修改处理逻辑为内存中缓存baseline数据
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@@ -1,128 +0,0 @@
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package com.zdjizhi.source;
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import com.zdjizhi.common.CommonConfig;
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import org.apache.flink.configuration.Configuration;
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import org.apache.flink.streaming.api.datastream.DataStream;
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import org.apache.flink.streaming.api.datastream.DataStreamSource;
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import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
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import org.apache.flink.streaming.api.functions.source.RichSourceFunction;
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import org.apache.hadoop.hbase.HBaseConfiguration;
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import org.apache.hadoop.hbase.HConstants;
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import org.apache.hadoop.hbase.TableName;
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import org.apache.hadoop.hbase.client.*;
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import org.apache.hadoop.hbase.util.Bytes;
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import org.apache.hadoop.io.ArrayWritable;
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import org.apache.hadoop.io.IntWritable;
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import org.apache.hadoop.io.Writable;
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import org.slf4j.Logger;
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import org.slf4j.LoggerFactory;
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import java.io.ByteArrayInputStream;
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import java.io.DataInputStream;
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import java.io.IOException;
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import java.util.ArrayList;
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import java.util.HashMap;
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import java.util.List;
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import java.util.Map;
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/**
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* @author wlh
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*/
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public class BaselineSource extends RichSourceFunction<Map<String, Map<String,List<Integer>>>> {
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private static final Logger logger = LoggerFactory.getLogger(BaselineSource.class);
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private Connection conn = null;
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private Table table = null;
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private Scan scan = null;
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@Override
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public void open(Configuration parameters) throws Exception {
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org.apache.hadoop.conf.Configuration config = HBaseConfiguration.create();
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config.set("hbase.zookeeper.quorum", CommonConfig.HBASE_ZOOKEEPER_QUORUM);
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config.set("hbase.client.retries.number", "3");
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config.set("hbase.bulkload.retries.number", "3");
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config.set("zookeeper.recovery.retry", "3");
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config.setInt(HConstants.HBASE_CLIENT_OPERATION_TIMEOUT, CommonConfig.HBASE_CLIENT_OPERATION_TIMEOUT);
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config.setInt(HConstants.HBASE_CLIENT_SCANNER_TIMEOUT_PERIOD, CommonConfig.HBASE_CLIENT_SCANNER_TIMEOUT_PERIOD);
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TableName tableName = TableName.valueOf(CommonConfig.HBASE_BASELINE_TABLE_NAME);
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conn = ConnectionFactory.createConnection(config);
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table = conn.getTable(tableName);
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scan = new Scan().setAllowPartialResults(true).setLimit(CommonConfig.HBASE_BASELINE_TOTAL_NUM);
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logger.info("连接hbase成功,正在读取baseline数据");
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// .addFamily(Bytes.toBytes(CommonConfig.HBASE_BASELINE_FAMLIY_NAME));
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}
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@Override
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public void close() throws Exception {
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super.close();
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}
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@Override
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public void run(SourceContext<Map<String, Map<String,List<Integer>>>> sourceContext) throws Exception {
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logger.info("开始读取baseline数据");
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ResultScanner rs = table.getScanner(scan);
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// Map<String, List<Integer>[]> baselineMap = new HashMap<>();
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Map<String, Map<String,List<Integer>>> baselineMap = new HashMap<>();
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for (Result result : rs) {
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Map<String, List<Integer>> floodTypeMap = new HashMap<>();
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String rowkey = Bytes.toString(result.getRow());
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ArrayList<Integer> tcp = getArraylist(result,"TCP SYN Flood", "session_num");
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ArrayList<Integer> udp = getArraylist(result,"UDP Flood", "session_num");
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ArrayList<Integer> icmp = getArraylist(result,"ICMP Flood", "session_num");
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ArrayList<Integer> dns = getArraylist(result,"DNS Amplification", "session_num");
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floodTypeMap.put("TCP SYN Flood",tcp);
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floodTypeMap.put("UDP Flood",udp);
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floodTypeMap.put("ICMP Flood",icmp);
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floodTypeMap.put("DNS Amplification",dns);
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// List[] arr = new ArrayList[]{tcp,udp,icmp,dns};
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baselineMap.put(rowkey,floodTypeMap);
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}
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sourceContext.collect(baselineMap);
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logger.info("格式化baseline数据成功,读取IP共:{}",baselineMap.size());
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}
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private static ArrayList<Integer> getArraylist(Result result,String family,String qualifier) throws IOException {
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if (!result.containsColumn(Bytes.toBytes(family), Bytes.toBytes(qualifier))){
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return null;
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}
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ArrayWritable w = new ArrayWritable(IntWritable.class);
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w.readFields(new DataInputStream(new ByteArrayInputStream(result.getValue(Bytes.toBytes(family), Bytes.toBytes(qualifier)))));
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return fromWritable(w);
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}
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private static ArrayList<Integer> fromWritable(ArrayWritable writable) {
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Writable[] writables = writable.get();
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ArrayList<Integer> list = new ArrayList<>(writables.length);
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for (Writable wrt : writables) {
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list.add(((IntWritable)wrt).get());
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}
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return list;
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}
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@Override
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public void cancel() {
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try {
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if (table != null) {
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table.close();
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}
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if (conn != null) {
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conn.close();
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}
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} catch (IOException e) {
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e.printStackTrace();
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}
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}
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public static void main(String[] args) throws Exception {
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StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();
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env.enableCheckpointing(5000);
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DataStreamSource<Map<String, Map<String,List<Integer>>>> mapDataStreamSource = env.addSource(new BaselineSource());
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DataStream<Map<String, Map<String,List<Integer>>>> broadcast = mapDataStreamSource.broadcast();
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mapDataStreamSource.print();
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env.execute();
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}
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}
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