"" Wondering if your Storm topology's output could be dumped into RDBMS ? ""
This blog post would answer this. Inspite of all the upcoming big data technologies intensively in use, SQL databases are an integral part of many of our applications in some way or the other.
This blog post would answer this. Inspite of all the upcoming big data technologies intensively in use, SQL databases are an integral part of many of our applications in some way or the other.
This post presents a Storm Bolt that would dump your stream
or a specific set of fields of the stream into SQL table.
Requirements :
All you need is to have setup storm(tested version 0.7.1) locally and the
mysql server installed on your linux machine.
RDBMS Dumper Bolt :
The bolt dumps the incoming stream of tuples into the
specified SQL table. Initially it expect the table name, database url, database username and the database pwd.
| import java.sql.Connection; import java.sql.SQLException; import java.util.ArrayList; import java.util.HashSet; import java.util.List; import java.util.Map; import java.util.Set; import backtype.storm.task.TopologyContext; import backtype.storm.topology.BasicOutputCollector; import backtype.storm.topology.IBasicBolt; import backtype.storm.topology.OutputFieldsDeclarer; import backtype.storm.tuple.Tuple; /* * Bolt for dumping stream data into RDBMS */ public class RDBMSDumperBolt implements IBasicBolt { private static final long serialVersionUID = 1L; private static transient RDBMSCommunicator communicator = null; private transient RDBMSConnector connector = new RDBMSConnector(); private transient Connection con = null; private String tableName = null; private ArrayList<Object> fieldValues = new ArrayList<Object>(); private Set<String> keySet = new HashSet<String>(); private List<String> list = null; public RDBMSDumperBolt(String tableName, String dBUrl, String username, String password) throws SQLException { super(); this.tableName = tableName; try { con = connector.getConnection(dBUrl, username, password); } catch (ClassNotFoundException e) { e.printStackTrace(); } communicator = new RDBMSCommunicator(con); } @Override public void execute(Tuple input, BasicOutputCollector collector) { keySet = null; fieldValues = new ArrayList<Object>(); fieldValues = (ArrayList<Object>) input.getValues(); keySet = input.keySet(); list = new ArrayList<String>(keySet); try { communicator.insertRow(this.tableName, list, fieldValues); } catch (SQLException e) { System.out.println("Exception occurred in adding a row "); e.printStackTrace(); } } @Override public void declareOutputFields(OutputFieldsDeclarer declarer) {} @Override public Map<String, Object> getComponentConfiguration() { return null; } @Override public void prepare(Map stormConf, TopologyContext context) {} @Override public void cleanup() {} } |
The suppoting classed required for the RDBMS bolt to work are RDBMSCommunicator and RDBMSConnector.
RDBMS Communicator :
This class implements the methods required to communicate with the RDBMS.
This class implements the methods required to communicate with the RDBMS.
| import java.sql.Connection; import java.sql.PreparedStatement; import java.sql.ResultSet; import java.sql.SQLException; import java.util.ArrayList; import java.util.HashMap; import java.util.List; import java.util.Map; /* * This class implements method for inserting data into RDBMS tables */ public class RDBMSCommunicator { private Connection con = null; private PreparedStatement prepstmt = null; private String queryStmt = null, queryValues = ""; private int noOfColumns = 0, result = 0; private ResultSet rs = null; Map<String, String> tableDetails; public RDBMSCommunicator(Connection con) { super(); this.con = con; } public int insertRow(String tableName, List<String> fieldNames, ArrayList<Object> fieldValues) throws SQLException { result = 0; try { prepstmt = null; queryValues = ""; noOfColumns = fieldNames.size(); queryStmt = "insert into " + tableName + " ("; for (int i = 0; i <= noOfColumns - 1; i++) { if (i != noOfColumns - 1) { queryStmt = queryStmt + fieldNames.get(i) + ", "; queryValues = queryValues + "?,"; } else { queryStmt = queryStmt + fieldNames.get(i) + ") "; queryValues = queryValues + "?"; } } queryStmt = queryStmt + " values (" + queryValues + ")"; prepstmt = con.prepareStatement(queryStmt); for (int j = 0; j <= noOfColumns - 1; j++) { prepstmt.setObject(j + 1, fieldValues.get(j)); } result = prepstmt.executeUpdate(); if (result != 0) { System.out.println("Inserted data successfully .."); } else { System.out.println("Insertion failed .."); } } catch(Exception e) { e.printStackTrace(); } return result; } public Map<String, String> getTableInformation(String tableName) { tableDetails = new HashMap<String, String>(); try { String stmt = "select column_name, data_type, character_maximum_length from information_schema.columns where table_name = '" + tableName + "'"; System.out.println(stmt); PreparedStatement prepstmt = null; prepstmt = con.prepareStatement(stmt); rs = prepstmt.executeQuery(); while(rs.next()) { tableDetails.put(rs.getString("column_name"), rs.getString("data_type")); } } catch(SQLException e) { e.printStackTrace(); } return tableDetails; } } |
RDBMS Connector :
This class establishes a connection with RDBMS and returns a Connection object.
