flink-dos-detection first commit
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126
src/main/java/com/zdjizhi/sink/OutputStreamSink.java
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126
src/main/java/com/zdjizhi/sink/OutputStreamSink.java
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package com.zdjizhi.sink;
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import com.zdjizhi.common.CommonConfig;
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import com.zdjizhi.common.DosEventLog;
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import com.zdjizhi.common.DosMetricsLog;
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import com.zdjizhi.common.DosSketchLog;
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import com.zdjizhi.etl.EtlProcessFunction;
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import com.zdjizhi.etl.DosDetection;
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import com.zdjizhi.etl.ParseSketchLog;
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import com.zdjizhi.source.BaselineSource;
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import com.zdjizhi.utils.FlinkEnvironmentUtils;
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import org.apache.commons.lang.StringUtils;
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import org.apache.flink.api.common.functions.ReduceFunction;
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import org.apache.flink.api.common.state.MapStateDescriptor;
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import org.apache.flink.api.common.typeinfo.Types;
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import org.apache.flink.api.java.functions.KeySelector;
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import org.apache.flink.api.java.tuple.Tuple2;
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import org.apache.flink.api.java.tuple.Tuple4;
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import org.apache.flink.api.java.typeutils.MapTypeInfo;
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import org.apache.flink.streaming.api.datastream.*;
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import org.apache.flink.streaming.api.windowing.assigners.TumblingEventTimeWindows;
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import org.apache.flink.streaming.api.windowing.time.Time;
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import org.apache.flink.util.OutputTag;
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import org.slf4j.Logger;
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import org.slf4j.LoggerFactory;
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import java.util.*;
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/**
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* @author 94976
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*/
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public class OutputStreamSink {
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private static final Logger logger = LoggerFactory.getLogger(OutputStreamSink.class);
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public static OutputTag<DosMetricsLog> outputTag = new OutputTag<DosMetricsLog>("traffic server ip metrics"){};
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public static MapStateDescriptor<String, Map<String, Map<String, List<Integer>>>> descriptor = new MapStateDescriptor<>("boradcast-state",
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Types.STRING,
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new MapTypeInfo<>(String.class, new MapTypeInfo<>(String.class, (Class<List<Integer>>) (Class<?>) List.class).getTypeClass()));
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public static void finalOutputSink(){
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DosEventSink.dosEventOutputSink(getOutputSinkStream());
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TrafficServerIpMetricsSink.sideOutputMetricsSink(getMiddleStream());
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}
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public static void main(String[] args) throws Exception {
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SingleOutputStreamOperator<DosEventLog> dosEventLogOutputStream = getOutputSinkStream();
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DosEventSink.dosEventOutputSink(dosEventLogOutputStream);
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TrafficServerIpMetricsSink.sideOutputMetricsSink(getMiddleStream());
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dosEventLogOutputStream.print();
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FlinkEnvironmentUtils.streamExeEnv.execute();
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}
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private static SingleOutputStreamOperator<DosEventLog> getOutputSinkStream(){
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BroadcastStream<Map<String, Map<String,List<Integer>>>> broadcast = FlinkEnvironmentUtils.streamExeEnv
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.addSource(new BaselineSource())
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.broadcast(descriptor);
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logger.info("广播变量加载成功!!");
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return getMiddleStream().keyBy(new SecondKeySelector())
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.reduce(new SecondReduceFunc())
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.connect(broadcast)
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.process(new DosDetection());
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}
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private static SingleOutputStreamOperator<DosSketchLog> getMiddleStream(){
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return ParseSketchLog.getSketchSource()
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.keyBy(new FirstKeySelector())
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.window(TumblingEventTimeWindows.of(Time.seconds(CommonConfig.FLINK_WINDOW_MAX_TIME)))
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.process(new EtlProcessFunction());
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}
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private static String groupUniqSourceIp(String sourceIp1,String sourceIp2){
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HashSet<String> sourceIpSet = new HashSet<>();
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Collections.addAll(sourceIpSet, (sourceIp1 + "," + sourceIp2).split(","));
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if (sourceIpSet.size() > CommonConfig.SOURCE_IP_LIST_LIMIT){
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return StringUtils.join(takeUniqLimit(sourceIpSet,CommonConfig.SOURCE_IP_LIST_LIMIT),",");
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}
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return StringUtils.join(sourceIpSet,",");
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}
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private static<T> Collection<T> takeUniqLimit(Collection<T> collection, int limit){
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int i =0;
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Collection<T> newSet = new HashSet<>();
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for (T t:collection){
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if (i < limit){
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newSet.add(t);
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i += 1;
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}
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}
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return newSet;
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}
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private static class FirstKeySelector implements KeySelector<DosSketchLog, Tuple4<String, String, String, String>>{
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@Override
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public Tuple4<String, String, String, String> getKey(DosSketchLog dosSketchLog) throws Exception {
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return Tuple4.of(
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dosSketchLog.getCommon_sled_ip(),
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dosSketchLog.getCommon_data_center(),
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dosSketchLog.getAttack_type(),
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dosSketchLog.getDestination_ip());
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}
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}
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private static class SecondKeySelector implements KeySelector<DosSketchLog, Tuple2<String, String>> {
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@Override
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public Tuple2<String, String> getKey(DosSketchLog dosSketchLog) throws Exception {
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return Tuple2.of(
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dosSketchLog.getAttack_type(),
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dosSketchLog.getDestination_ip());
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}
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}
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private static class SecondReduceFunc implements ReduceFunction<DosSketchLog> {
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@Override
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public DosSketchLog reduce(DosSketchLog value1, DosSketchLog value2) throws Exception {
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value1.setSketch_sessions((value1.getSketch_sessions()+value2.getSketch_sessions())/2);
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value1.setSketch_bytes((value1.getSketch_bytes()+value2.getSketch_bytes())/2);
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value1.setSketch_packets((value1.getSketch_packets()+value2.getSketch_packets())/2);
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value1.setSource_ip(groupUniqSourceIp(value1.getSource_ip(),value2.getSource_ip()));
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return value1;
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}
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}
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}
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