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A complete example of a big data application using : Kubernetes (kops/aws), Apache Spark SQL/Streaming/MLib, Apache Flink, Scala, Python, Apache Kafka, Apache Hbase, Apache Parquet, Apache Avro, Apache Storm, Twitter Api, MongoDB, NodeJS, Angular, GraphQL

License: Apache License 2.0

TypeScript 33.03% JavaScript 3.54% HTML 4.69% CSS 0.47% Scala 29.54% Python 5.21% Java 21.17% Dockerfile 2.34%

bigdata-playground's Introduction

Bigdata Playground

The aim is to create a Batch/Streaming/ML/WebApp stack where you can test your jobs locally or to submit them to the Yarn resource manager. We are using Docker to build the environment and Docker-Compose to provision it with the required components (Next step using Kubernetes). Along with the infrastructure, We are check that it works with 4 projects that just probes everything is working as expected. The boilerplate is based on a sample search flight Web application.

Installation

If you are on mac then, you can use package manager like brew to install sbt on your machine:

$ brew install sbt

For other systems, you can refer to manual instructions from sbt website http://www.scala-sbt.org/0.13/tutorial/Manual-Installation.html.

If you are on mac then, you can use package manager like brew to install maven on your machine:

$ brew install maven

For other systems, you can refer to manual instructions from maven website https://maven.apache.org/install.html.

Install Docker by following the instructions for mac, linux, or windows.

docker network create vnet
npm install yarn -g
cd webapp && yarn && cd client && yarn && cd ../server && yarn && cd ../ && npm run build:dev && cd ../
cd batch/spark && sbt clean package assembly && cd ../..

cd batch/hadoop && mvn clean package && cd ../..
cd streaming/spark && sbt clean assembly && cd ../..
cd streaming/flink && sbt clean assembly && cd ../..
cd streaming/storm && mvn clean package && cd ../..
cd docker
docker-compose -f mongo.yml -f zookeeper.yml -f kafka.yml -f hadoop-hbase.yml -f flink.yml up -d
docker-compose -f dev/webapp.yml up -d
docker-compose -f dev/batch-spark.yml up -d
docker-compose -f dev/batch-hadoop.yml up -d
docker-compose -f dev/streaming-spark.yml up -d
docker-compose -f dev/streaming-flink.yml up -d
docker-compose -f dev/streaming-storm.yml up -d

Create your Twitter app on https://apps.twitter.com

export TWITTER_CONSUMER_KEY=<TWITTER_CONSUMER_KEY>
export TWITTER_CONSUMER_SECRET=<TWITTER_CONSUMER_SECRET>
export TWITTER_CONSUMER_ACCESS_TOKEN=<TWITTER_CONSUMER_ACCESS_TOKEN>
export TWITTER_CONSUMER_ACCESS_TOKEN_SECRET=<TWITTER_CONSUMER_ACCESS_TOKEN_SECRET>
docker-compose -f dev/ml-spark.yml up -d

Interactions / OnGoing

Contributing

Pull requests are welcome.

Support

Please raise tickets for issues and improvements at https://github.com/Chabane/bigdata-playground/issues

License

This example is released under version 2.0 of the Apache License.

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