主要也是代码的一些操作,API的一些使用
1.从文件中读取数据流然后存入Mysql
package com.yjp.flink.demo6; import org.apache.flink.api.common.functions.FlatMapFunction; import org.apache.flink.api.java.tuple.Tuple2; import org.apache.flink.streaming.api.datastream.DataStream; import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment; import org.apache.flink.util.Collector; /** * 从文件中读取数据 * * @Author : WenBao * Date : 17:01 2018/3/5 */ public class Demo2 { public static void main(String[] args) throws Exception { StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment(); env.getConfig().disableSysoutLogging(); env.registerCachedFile("F://1.txt", "WordCount"); DataStream<Tuple2<String, Integer>> sourceStream = env.readTextFile("F://1.txt") .flatMap(new Splitter()) .keyBy(0) .sum(1); sourceStream.print(); sourceStream.writeAsText("/w"); sourceStream.addSink(new MysqlSink()); sourceStream.print(); env.execute("Window WordCount"); } public static class Splitter implements FlatMapFunction<String, Tuple2<String, Integer>> { public void flatMap(String sentence, Collector<Tuple2<String, Integer>> out) throws Exception { for (String word : sentence.split(" ")) { if (null != word && !word.isEmpty()) { out.collect(new Tuple2<String, Integer>(word, 1)); } } } } }
package com.yjp.flink.demo6; import org.apache.flink.api.java.tuple.Tuple2; import org.apache.flink.configuration.Configuration; import org.apache.flink.streaming.api.functions.sink.RichSinkFunction; import java.sql.Connection; import java.sql.DriverManager; import java.sql.PreparedStatement; /** * 自定义JDBC sink * 向mysql数据库中插入数据 * * @Author : WenBao * Date : 17:20 2018/3/1 */ public class MysqlSink extends RichSinkFunction<Tuple2<String, Integer>> { private static final long serialVersionUID = 1L; private Connection connection; private PreparedStatement preparedStatement; /** * open方法是初始化方法,会在invoke方法之前执行,执行一次。 * * @param parameters * @throws Exception */ @Override public void open(Configuration parameters) throws Exception { //JDBC连接信息 String USERNAME = "root"; String PASSWORD = "root"; String driverClass = "com.mysql.jdbc.Driver"; //String driverClass = "com.mysql.cj.jdbc.Driver"; String URL = "jdbc:mysql://localhost:3306/login?characterEncoding=UTF-8&autoReconnect=true&zeroDateTimeBehavior=convertToNull&useUnicode=true"; //加载jdbc的驱动 Class.forName(driverClass); //获取数据库的连接 connection = DriverManager.getConnection(URL, USERNAME, PASSWORD); String sql = "insert into word_num(word, num) values (?,?)"; preparedStatement = connection.prepareStatement(sql); super.open(parameters); } /** * invoke()方法解析一个元组数据,并插入到数据库中。 * * @param value 输入的数据 * @throws Exception */ @Override public void invoke(Tuple2<String, Integer> value, Context context) throws Exception { try { String word = value.f0; Integer num = value.f1; preparedStatement.setString(1, word); preparedStatement.setInt(2, num); preparedStatement.executeUpdate(); } catch (Exception e) { e.printStackTrace(); } } /** * close()是tear down的方法,在销毁时执行,关闭连接。 */ @Override public void close() throws Exception { if (preparedStatement != null) { preparedStatement.close(); } if (connection != null) { connection.close(); } super.close(); } }
2.从mysql中读取数据流 将值转换为对象流
package com.yjp.flink.demo6; import org.apache.flink.configuration.Configuration; import org.apache.flink.streaming.api.functions.source.RichSourceFunction; import java.sql.Connection; import java.sql.DriverManager; import java.sql.PreparedStatement; import java.sql.ResultSet; /** * 从mysql中读取数据流 * * @Author : WenBao * Date : 10:35 2018/3/5 */ public class WordSourceFromMysql extends RichSourceFunction<Word> { private static final long serialVersionUID = 1L; private Connection connection; private PreparedStatement preparedStatement; @Override public void open(Configuration parameters) throws Exception { super.open(parameters); String USERNAME = "root"; String PASSWORD = "root"; String driverClass = "com.mysql.jdbc.Driver"; //String driverClass = "com.mysql.cj.jdbc.Driver"; String URL = "jdbc:mysql://localhost:3306/login?characterEncoding=UTF-8&autoReconnect=true&zeroDateTimeBehavior=convertToNull&useUnicode=true"; //加载jdbc的驱动 Class.forName(driverClass); connection = DriverManager.getConnection(URL, USERNAME, PASSWORD); String sql = " SELECT * FROM word_num "; preparedStatement = connection.prepareStatement(sql); } @Override public void run(SourceContext<Word> sourceContext) throws Exception { try { ResultSet resultSet = preparedStatement.executeQuery(); while (resultSet.next()) { Word word = new Word(); word.setId(resultSet.getInt("id")); word.setWord(resultSet.getString("word")); word.setNum(resultSet.getInt("num")); sourceContext.collect(word); } } catch (Exception e) { e.printStackTrace(); } } @Override public void cancel() { } @Override public void close() throws Exception { super.close(); if (connection != null) { connection.close(); } if (preparedStatement != null) { preparedStatement.close(); } } }
package com.yjp.flink.demo6; public class Word { private int id; private String word; private int num; public Word(int id, String word, int num) { this.id = id; this.word = word; this.num = num; } public Word() { } public int getId() { return id; } public void setId(int id) { this.id = id; } public String getWord() { return word; } public void setWord(String word) { this.word = word; } public int getNum() { return num; } public void setNum(int num) { this.num = num; } @Override public String toString() { return "Word{" + "id=" + id + ", word='" + word + '\'' + ", num=" + num + '}'; } }
package com.yjp.flink.demo6; import org.apache.flink.streaming.api.datastream.DataStream; import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment; public class WordSourceFromMysqlTest { public static void main(String[] args) throws Exception { StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment(); env.getConfig().disableSysoutLogging(); DataStream<Word> stream = env.addSource(new WordSourceFromMysql()); stream.print(); env.execute(); } }努力吧,皮卡丘