JRuby with Java Code in Data Processing World

JRuby with Java Code in Data Processing WorldJRubyConf.EU at 31 Jul 2015 Satoshi Tagomori (@tagomoris)

http://JRubyConf.EU

Satoshi "Moris" Tagomori (@tagomoris)

Fluentd, Norikra, MessagePack-Ruby,... Docker logging driver for Fluentd (docker v1.8)

Treasure Data, Inc.

https://jobs.lever.co/treasure-data

We're hiring!OSS team (developer / community manager)

Distributed system engineer (Hadoop, queue/workers) Front-end engineer (RoR)

Data Processing World

JavaData Processing World


Hadoop, Spark, Tez, Flink, Storm, Kafka, ...

Hive, Pig, Drill, Impala, Presto, ....

Java + Scala, Clojure + C++, ....


on JVM


Many CPU cores, Large memory, High rate Disk I/O, ...

High throughput data processing

Hadoop YARN/MapReduce/HDFS API compatibility

Two OSS using Java&JRuby

Norikra: Stream Processing with SQL for everybody

Server software, written in JRuby, runs on JVM

Open source software (GPLv2)

http://norikra.github.io/

https://github.com/norikra/norikra

Distributed on rubygems.org

"gem i norikra"

http://norikra.github.io/

https://github.com/norikra/norikra

http://rubygems.org

What Norikra does:

SELECT path, SUM(bytes) AS s FROM www_access_logs.win:length_batch(10)

WHERE status=200 GROUP BY path ORDER BY s DESC



{"path":"/", "status":200, "bytes":300, "duration":0.03, "referer":"...", "user-agent":"...."

path:"/", s:301

1



{"path":"/download/a", "status":200, "bytes":10240, "duration":0.53, "referer":"...", "user-agent":"...."

path:"/", s:301 path:"/download/a", s:10240

2





3





4



{"path":"/download/b", "status":200, "bytes":678, "duration":0.11, "referer":"...", "user-agent":"...."

path:"/", s:602 path:"/download/a", s:10240 path:"/download/b", s:678

5



{"path":"/download/b", "status":200, "bytes":678, "duration":0.13, "referer":"...", "user-agent":"...."


6





7





8



{"path":"/download/a", "status":200, "bytes":10240, "duration":1.1, "referer":"...", "user-agent":"...."


9





10



10

{"path":"/download/a", "s":20480}

{"path":"/", "s":1505}

{"path":"/download/b", "s":1356}

Norikra and JavaNorikra is written in JRuby, and using Esper

Key factor: productivity (33days until first release)

Esper:Java library, provides Complex Event Processing

SQL parser, executor

Many features and good performance

Licensed under GPLv2

Plugins as rubygems

Norikra Server (on JVM)

Esper (Query Engine)

Type DefinitionManager

Output Event Pool

Norikra Engine

RPC Servermizuno (Jetty + Rack)

Rack RPC Handler

Listener

UDFUDF

User-Defined Functions "gem i norikra-udf-xxx"

written in Java, or JRuby (compiled to Java) works in Esper instance: must be a Java class

Listener handler for output data of queries, written in JRuby "gem i norikra-listener-xxx"

Embulk

"Embulk is a open-source bulk data loader that helps data transfer between various databases, storages, file formats, and cloud services."

http://www.embulk.org/docs/

Embulk: makes painful data integration work relaxed

Plugin-based parallel bulk data loader

Open source software (Apache License v2.0)

http://www.embulk.org/

https://github.com/embulk/embulk

Distributed as .jar or on rubygems.org

Plugins are on rubygems.orghttp://www.slideshare.net/frsyuki/embuk-making-data-integration-works-relaxed

http://www.slideshare.net/HiroshiNakamura/embulk-20150411

http://www.embulk.org/

https://github.com/embulk/embulk

http://rubygems.org

http://rubygems.org

HDFS

MySQL

Amazon S3

Embulk

CSV Files

SequenceFile

Salesforce.com

Elasticsearch

Cassandra

Hive

Redis

✓ Parallel execution ✓ Data validation ✓ Error recovery ✓ Deterministic behavior ✓ Idempotet retrying

Plugins Plugins

bulk load

#ccc_cd4 / #embulk

InputPlugin OutputPlugin

Executor pluginFilter plugin

Filter pluginFilter plugins

records

Threads, MapReduce

records

convert, …

input, … output.

29

records

config

#ccc_cd4 / #embulk

InputPlugin

FileInput plugin

OutputPlugin

FileOutput plugin

Encoder plugin

Formatter plugin

Decoder plugin

Parser plugin

HDFS, S3,Riak CS, …

gzip, bzip2,aes, …

CSV, JSON,pcap, …

buffer

bufferbuffer

buffer

Filter pluginFilter plugin

Filter plugins

recordsrecords

Executor plugin

30

records

config

Embulk and JavaEmbulk core is written in Java

mainly for performance

Embulk plugins:

are loaded over API based on JRuby

are written in JRuby or Java

JRuby for early release

Java for performance

InputPlugin

module Embulk class InputExample < InputPlugin Plugin.register_input('example', self)

def self.transaction(config, &control) # read config task = { 'message' => config.param('message', :string, default: nil) } threads = config.param('threads', :int, default: 2)

columns = [ Column.new(0, 'col0', :long), Column.new(1, 'col1', :double), Column.new(2, 'col2', :string), ]

# BEGIN here

commit_reports = yield(task, columns, threads)

# COMMIT here puts "Example input finished"

return {} end

def run(task, schema, index, page_builder) puts "Example input thread #{@index}…"

10.times do |i| @page_builder.add([i, 10.0, "example"]) end @page_builder.finish

commit_report = { } return commit_report end end end

OutputPlugin

module Embulk class OutputExample < OutputPlugin Plugin.register_output('example', self)

def self.transaction( config, schema, processor_count, &control) # read config task = { 'message' => config.param('message', :string, default: "record") }

puts "Example output started." commit_reports = yield(task) puts "Example output finished. Commit reports = #{commit_reports.to_json}"

return {} end

def initialize(task, schema, index) puts "Example output thread #{index}..." super @message = task.prop('message', :string) @records = 0 end

def add(page) page.each do |record| hash = Hash[schema.names.zip(record)] puts "#{@message}: #{hash.to_json}" @records += 1 end end

def finish end

def abort end

def commit commit_report = { "records" => @records } return commit_report end end end

Plugin management: Norikra

Esper instance

Engine

Plugin management

UDF Listener

plugins as gems

plugin loader written in JRuby

Java JRuby

Plugin management: Embulk

Embulk core

Plugin management

input/output/filter parser/formatter

Java JRuby

decoder/encoder file-input/output executor

plugins as gems

plugin loader written in JRuby

Pluggable softwareon JVM & Java API

Java? Scala? Clojure? JRuby?: JRuby

Plugin packaging: jar? gem?: gem

rubygem.org >>> maven central (or others)

especially for plugin authors

Plugin loader: Class Loader? "require"?: require

http://rubygem.org

JRuby in Japan

Not so many users :(

CRuby is super major software in Japan

Java -> Ruby -> Scala? Golang?

Make your software pluggable.Make eco-system&community.

with JRuby!

Thanks!

JRuby with Java Code in Data Processing World

Technology

Transcript of JRuby with Java Code in Data Processing World