration: 1584.99 ms
      • REPORT RequestId: 05e7d88f-e156-41eb-a141-3d459ca21b8d Duration: 508.33 ms Billed Duration: 509 ms Memory Size: 512 MB Max Memory Used: 112 MB Init Duration: 1693.13 ms
      • Total billed: ~550*20=11000ms
    • SQS - 7 separate Lambdas
      • REPORT RequestId: fa3ddabe-67c3-5790-b115-8084d4a08156 Duration: 296.63 ms Billed Duration: 297 ms Memory Size: 512 MB Max Memory Used: 109 MB Init Duration: 1700.32 ms
      • Total: 227+339+30+298+355+11+421+19+3+308+309 = 2320ms
SQS Batch send in student-grade-stack (#14)
  1. StudentUpdateMonitoringFunction
    • Cold Start
      • REPORT RequestId: bd366c6e-9e14-4fce-9cee-9aafea7ac2b8 Duration: 2957.89 ms Billed Duration: 2958 ms Memory Size: 512 MB Max Memory Used: 156 MB Init Duration: 2420.22 ms
    • Hot Start
      • REPORT RequestId: 6a71f0d6-b386-4985-ab00-ff342eae706a Duration: 319.02 ms Billed Duration: 320 ms Memory Size: 512 MB Max Memory Used: 156 MB
  2. StudentGradeLogging
    • Cold Start: 343+406+343+263+329 = 1684ms
    • Hot Start: 3+24+9+24+3 = 63ms

15 Provide Layers Support for assignment-student-grading stack

15.7 Results
  1. Warm Up with 3 students
    • StudentUpdateMonitoring - warmUp
      • REPORT RequestId: 9d5554b0-9ffb-4e5b-8949-4023097b13dc Duration: 2442.72 ms Billed Duration: 2443 ms Memory Size: 512 MB Max Memory Used: 153 MB Init Duration: 2457.89 ms
    • StudentGradeLogging - warmUp
      • REPORT RequestId: 93d3bb69-8229-5def-855a-e15260fd6550 Duration: 357.66 ms Billed Duration: 358 ms Memory Size: 512 MB Max Memory Used: 109 MB Init Duration: 1560.29 ms
      • REPORT RequestId: 84193d30-9206-59ed-9239-670b70ded597 Duration: 436.86 ms Billed Duration: 437 ms Memory Size: 512 MB Max Memory Used: 109 MB Init Duration: 1579.70 ms
  2. Hot start (2 StudentGradeLogging instances start)
    • StudentUpdateMonitoring - warm
      • REPORT RequestId: d33dd832-44d7-4f35-969d-0ff5507f0dc9 Duration: 315.55 ms Billed Duration: 316 ms Memory Size: 512 MB Max Memory Used: 154 MB
    • StudentGradeLogging - warm - 86ms
      • REPORT RequestId: 88b005ee-e826-5dfd-b287-5fd50b5e53c0 Duration: 13.72 ms Billed Duration: 14 ms Memory Size: 512 MB Max Memory Used: 109 MB
      • REPORT RequestId: cad17cab-3e06-5db3-a940-2690dd7e731b Duration: 12.31 ms Billed Duration: 13 ms Memory Size: 512 MB Max Memory Used: 109 MB
      • REPORT RequestId: 5466a95d-1bd5-52b9-b21b-f366f8ad7ba7 Duration: 1.64 ms Billed Duration: 2 ms Memory Size: 512 MB Max Memory Used: 110 MB
      • REPORT RequestId: ae3c5f01-1968-5af1-ae15-053afa10b58a Duration: 20.80 ms Billed Duration: 21 ms Memory Size: 512 MB Max Memory Used: 110 MB
      • REPORT RequestId: 234a6b4a-3100-5d6f-a12a-3171d278090d Duration: 35.74 ms Billed Duration: 36 ms Memory Size: 512 MB Max Memory Used: 111 MB
  3. Size
    • Before Layers
      • every lambda contains all the code (11.4 MB)
      • 3 Lambdas * 11.4 MB = 34.2 MB in S3
    • After Layers
      • StudentsUpdateMonitoringFunction - 11.5 kB
      • ErrorHandlingFunction - 4.6 kB
      • StudentsGradeLoggingFunction - 8.2 kB
      • Layers
        • lambda-core-lambda-layer - 715.4 KB
        • logging-lambda-layer - 1.8 MB
        • mapping-lambda-layer - 224.2 KB
        • s3sqs-lambda-layer - 7.4 MB
      • Total: 10.2 MB

16 Test Log4J Vulnerability (Log4Shell)

  • sam local invoke LoggingLambda -e events/event.json

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