修改为读取clickhouse计算后的结果数据

IP-learning-graph/src/main/java/cn/ac/iie/dao/BaseArangoData.java

@@ -1,93 +0,0 @@
-package cn.ac.iie.dao;
-
-import cn.ac.iie.config.ApplicationConfig;
-import cn.ac.iie.service.ingestion.ReadHistoryArangoData;
-import cn.ac.iie.utils.ArangoDBConnect;
-import cn.ac.iie.utils.ExecutorThreadPool;
-import com.arangodb.ArangoCursor;
-import com.arangodb.entity.BaseDocument;
-import com.arangodb.entity.BaseEdgeDocument;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-
-import java.util.concurrent.ConcurrentHashMap;
-import java.util.concurrent.CountDownLatch;
-
-/**
- * 获取arangoDB历史数据
- */
-public class BaseArangoData {
-    private static final Logger LOG = LoggerFactory.getLogger(BaseArangoData.class);
-
-    static ConcurrentHashMap<Integer,ConcurrentHashMap<String, BaseDocument>> historyVertexFqdnMap = new ConcurrentHashMap<>();
-    static ConcurrentHashMap<Integer,ConcurrentHashMap<String, BaseDocument>> historyVertexIpMap = new ConcurrentHashMap<>();
-    static ConcurrentHashMap<Integer,ConcurrentHashMap<String, BaseDocument>> historyVertexSubscriberMap = new ConcurrentHashMap<>();
-    static ConcurrentHashMap<Integer,ConcurrentHashMap<String, BaseEdgeDocument>> historyRelationFqdnAddressIpMap = new ConcurrentHashMap<>();
-    static ConcurrentHashMap<Integer,ConcurrentHashMap<String, BaseEdgeDocument>> historyRelationIpVisitFqdnMap = new ConcurrentHashMap<>();
-    static ConcurrentHashMap<Integer,ConcurrentHashMap<String, BaseEdgeDocument>> historyRelationFqdnSameFqdnMap = new ConcurrentHashMap<>();
-    static ConcurrentHashMap<Integer,ConcurrentHashMap<String, BaseEdgeDocument>> historyRelationSubsciberLocateIpMap = new ConcurrentHashMap<>();
-
-    private static ArangoDBConnect arangoDBConnect = ArangoDBConnect.getInstance();
-
-    private ExecutorThreadPool threadPool = ExecutorThreadPool.getInstance();
-
-    <T extends BaseDocument> void readHistoryData(String table,
-                                                  ConcurrentHashMap<Integer,ConcurrentHashMap<String, T>> map,
-                                                  Class<T> type) {
-        try {
-            LOG.info("开始更新"+table);
-            long start = System.currentTimeMillis();
-            for (int i = 0; i < ApplicationConfig.THREAD_POOL_NUMBER; i++){
-                map.put(i,new ConcurrentHashMap<>());
-            }
-            CountDownLatch countDownLatch = new CountDownLatch(ApplicationConfig.THREAD_POOL_NUMBER);
-            long[] timeRange = getTimeRange(table);
-            for (int i = 0; i < ApplicationConfig.THREAD_POOL_NUMBER; i++) {
-                String sql = getQuerySql(timeRange, i, table);
-                ReadHistoryArangoData<T> readHistoryArangoData =
-                        new ReadHistoryArangoData<>(arangoDBConnect, sql, map,type,table,countDownLatch);
-                threadPool.executor(readHistoryArangoData);
-            }
-            countDownLatch.await();
-            long last = System.currentTimeMillis();
-            LOG.info("读取"+table+" arangoDB 共耗时："+(last-start));
-        }catch (Exception e){
-            e.printStackTrace();
-        }
-    }
-
-    private long[] getTimeRange(String table){
-        long minTime = 0L;
-        long maxTime = 0L;
-        long startTime = System.currentTimeMillis();
-        String sql = "LET doc = (FOR doc IN "+table+" RETURN doc) return {max_time:MAX(doc[*].FIRST_FOUND_TIME),min_time:MIN(doc[*].FIRST_FOUND_TIME)}";
-        ArangoCursor<BaseDocument> timeDoc = arangoDBConnect.executorQuery(sql, BaseDocument.class);
-        try {
-            if (timeDoc != null){
-                while (timeDoc.hasNext()) {
-                    BaseDocument doc = timeDoc.next();
-                    maxTime = Long.parseLong(doc.getAttribute("max_time").toString()) + ApplicationConfig.THREAD_POOL_NUMBER;
-                    minTime = Long.parseLong(doc.getAttribute("min_time").toString());
-                }
-                long lastTime = System.currentTimeMillis();
-                LOG.info(sql+"\n查询最大最小时间用时：" + (lastTime - startTime));
-            }else {
-                LOG.warn("获取ArangoDb时间范围为空");
-            }
-        }catch (Exception e){
-            e.printStackTrace();
-        }
-        return new long[]{minTime, maxTime};
-
-    }
-
-    private String getQuerySql(long[] timeRange,int threadNumber,String table){
-        long minTime = timeRange[0];
-        long maxTime = timeRange[1];
-        long diffTime = (maxTime - minTime) / ApplicationConfig.THREAD_POOL_NUMBER;
-        long maxThreadTime = minTime + (threadNumber + 1)* diffTime;
-        long minThreadTime = minTime + threadNumber * diffTime;
-        return "FOR doc IN "+table+" filter doc.FIRST_FOUND_TIME >= "+minThreadTime+" and doc.FIRST_FOUND_TIME <= "+maxThreadTime+" " + ApplicationConfig.ARANGODB_READ_LIMIT + " RETURN doc";
-    }
-
-}

