flink-dos-detection first commit
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85
src/main/java/com/zdjizhi/etl/EtlProcessFunction.java
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85
src/main/java/com/zdjizhi/etl/EtlProcessFunction.java
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package com.zdjizhi.etl;
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import com.zdjizhi.common.CommonConfig;
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import com.zdjizhi.common.DosSketchLog;
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import org.apache.commons.lang.StringUtils;
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import org.apache.flink.api.java.tuple.Tuple4;
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import org.apache.flink.streaming.api.functions.windowing.ProcessWindowFunction;
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import org.apache.flink.streaming.api.windowing.windows.TimeWindow;
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import org.apache.flink.util.Collector;
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import org.slf4j.Logger;
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import org.slf4j.LoggerFactory;
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import java.util.HashSet;
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import static com.zdjizhi.sink.OutputStreamSink.outputTag;
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/**
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* @author 94976
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*/
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public class EtlProcessFunction extends ProcessWindowFunction<DosSketchLog, DosSketchLog, Tuple4<String,String,String,String>, TimeWindow> {
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private static final Logger logger = LoggerFactory.getLogger(EtlProcessFunction.class);
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@Override
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public void process(Tuple4<String,String, String, String> keys,
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Context context, Iterable<DosSketchLog> elements,
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Collector<DosSketchLog> out) {
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DosSketchLog middleResult = getMiddleResult(keys, elements);
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try {
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if (middleResult != null){
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out.collect(middleResult);
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logger.debug("获取中间聚合结果:{}",middleResult.toString());
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context.output(outputTag,TrafficServerIpMetrics.getOutputMetric(keys, middleResult));
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}
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}catch (Exception e){
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logger.error("获取中间聚合结果失败,middleResult: {}\n{}",middleResult.toString(),e);
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}
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}
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private DosSketchLog getMiddleResult(Tuple4<String,String, String, String> keys,Iterable<DosSketchLog> elements){
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DosSketchLog midResuleLog = new DosSketchLog();
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Tuple4<Long, Long, Long,String> values = sketchAggregate(elements);
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try {
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if (values != null){
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midResuleLog.setCommon_sled_ip(keys.f0);
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midResuleLog.setCommon_data_center(keys.f1);
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midResuleLog.setDestination_ip(keys.f3);
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midResuleLog.setAttack_type(keys.f2);
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midResuleLog.setSource_ip(values.f3);
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midResuleLog.setSketch_sessions(values.f0);
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midResuleLog.setSketch_packets(values.f1);
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midResuleLog.setSketch_bytes(values.f2);
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return midResuleLog;
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}
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} catch (Exception e){
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logger.error("加载中间结果集失败,keys: {} values: {}\n{}",keys,values,e);
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}
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return null;
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}
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private Tuple4<Long, Long, Long,String> sketchAggregate(Iterable<DosSketchLog> elements){
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int cnt = 1;
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long sessions = 0;
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long packets = 0 ;
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long bytes = 0;
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HashSet<String> sourceIpSet = new HashSet<>();
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try {
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for (DosSketchLog newSketchLog : elements){
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sessions += newSketchLog.getSketch_sessions();
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packets += newSketchLog.getSketch_packets();
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bytes += newSketchLog.getSketch_bytes();
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cnt += 1;
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if (sourceIpSet.size() < CommonConfig.SOURCE_IP_LIST_LIMIT){
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sourceIpSet.add(newSketchLog.getSource_ip());
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}
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}
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String sourceIpList = StringUtils.join(sourceIpSet, ",");
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return Tuple4.of(sessions/cnt,packets/cnt,bytes/cnt,sourceIpList);
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}catch (Exception e){
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logger.error("聚合中间结果集失败 {}",e);
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}
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return null;
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}
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}
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