???y???l?F????flink?????????????????????? 
??????????????????????????????????????????????????????????????????????????????
??????????????1??????map??????????????2?? ????????????????????
??????????????????????????????????????????sink??????????1??


import org.apache.flink.api.common.functions.RichFilterFunction;
import org.apache.flink.api.java.tuple.Tuple2;
import org.apache.flink.configuration.Configuration;
import org.apache.flink.streaming.api.TimeCharacteristic;
import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
import org.apache.flink.streaming.api.functions.sink.RichSinkFunction;
import org.apache.flink.streaming.api.functions.source.SourceFunction;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

import java.sql.Connection;
import java.sql.DriverManager;
import java.sql.PreparedStatement;
import java.sql.Statement;
import java.util.ArrayList;
import java.util.List;
import java.util.Random;

public class TimerMain4 {
    public static void main(String[] args) throws Exception {
        Logger LOG = LoggerFactory.getLogger(TimerMain4.class);
        StreamExecutionEnvironment env = 
StreamExecutionEnvironment.getExecutionEnvironment();
        env.setParallelism(1);
        env.setStreamTimeCharacteristic(TimeCharacteristic.ProcessingTime);
        env.addSource(new MySourceTuple())
                .filter(new RichFilterFunction<Tuple2<String, Long>>() {
                    private transient volatile Statement sts1;
                    private transient volatile Connection conn1;

                    @Override
                    public void open(Configuration parameters) throws Exception 
{
                        super.open(parameters);
                        Class.forName("org.apache.hive.jdbc.HiveDriver");
                        conn1 = DriverManager.getConnection("", "", "");
                        LOG.info("connection --- " + conn1);
                        sts1 = conn1.createStatement();
                    }

                    @Override
                    public boolean filter(Tuple2<String, Long> value) {
                        return true;
                    }

                    @Override
                    public void close() throws Exception {
                        super.close();
                        sts1.close();
                        conn1.close();
                    }
                })
                .map(Tuple2::toString)
                .setParallelism(1)
                .addSink(new RichSinkFunction<String>() {
                    private transient volatile PreparedStatement sts2;
                    private transient volatile Connection conn2;

                    @Override
                    public void open(Configuration parameters) throws Exception 
{
                        super.open(parameters);
                        Class.forName("com.mysql.jdbc.Driver");
                        conn2 = DriverManager.getConnection("", "", "");
                        LOG.info("connection --- " + conn2);
                        sts2 = conn2.prepareStatement("");
                    }

                    @Override
                    public void close() throws Exception {
                        super.close();
                        sts2.close();
                        conn2.close();
                    }

                    @Override
                    public void invoke(String value, Context context) {
                        LOG.info(value);
                    }
                }).setParallelism(1);
        env.execute();
    }

}

class MySourceTuple implements SourceFunction<Tuple2<String, Long>> {

    private Boolean isRunning = true;
    List<String> names = new ArrayList();

    private final Random random = new Random();
    Long number = 1L;

    @Override
    public void run(SourceContext<Tuple2<String, Long>> ctx) throws Exception {
        names.add("??");
        names.add("??");
        names.add("??");
        names.add("??");
        while (isRunning) {
            int index = random.nextInt(4);
            ctx.collect(new Tuple2<>(names.get(index), number));
            number += 1;
            Thread.sleep(1000);
        }
    }

    @Override
    public void cancel() {
        isRunning = false;
    }
}




[email protected]
 
???????? Yichao Yang
?????????? 2020-07-09 13:11
???????? user-zh
?????? ?????? ?????????? richfunction????????????????????????
Hi,
 
 
??????????????????????????????????????????????????????????????????????????
 
 
Best,
Yichao Yang
 
 
 
 
------------------&nbsp;????????&nbsp;------------------
??????:&nbsp;"[email protected]"<[email protected]&gt;;
????????:&nbsp;2020??7??9??(??????) ????11:31
??????:&nbsp;"user-zh"<[email protected]&gt;;
 
????:&nbsp;????: ?????????? richfunction????????????????????????
 
 
 
 
FlinkKafkaConsumer<Bill&gt; kafkaConsumer = new 
FlinkKafkaConsumer<&gt;(TrafficConstants.BILLTOPIC,new SchargeConsumerSchema(), 
props);
kafkaConsumer.setStartFromLatest();
SingleOutputStreamOperator<Bill&gt; process = 
env.addSource(kafkaConsumer).setParallelism(4)
.filter(new HiveFilterFunction(TrafficConstants.HIVEURL, 
TrafficConstants.HIVEUSERNAME, 
TrafficConstants.HIVEPASSWORD)).name("??????????")
.keyBy((KeySelector<Bill, String&gt;) value -&gt; value.getUser_id() + 
value.getSerial_number() + value.getProvince_code())
.process(***);
SingleOutputStreamOperator<BillInfo&gt; map = process.map();
map.addSink(new RdsFlowSink(TrafficConstants.URL, TrafficConstants.USERNAME, 
TrafficConstants.PASSWORD))
.setParallelism(1).name("sinkRds");
 
??????????????Kafka????--&gt;??????richfilter????????hive??????????????????--&gt;keyby--&gt;process--&gt;??????sink????
 
public class HiveFilterFunction extends RichFilterFunction<Bill&gt; {
&nbsp;&nbsp;&nbsp; Logger LOG = 
LoggerFactory.getLogger(HiveFilterFunction.class);
&nbsp;&nbsp;&nbsp; private final String jdbcUrl;
&nbsp;&nbsp;&nbsp; private final String username;
&nbsp;&nbsp;&nbsp; private final String password;
&nbsp;&nbsp;&nbsp; private transient volatile Statement sts;
&nbsp;&nbsp;&nbsp; private transient volatile Connection connection;
&nbsp;&nbsp;&nbsp; Map<String, String&gt; map = new ConcurrentHashMap();
 
