批量读取Druid
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@@ -6,6 +6,7 @@ import cn.mesalab.utils.DruidUtils;
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import io.vavr.Tuple;
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import io.vavr.Tuple2;
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import org.apache.calcite.avatica.AvaticaConnection;
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import org.apache.commons.lang.StringUtils;
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import org.slf4j.Logger;
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import org.slf4j.LoggerFactory;
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@@ -15,6 +16,7 @@ import java.util.ArrayList;
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import java.util.Calendar;
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import java.util.List;
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import java.util.Map;
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import java.util.stream.Collectors;
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/**
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@@ -91,7 +93,39 @@ public class DruidData {
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+ " = '" + attackType + "'"
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+ " AND " + timeFilter;
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// System.out.println("getTimeSeriesData:" + sql);
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try{
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ResultSet resultSet = DruidUtils.executeQuery(connection,sql);
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ResultSetToListService service = new ResultSetToListServiceImp();
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rsList = service.selectAll(resultSet);
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} catch (Exception e){
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e.printStackTrace();
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}
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return rsList;
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}
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public List<Map<String, Object>> getTimeSeriesData(List<Map<String, Object>> allData, String ip, String attackType){
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List<Map<String, Object>> rsList = null;
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try{
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rsList = allData.stream().
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filter(i->((i.get(ApplicationConfig.DRUID_SERVERIP_COLUMN_NAME).equals(ip))
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& (i.get(ApplicationConfig.DRUID_ATTACKTYPE_COLUMN_NAME).equals(attackType))))
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.collect(Collectors.toList());
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} catch (NullPointerException e){
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}
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return rsList;
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}
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public List<Map<String, Object>> readFromDruid(List<String> ipList){
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List<Map<String, Object>> rsList = null;
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ipList = ipList.stream().map( ip -> "\'"+ip+"\'").collect(Collectors.toList());
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String ipString = "(" + StringUtils.join(ipList, ",").toString() + ")";
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String sql = "SELECT "+ ApplicationConfig.DRUID_SERVERIP_COLUMN_NAME
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+ ", "+ ApplicationConfig.BASELINE_METRIC_TYPE
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+ ", " + ApplicationConfig.DRUID_RECVTIME_COLUMN_NAME
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+ " FROM " + ApplicationConfig.DRUID_TABLE
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+ " WHERE " + ApplicationConfig.DRUID_SERVERIP_COLUMN_NAME
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+ " IN " + ipString
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+ " AND " + timeFilter;
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try{
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ResultSet resultSet = DruidUtils.executeQuery(connection,sql);
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ResultSetToListService service = new ResultSetToListServiceImp();
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@@ -29,6 +29,8 @@ public class BaselineGeneration {
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private static HbaseUtils hbaseUtils;
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private static Table hbaseTable;
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private static List<Map<String, Object>> batchDruidData = new ArrayList<>();
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private static final Integer BASELINE_POINT_NUM = ApplicationConfig.BASELINE_RANGE_DAYS * 24 * (60/ApplicationConfig.HISTORICAL_GRAD);
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public static void perform() {
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@@ -106,9 +108,15 @@ public class BaselineGeneration {
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Long startGenerateTime = System.currentTimeMillis();
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druidData = DruidData.getInstance();
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batchDruidData = druidData.readFromDruid(ipList);
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List<Put> putList = new ArrayList<>();
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for(String ip: ipList){
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int[] ipBaseline = generateSingleIpBaseline(ip, attackType);
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if (ipBaseline==null){
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break;
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}
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putList = hbaseUtils.cachedInPut(putList, ip, ipBaseline, attackType, ApplicationConfig.BASELINE_METRIC_TYPE);
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}
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@@ -118,7 +126,7 @@ public class BaselineGeneration {
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try {
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hbaseTable.put(putList);
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LOG.info("HBase 写入数据条数 " + ApplicationConfig.GENERATE_BATCH_NUM);
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LOG.info("HBase 处理数据条数 " + ApplicationConfig.GENERATE_BATCH_NUM);
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} catch (IOException e) {
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e.printStackTrace();
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}
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@@ -130,7 +138,12 @@ public class BaselineGeneration {
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private static int[] generateSingleIpBaseline(String ip, String attackType){
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// 查询
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Long startQuerySingleIPTime = System.currentTimeMillis();
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List<Map<String, Object>> originSeries = druidData.getTimeSeriesData(ip, attackType);
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List<Map<String, Object>> originSeries = druidData.getTimeSeriesData(batchDruidData, ip, attackType);
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if (originSeries==null){
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return null;
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}
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Long endQuerySingleIPTime = System.currentTimeMillis();
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LOG.info("性能测试:单个ip查询耗时——"+(endQuerySingleIPTime-startQuerySingleIPTime));
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