├── .travis.yml ├── resources ├── flink_job.png └── streamers.png ├── .gitignore ├── dependency-reduced-pom.xml ├── src └── main │ ├── java │ └── com │ │ └── samaitra │ │ └── SocketWindowWordCount.java │ └── resources │ └── example-ignite.xml ├── pom.xml ├── README.md └── LICENSE /.travis.yml: -------------------------------------------------------------------------------- 1 | language: java 2 | mvn install -------------------------------------------------------------------------------- /resources/flink_job.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/samaitra/streamers/HEAD/resources/flink_job.png -------------------------------------------------------------------------------- /resources/streamers.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/samaitra/streamers/HEAD/resources/streamers.png -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Compiled class file 2 | *.class 3 | 4 | # Log file 5 | *.log 6 | 7 | # BlueJ files 8 | *.ctxt 9 | 10 | # Mobile Tools for Java (J2ME) 11 | .mtj.tmp/ 12 | 13 | # Package Files # 14 | *.jar 15 | *.war 16 | *.nar 17 | *.ear 18 | *.zip 19 | *.tar.gz 20 | *.rar 21 | 22 | # virtual machine crash logs, see http://www.java.com/en/download/help/error_hotspot.xml 23 | hs_err_pid* 24 | 25 | # idea 26 | .idea/* -------------------------------------------------------------------------------- /dependency-reduced-pom.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4.0.0 4 | com.samaitra 5 | streamers 6 | streamers 7 | 1.0-SNAPSHOT 8 | http://maven.apache.org 9 | 10 | 11 | 12 | maven-compiler-plugin 13 | 14 | 1.8 15 | 1.8 16 | 17 | 18 | 19 | maven-shade-plugin 20 | 3.1.1 21 | 22 | 23 | package 24 | 25 | shade 26 | 27 | 28 | 29 | 30 | com.samaitra.SocketWindowWordCount 31 | 32 | 33 | META-INF/spring.handlers 34 | 35 | 36 | META-INF/spring.schemas 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | junit 48 | junit 49 | 3.8.1 50 | test 51 | 52 | 53 | 54 | -------------------------------------------------------------------------------- /src/main/java/com/samaitra/SocketWindowWordCount.java: -------------------------------------------------------------------------------- 1 | package com.samaitra; 2 | 3 | import java.util.HashMap; 4 | import java.util.Map; 5 | import java.util.Properties; 6 | import org.apache.flink.api.common.functions.FlatMapFunction; 7 | import org.apache.flink.api.common.functions.MapFunction; 8 | import org.apache.flink.api.common.serialization.SimpleStringSchema; 9 | import org.apache.flink.api.java.tuple.Tuple2; 10 | import org.apache.flink.configuration.Configuration; 11 | import org.apache.flink.streaming.api.datastream.DataStream; 12 | import org.apache.flink.streaming.api.datastream.SingleOutputStreamOperator; 13 | import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment; 14 | import org.apache.flink.streaming.api.windowing.time.Time; 15 | import org.apache.flink.streaming.connectors.kafka.FlinkKafkaConsumer010; 16 | import org.apache.flink.util.Collector; 17 | import org.apache.ignite.sink.flink.IgniteSink; 18 | 19 | public class SocketWindowWordCount { 20 | public static void main(String[] args) throws Exception { 21 | /** Ignite test configuration file. */ 22 | final String GRID_CONF_FILE = "PATH_TO_PROJECT/streamers/src/main/resources/example-ignite.xml"; 23 | 24 | IgniteSink igniteSink = new IgniteSink("testCache", GRID_CONF_FILE); 25 | 26 | igniteSink.setAllowOverwrite(true); 27 | 28 | igniteSink.setAutoFlushFrequency(5L); 29 | 30 | Configuration p = new Configuration(); 31 | igniteSink.open(p); 32 | 33 | Properties properties = new Properties(); 34 | properties.setProperty("bootstrap.servers", "localhost:9092"); 35 | properties.setProperty("group.id", "test"); 36 | 37 | // get the execution environment 38 | final StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment(); 39 | 40 | // get input data by connecting to kafka 41 | DataStream text = env 42 | .addSource(new FlinkKafkaConsumer010<>("mytopic", new SimpleStringSchema(), properties)); 43 | 44 | // parse the data, group it, window it, and aggregate the counts 45 | SingleOutputStreamOperator> windowCounts = text 46 | .flatMap(new Splitter()) 47 | .keyBy(0) 48 | .timeWindow(Time.seconds(5)) 49 | .sum(1) 50 | .map(new Mapper()); 51 | // print the results with a single thread, rather than in parallel 52 | // windowCounts.print(); 53 | windowCounts.addSink(igniteSink); 54 | env.execute("Window WordCount"); 55 | } 56 | 57 | public static class Splitter implements FlatMapFunction> { 58 | @Override 59 | public void flatMap(String sentence, Collector> out) throws Exception { 60 | for (String word: sentence.split(" ")) { 61 | out.collect(new Tuple2(word, 1)); 62 | } 63 | } 64 | } 65 | 66 | public static class Mapper implements MapFunction, Map> { 67 | @Override 68 | public Map map(Tuple2 tuple2) throws Exception { 69 | Map myWordMap = new HashMap<>(); 70 | myWordMap.put(tuple2.f0, tuple2.f1); 71 | return myWordMap; 72 | } 73 | } 74 | } -------------------------------------------------------------------------------- /src/main/resources/example-ignite.