&nbsp;&nbsp;&nbsp; public HiveFilterFunction(String jdbcUrl, String username, 
String password) {
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; this.jdbcUrl = jdbcUrl;
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; this.username = username;
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; this.password = password;
&nbsp;&nbsp;&nbsp; }
 
&nbsp;&nbsp;&nbsp; @Override
&nbsp;&nbsp;&nbsp; public void open(Configuration parameters) throws Exception {
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; super.open(parameters);
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
Class.forName("org.apache.hive.jdbc.HiveDriver");
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; connection = 
DriverManager.getConnection(jdbcUrl, username, password);
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; LOG.info("hive connection --- " + 
connection);
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; sts = connection.createStatement();
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; query();
&nbsp;&nbsp;&nbsp; }
 
&nbsp;&nbsp;&nbsp; @Override
&nbsp;&nbsp;&nbsp; public boolean filter(Bill value) {
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; return 
map.containsKey(value.getIntegrate_item_code())
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
 &amp;&amp; TrafficConstants.getProCode().contains(value.getProvince_code());
&nbsp;&nbsp;&nbsp; }
 
&nbsp;&nbsp;&nbsp; @Override
&nbsp;&nbsp;&nbsp; public void close() throws Exception {
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; super.close();
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; assert null != sts ;
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; assert null != connection ;
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; sts.close();
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; connection.close();
&nbsp;&nbsp;&nbsp; }
 
&nbsp;&nbsp;&nbsp; private void query() throws Exception {
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; ResultSet resultSet = null;
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; try {
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
sts.execute(TrafficConstants.SETSQL);
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; resultSet = 
sts.executeQuery(TrafficConstants.CODESQL);
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; while 
(resultSet.next()) {
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
 map.put(resultSet.getString("charge_code_cbss"), "");
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; }
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; } catch (Exception e) {
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
LOG.error("hive error", e);
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; throw new 
Exception(e);
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; } finally {
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; assert 
resultSet != null;
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
resultSet.close();
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; }
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; LOG.info("hive ????????????????");
&nbsp;&nbsp;&nbsp; }
}
 
public class RdsFlowSink extends RichSinkFunction<BillInfo&gt;{
&nbsp;&nbsp;&nbsp; Logger LOG = LoggerFactory.getLogger(RdsFlowSink.class);
&nbsp;&nbsp;&nbsp; private final String url;
&nbsp;&nbsp;&nbsp; private final String name;
&nbsp;&nbsp;&nbsp; private final String password;
 
&nbsp;&nbsp;&nbsp; private transient volatile PreparedStatement insertStatement;
&nbsp;&nbsp;&nbsp; private transient volatile Connection connection;
&nbsp;&nbsp;&nbsp; private transient volatile Counter counter = null;
&nbsp;
&nbsp;&nbsp;&nbsp; public RdsFlowSink(String url, String name, String password) 
{
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; this.url = url;
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; this.name = name;
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; this.password = password;
&nbsp;&nbsp;&nbsp; }
 
&nbsp;&nbsp;&nbsp; @Override
&nbsp;&nbsp;&nbsp; public void open(Configuration parameters) throws Exception {
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
Class.forName("com.mysql.jdbc.Driver");
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; connection = 
DriverManager.getConnection(url,name,password);
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; LOG.info("connection --- " + 
connection);
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; counter = 
getRuntimeContext().getMetricGroup().counter("counter");
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; insertStatement = 
connection.prepareStatement(TrafficConstants.FLOWSQL);
&nbsp;&nbsp;&nbsp;&nbsp; 
&nbsp;&nbsp;&nbsp; }
 
&nbsp;&nbsp;&nbsp; @Override
&nbsp;&nbsp;&nbsp; public void invoke(BillInfo value, Context context) throws 
Exception {
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; try {
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
insertStatement.setString(1,value.getSerial_number());
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
insertStatement.setString(2,value.getUser_id());
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
insertStatement.setString(3,value.getIntegrate_item_code());
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
insertStatement.setString(4,value.getFee());
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
insertStatement.setString(5,value.getCity_code());
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
counter.inc(1);
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
insertStatement.execute();
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; }catch (Exception 
e){&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
LOG.info("invoke&nbsp; --- " + connection);
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
LOG.error(e.getMessage());
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; throw new 
Exception(e);
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; }
&nbsp;&nbsp;&nbsp; }
 
&nbsp;&nbsp;&nbsp; @Override
&nbsp;&nbsp;&nbsp; public void close() throws Exception {
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; super.close();
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; assert insertStatement != null;
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; assert connection != null;
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; insertStatement.close();
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; connection.close();
&nbsp;&nbsp;&nbsp; }
}
 
???????????????????? Class.forName("org.apache.hive.jdbc.HiveDriver"); ???? 
Class.forName("com.mysql.jdbc.Driver"); ????
 
 
[email protected]
&nbsp;
???????? JasonLee
?????????? 2020-07-08 18:46
???????? user-zh
?????? ?????????? richfunction????????????????????????
hi
???????????????????????????????????????????? ???????????????????????? 
????????????????????????
&nbsp;
&nbsp;
| |
JasonLee
|
|
[email protected]
|
&nbsp;
Signature is customized by Netease Mail Master
&nbsp;
??2020??07??08?? 18:[email protected] ??????
??????
&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; 
??????flink1.10.1????streamapi????????????????????richfunction?? 
????????Class.forName("*****"); 
????????????????????????????????????????????????????????????????????????????????????
&nbsp;
&nbsp;
[email protected]

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