Code Monkey home page Code Monkey logo

kafka-connect-transformers's Introduction

Kafka script transformers

The project is a sample and example of a kafka-connect transformers.

The kafka transformer for applying custom scripts to kafka record (key and value). kafka scheme not using.

supported languages:

  • Groovy
  • JavaScript
  • Python
  • Jruby
  • Kotlin

JavaScript language is the only of supported languages, which have restrictions to call java API. JavaScript can't execute code System.exit() File.delete and others.

It is recommended to use JavaScript language, because it is optimal by performance and security.

Configuration

Examples:

groovy

{
  "transforms": "ScriptEngineTransformer",
  "transforms.ScriptEngineTransformer.type": "seko.kafka.connect.transformer.script.ScriptEngineTransformer",
  "transforms.ScriptEngineTransformer.scrip_engine_name": "groovy",
  "transforms.ScriptEngineTransformer.key.script": "def keyTransform(def source) {return source + '123' }",
  "transforms.ScriptEngineTransformer.value.script": "def valueTransform(def source) {source.put('qweqweq', 12312312); return source; }"
}

python

{
  "transforms": "ScriptEngineTransformer",
  "transforms.ScriptEngineTransformer.scrip_engine_name": "python",
  "transforms.ScriptEngineTransformer.type": "seko.kafka.connect.transformer.script.ScriptEngineTransformer",
  "transforms.ScriptEngineTransformer.key.script": "def keyTransform(source): source['qweqweq'] = 12312312; return source",
  "transforms.ScriptEngineTransformer.value.script": "def valueTransform(source): source['qweqweq'] = 12312312; return source"
}

java script

{
  "transforms": "ScriptEngineTransformer",
  "transforms.ScriptEngineTransformer.scrip_engine_name": "javascript",
  "transforms.ScriptEngineTransformer.type": "seko.kafka.connect.transformer.script.ScriptEngineTransformer",
  "transforms.ScriptEngineTransformer.key.script": "function keyTransform(source){ source.qweqweq = 12312312; return source;}",
  "transforms.ScriptEngineTransformer.value.script": "function valueTransform(source){ source.qweqweq = 12312312; return source;}"
}

ruby

{
  "transforms": "ScriptEngineTransformer",
  "transforms.ScriptEngineTransformer.scrip_engine_name": "jruby",
  "transforms.ScriptEngineTransformer.type": "seko.kafka.connect.transformer.script.ScriptEngineTransformer",
  "transforms.ScriptEngineTransformer.key.script": "def keyTransform(source) return source + '123' end",
  "transforms.ScriptEngineTransformer.value.script": "def valueTransform(source) source['qweqweq'] = 12312312; return source; end"
}

kotlin

{
  "transforms": "ScriptEngineTransformer",
  "transforms.ScriptEngineTransformer.scrip_engine_name": "kotlin",
  "transforms.ScriptEngineTransformer.type": "seko.kafka.connect.transformer.script.ScriptEngineTransformer",
  "transforms.ScriptEngineTransformer.key.script": "fun keyTransform(source: String): String { return source + \"123\"}",
  "transforms.ScriptEngineTransformer.value.script": "fun valueTransform(source: MutableMap<String, Any>): Map<String, Any> { source[\"qweqweq\"] = 12312312; return source }"
}

JMH test results

JMH version: 1.21
VM version: JDK 1.8.0_222, OpenJDK 64-Bit Server VM, 25.222-b05
VM invoker: /usr/lib/jvm/java-8-openjdk/jre/bin/java
VM options: -Xms2G -Xmx2G
Warmup: 5 iterations, 10 s each
Measurement: 5 iterations, 10 s each
Timeout: 10 min per iteration
Threads: 1 thread, will synchronize iterations
Benchmark mode: Average time, time/op
Benchmark: seko.kafka.connect.transformer.jmh.tests.TransformersTest.groovyTransformer
Parameters: (N = 10000000)

Result "seko.kafka.connect.transformer.jmh.tests.TransformersTest.javaTransformer":

  • 51.584 ±(99.9%) 0.470 ns/op [Average]
  • (min, avg, max) = (51.151, 51.584, 52.191), stdev = 0.311
  • CI (99.9%): [51.113, 52.054] (assumes normal distribution)

Result "seko.kafka.connect.transformer.jmh.tests.TransformersTest.groovyTransformer":

  • 471.638 ±(99.9%) 21.454 ns/op [Average]
  • (min, avg, max) = (457.382, 471.638, 493.197), stdev = 14.190
  • CI (99.9%): [450.184, 493.091] (assumes normal distribution)

Result "seko.kafka.connect.transformer.jmh.tests.TransformersTest.jsTransformer":

  • 173.391 ±(99.9%) 5.602 ns/op [Average]
  • (min, avg, max) = (169.248, 173.391, 177.589), stdev = 3.705
  • CI (99.9%): [167.788, 178.993] (assumes normal distribution)

Result "seko.kafka.connect.transformer.jmh.tests.TransformersTest.pythonTransformer":

  • 688.370 ±(99.9%) 15.014 ns/op [Average]
  • (min, avg, max) = (676.190, 688.370, 709.107), stdev = 9.931
  • CI (99.9%): [673.356, 703.385] (assumes normal distribution)

Result "seko.kafka.connect.transformer.jmh.tests.TransformersTest.groovySeTransformer":

  • 125.317 ±(99.9%) 8.525 ns/op [Average]
  • (min, avg, max) = (119.522, 125.317, 131.116), stdev = 5.639
  • CI (99.9%): [116.792, 133.842] (assumes normal distribution)

Result "seko.kafka.connect.transformer.jmh.tests.TransformersTest.rubyTransformer":

  • 101496.807 ±(99.9%) 3020.123 ns/op [Average]
  • (min, avg, max) = (99087.414, 101496.807, 105133.209), stdev = 1997.624
  • CI (99.9%): [98476.684, 104516.929] (assumes normal distribution)
Run complete. Total time: 00:10:06

REMEMBER:

The numbers below are just data. To gain reusable insights, you need to follow up on why the numbers are the way they are. Use profilers (see -prof, -lprof), design factorial experiments, perform baseline and negative tests that provide experimental control, make sure the benchmarking environment is safe on JVM/OS/HW level, ask for reviews from the domain experts. Do not assume the numbers tell you what you want them to tell.

Benchmark (N) Mode Cnt Score Error Units
TransformersTest.javaTransformer 10000000 avgt 10 51.584 ± 0.470 ns/op
TransformersTest.groovySeTransformer 10000000 avgt 10 125.317 ± 8.525 ns/op
TransformersTest.jsTransformer 10000000 avgt 10 173.391 ± 5.602 ns/op
TransformersTest.groovyTransformer 10000000 avgt 10 471.638 ± 21.454 ns/op
TransformersTest.pythonTransformer 10000000 avgt 10 688.370 ± 15.014 ns/op
TransformersTest.kotlinTransformer 10000000 avgt 10 2833.001 ± 44.396 ns/op
TransformersTest.rubyTransformer 10000000 avgt 10 101496.807 ± 3020.123 ns/op

kafka-connect-transformers's People

Contributors

sergey34 avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar

kafka-connect-transformers's Issues

update readme

write description for the project
write description for each script language

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.