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 19 | 20 | 24 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | 65 | 127.0.0.1:47500..47509 66 | 67 | 68 | 69 | 70 | 71 | 72 | 73 | 74 | -------------------------------------------------------------------------------- /pom.xml: -------------------------------------------------------------------------------- 1 | 3 | 4.0.0 4 | com.samaitra 5 | streamers 6 | jar 7 | 1.0-SNAPSHOT 8 | streamers 9 | http://maven.apache.org 10 | 11 | 12 | 13 | org.apache.flink 14 | flink-java 15 | 1.6.0 16 | 17 | 18 | org.apache.flink 19 | flink-streaming-java_2.11 20 | 1.6.0 21 | 22 | 23 | org.apache.flink 24 | flink-connector-kafka-0.10_2.11 25 | 1.6.0 26 | 27 | 28 | org.apache.ignite 29 | ignite-core 30 | 2.8.1 31 | 32 | 33 | org.apache.ignite 34 | ignite-spring 35 | 2.8.1 36 | 37 | 38 | org.apache.ignite 39 | ignite-indexing 40 | 2.8.1 41 | 42 | 43 | org.apache.ignite 44 | ignite-flink 45 | 2.8.1 46 | 47 | 48 | org.apache.ignite 49 | ignite-log4j 50 | 2.8.1 51 | 52 | 53 | org.apache.ignite 54 | ignite-rest-http 55 | 2.8.1 56 | 57 | 58 | org.springframework 59 | spring-beans 60 | 5.3.18 61 | 62 | 63 | 64 | junit 65 | junit 66 | 4.13.1 67 | test 68 | 69 | 70 | 71 | 72 | 73 | org.apache.maven.plugins 74 | maven-compiler-plugin 75 | 76 | 1.8 77 | 1.8 78 | 79 | 80 | 81 | org.apache.maven.plugins 82 | maven-shade-plugin 83 | 3.1.1 84 | 85 | 86 | package 87 | 88 | shade 89 | 90 | 91 | 92 | 93 | com.samaitra.SocketWindowWordCount 94 | 95 | 96 | META-INF/spring.handlers 97 | 98 | 99 | META-INF/spring.schemas 100 | 101 | 102 | 103 | 104 | 105 | 106 | 107 | 108 | 109 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | [![Build Status](https://travis-ci.org/samaitra/streamers.svg?branch=master)](https://travis-ci.org/samaitra/streamers) 2 | 3 | Apache IgniteSink offers a streaming connector to inject Flink data into the Ignite cache. The sink emits its input data to the Ignite cache. The key feature to note is the performance and scale both Apache Flink and Apache Ignite offer. Apache Flink can process unbounded and bounded data sets and has been designed to run stateful streaming applications at scale. Application computation is distributed and concurrently executed in clusters. Apache Flink is also optimized for local state access for tasks and does checkpointing of local state for durability. Apache Ignite provides streaming capabilities that allow data ingestion at high scale in its in-memory data grid. 4 | 5 | In this post, we will discuss how we can build a data streaming application using Apache Flink and Apache Ignite. Building a data streaming application offers the benefit of ingesting large finite and infinite volumes of data in an optimized and fault tolerant way into the Ignite cluster. The data ingestion rate is very high and can scale up to millions of events per seconds. 6 | 7 | # streamers 8 | A collection of streaming application 9 | 10 | ### Stream processing topology 11 | 12 | ![Stream processing topology](https://github.com/samaitra/streamers/raw/master/resources/streamers.png) 13 | 14 | ### Setup: Download and Start Flink 15 | 16 | Download a binary from the downloads page. You can pick any Hadoop/Scala combination you like. If you plan to just use the local file system, any Hadoop version will work fine. 17 | Go to the download directory. 18 | 19 | ### Unpack the downloaded archive. 20 | ``` 21 | $ cd ~/Downloads # Go to download directory 22 | $ tar xzf flink-*.tgz # Unpack the downloaded archive 23 | $ cd flink-1.5.0 24 | ``` 25 | 26 | ### Start a Local Flink Cluster 27 | ``` 28 | $ ./bin/start-cluster.sh # Start Flink 29 | ``` 30 | Check the Dispatcher’s web frontend at http://localhost:8081 and make sure everything is up and running. The web frontend should report a single available TaskManager instance. 