This class establishes a connection with RDBMS and returns a Connection object.
| import java.sql.Connection; import java.sql.DriverManager; import java.sql.SQLException; /* * Class that establishes a connection with rdbms and returns an Connection object */ public class RDBMSConnector { String dbUrl = null; String dbClass = null; Connection con = null; public Connection getConnection(final String sqlDBUrl, final String sqlUser, final String sqlPassword) throws ClassNotFoundException, SQLException { dbUrl = sqlDBUrl + "?user="+ sqlUser +"&password=" + sqlPassword; dbClass = "com.mysql.jdbc.Driver"; Class.forName("com.mysql.jdbc.Driver"); con = DriverManager.getConnection (dbUrl); return con; } } |
Feeder Spout :
A sample spout which emitting tuples of the form [String, Integer] to be dumped into hbase table.
Here’s a sample topology showcasing the use of the bolt.
You can also find the entire code at :
A sample spout which emitting tuples of the form [String, Integer] to be dumped into hbase table.
import java.util.Map;
import java.util.Random; import backtype.storm.spout.SpoutOutputCollector; import backtype.storm.task.TopologyContext; import backtype.storm.topology.IRichSpout; import backtype.storm.topology.OutputFieldsDeclarer; import backtype.storm.tuple.Fields; import backtype.storm.tuple.Values; import backtype.storm.utils.Utils; public class ExclIntegerSpout implements IRichSpout { SpoutOutputCollector _collector; Random _rand; int count = 0; public boolean isDistributed() { return true; } @Override public void open(Map conf, TopologyContext context, SpoutOutputCollector collector) { _collector = collector; _rand = new Random(); } @Override public void nextTuple() { Utils.sleep(1000); String[] words = new String[] { "hello", "today", "divine", "optimized", "canon"}; Integer[] numbers = new Integer[] { 1,2,3,4,5 }; if(count == numbers.length -1) { count = 0; } count ++; int number = numbers[count]; String word = words[count]; int randomNum = (int) (Math.random()*1000); System.out.println("Random Number: " +randomNum); System.out.println("ExclSpout emitting : " + number); _collector.emit(new Values(word, number)); } @Override public void close() { } @Override public void ack(Object id) { } @Override public void fail(Object id) { } @Override public void declareOutputFields(OutputFieldsDeclarer declarer) { declarer.declare(new Fields("word", "number")); } @Override public void activate() {} @Override public void deactivate() {} @Override public Map<String, Object> getComponentConfiguration() { return null; } } |
Here’s a sample topology showcasing the use of the bolt.
Topology implemeting the RDBMS Bolt :
import java.sql.SQLException;
import java.util.ArrayList; import backtype.storm.Config; import backtype.storm.LocalCluster; import backtype.storm.topology.TopologyBuilder; import backtype.storm.utils.Utils; /* * Sample Topology using the RDBMSDumperBolt * Its important to note that, the rdbms table column names should match the fields of the input stream tuples for the topology to work * For eg. the table used below if already created, should have word and number as the columns with resp. data types. */ public class RDBMSDumperTopology { public static void main(String[] args) throws SQLException { ArrayList<String> columnNames = new ArrayList<String>(); ArrayList<String> columnTypes = new ArrayList<String>(); String tableName = "testTable"; // Note: if the rdbms table need not to have a primary key, set the variable 'primaryKey' to 'N/A' // else set its value to the name of the tuple field which is to be treated as primary key String primaryKey = "N/A"; String rdbmsUrl = "jdbc:mysql://localhost:3306/testDB" ; String rdbmsUserName = "root"; String rdbmsPassword = "root"; // add the column names and the respective types in the two arraylists columnNames.add("word"); columnNames.add("number"); // add the types columnTypes.add("varchar (100)"); columnTypes.add("int"); TopologyBuilder builder = new TopologyBuilder(); // set the spout for the topology builder.setSpout("spout", new SampleSpout(), 10); // dump the stream data into rdbms table RDBMSDumperBolt dumperBolt = new RDBMSDumperBolt(primaryKey, tableName, columnNames, columnTypes, rdbmsUrl, rdbmsUserName, rdbmsPassword); builder.setBolt("dumperBolt",dumperBolt, 1).shuffleGrouping("spout"); Config conf = new Config(); conf.setDebug(true); LocalCluster cluster = new LocalCluster(); cluster.submitTopology("rdbms-workflow", conf, builder.createTopology()); Utils.sleep(10000); cluster.shutdown(); } } |
You can also find the entire code at :