31 | 32 | ### Dispatcher: Overview 33 | 34 | ![Flink Dispatcher Overview](https://github.com/samaitra/streamers/raw/master/resources/flink_job.png) 35 | 36 | You can also verify that the system is running by checking the log files in the logs directory: 37 | ``` 38 | $ tail log/flink-*-standalonesession-*.log 39 | ``` 40 | 41 | ### Download kafka 42 | 43 | Download a binary from the downloads page (https://kafka.apache.org/downloads). You can pick Apache Kafka `0.10.2.2` version with `scala 2.11`. 44 | 45 | ### Start zookeeper server 46 | ``` 47 | $./bin/zookeeper-server-start.sh ./config/zookeeper.properties 48 | ``` 49 | 50 | ### Start broker 51 | ``` 52 | ./bin/kafka-server-start.sh ./config/server.properties 53 | ``` 54 | 55 | ### Create topic “mytopic” 56 | ``` 57 | $ ./bin/kafka-topics.sh --create --topic mytopic --zookeeper localhost:2181 --partitions 1 --replication-factor 1 58 | ``` 59 | 60 | ### Describe topic "mytopic" 61 | 62 | ``` 63 | $ ./bin/kafka-topics.sh --describe --zookeeper localhost:2181 --topic mytopic 64 | ``` 65 | 66 | ### Produce something into the topic (write something and hit enter) 67 | ``` 68 | $ ./bin/kafka-console-producer.sh --topic mytopic --broker-list localhost:9092 69 | ``` 70 | 71 | ### Consume from the topic using the console producer 72 | ``` 73 | $ ./bin/kafka-console-consumer.sh --topic mytopic --zookeeper localhost:2181 74 | ``` 75 | 76 | ### Clone Apache Ignite 77 | 78 | ``` 79 | $ git clone https://github.com/apache/ignite 80 | ``` 81 | 82 | ### Build Apache Ignite 83 | 84 | ``` 85 | $ mvn clean package install -DskipTests 86 | ``` 87 | 88 | 89 | ### Build the Flink program : 90 | ``` 91 | $ mvn clean package 92 | ``` 93 | 94 | ### Submit the Flink program : 95 | ``` 96 | $ ./bin/flink run streamers-1.0-SNAPSHOT.jar 97 | ``` 98 | 99 | ### Produce something into the topic (write something and hit enter) 100 | ``` 101 | $ ./bin/kafka-console-producer.sh --topic mytopic --broker-list localhost:9092 102 | ``` 103 | 104 | The .out file will print the counts at the end of each time window as long as words are floating in, e.g.: 105 | ``` 106 | $ tail -f log/flink-*-taskexecutor-*.out 107 | lorem : 1 108 | bye : 1 109 | ipsum : 4 110 | ``` 111 | 112 | ### Ignite rest service 113 | To check the cache key values you can use the Ignite rest service 114 | 115 | ``` 116 | $ curl -X GET http://localhost:8080/ignite\?cmd\=getall\&k1\=jam\&cacheName\=testCache 117 | ``` 118 | 119 | ### Scan cache 120 | To check all the keys from an Ignite cache the following rest service can be used 121 | ``` 122 | $ curl -X GET http://localhost:8080/ignite?cmd=qryscanexe&pageSize=10&cacheName=testCache 123 | ``` 124 | 125 | ### Ignite Web Console 126 | 127 | #### Ignite Web Console Build Instructions 128 | 129 | 1. Install MongoDB (version >=3.2.0 <=3.4.15) using instructions from http://docs.mongodb.org/manual/installation. 130 | 2. Install Node.js (version >=8.0.0) using installer from https://nodejs.org/en/download/current for your OS. 131 | 3. Change directory to 'modules/web-console/backend' and 132 | run "npm install --no-optional" for download backend dependencies. 133 | 4. Change directory to 'modules/web-console/frontend' and 134 | run "npm install --no-optional" for download frontend dependencies. 135 | 5. Build ignite-web-agent module follow instructions from 'modules/web-console/web-agent/README.txt'. 136 | 6. Copy ignite-web-agent-.zip from 'modules/web-console/web-agent/target' 137 | to 'modules/web-console/backend/agent_dists' folder. 138 | 7. Unzip ignite-web-agent-.zip in 'modules/web-console/backend/agent_dists' 139 | 8. run './ignite-web-agent.sh' inside ignite-web-agent- folder 140 | 141 | Steps 1 - 4 should be executed once. 142 | 143 | #### Ignite Web Console Run In Development Mode 144 | 145 | 1. Configure MongoDB to run as service or in terminal change dir to $MONGO_INSTALL_DIR/server/3.2/bin 146 | and start MongoDB by executing "mongod". 147 | 148 | 2. In new terminal change directory to 'modules/web-console/backend'. 149 | If needed run "npm install --no-optional" (if dependencies changed) and run "npm start" to start backend. 150 | 151 | 3. In new terminal change directory to 'modules/web-console/frontend'. 152 | If needed run "npm install --no-optional" (if dependencies changed) and start webpack in development mode "npm run dev". 153 | 154 | 4. In browser open: http://localhost:9000 155 | 156 | Web console can be used to scan cache and view all the cache contents. 157 | 158 | ### To stop Flink when you’re done type: 159 | ``` 160 | $ ./bin/stop-cluster.sh 161 | ``` 162 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. 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