IP-learning-graph/src/main/java/cn/ac/iie/dao/BaseClickhouseData.java

@@ -35,11 +35,10 @@ public class BaseClickhouseData {
     private DruidPooledConnection connection;
     private Statement statement;
 
-    <T extends BaseDocument> void baseDocumentFromClickhouse(HashMap<Integer, HashMap<String, ArrayList<T>>> newMap,
-                                                             Supplier<String> getSqlSupplier,
+    <T extends BaseDocument> HashMap<Integer, HashMap<String,ArrayList<T>>> baseDocumentFromClickhouse(Supplier<String> getSqlSupplier,
                                                              Function<ResultSet,T> formatResultFunc) {
         long start = System.currentTimeMillis();
-        initializeMap(newMap);
+        HashMap<Integer, HashMap<String, ArrayList<T>>> newMap = initializeMap();
         String sql = getSqlSupplier.get();
         try {
             connection = manger.getConnection();
@@ -60,18 +59,23 @@ public class BaseClickhouseData {
         }finally {
             manger.clear(statement,connection);
         }
+        return newMap;
     }
 
-    private <T extends BaseDocument> void initializeMap(HashMap<Integer, HashMap<String,ArrayList<T>>> map){
+    private <T extends BaseDocument> HashMap<Integer, HashMap<String,ArrayList<T>>> initializeMap(){
         try {
+            HashMap<Integer, HashMap<String, ArrayList<T>>> newDataMap = new HashMap<>();
             for (int i = 0; i < ApplicationConfig.THREAD_POOL_NUMBER; i++) {
-                map.put(i, new HashMap<>());
+                newDataMap.put(i, new HashMap<>());
             }
+            return newDataMap;
         }catch (Exception e){
             e.printStackTrace();
-            LOG.error("初始化数据失败");
+            LOG.error("数据初始化失败 "+e.toString());
+            return null;
         }
     }
 
 
+
 }

IP-learning-graph/src/main/java/cn/ac/iie/dao/UpdateGraphData.java

@@ -4,15 +4,8 @@ import cn.ac.iie.config.ApplicationConfig;
 import cn.ac.iie.service.ingestion.ReadClickhouseData;
 import cn.ac.iie.service.update.Document;
 import cn.ac.iie.service.update.relationship.LocateFqdn2Ip;
-import cn.ac.iie.service.update.relationship.LocateSubscriber2Ip;
-import cn.ac.iie.service.update.relationship.VisitIp2Fqdn;
-import cn.ac.iie.service.update.vertex.Fqdn;
-import cn.ac.iie.service.update.vertex.Ip;
-import cn.ac.iie.service.update.vertex.Subscriber;
-import cn.ac.iie.utils.ArangoDBConnect;
 import cn.ac.iie.utils.ExecutorThreadPool;
 import com.arangodb.entity.BaseDocument;
-import com.arangodb.entity.BaseEdgeDocument;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -20,14 +13,10 @@ import java.lang.reflect.Constructor;
 import java.sql.ResultSet;
 import java.util.ArrayList;
 import java.util.HashMap;
-import java.util.concurrent.ConcurrentHashMap;
 import java.util.concurrent.CountDownLatch;
 import java.util.function.Function;
 import java.util.function.Supplier;
 
-import static cn.ac.iie.dao.BaseArangoData.*;
-import static cn.ac.iie.dao.BaseClickhouseData.*;
-
 /**
  * 更新图数据库业务类
  * @author wlh
@@ -35,74 +24,46 @@ import static cn.ac.iie.dao.BaseClickhouseData.*;
 public class UpdateGraphData {
     private static final Logger LOG = LoggerFactory.getLogger(UpdateGraphData.class);
     private static ExecutorThreadPool pool = ExecutorThreadPool.getInstance();
-    private static ArangoDBConnect arangoManger = ArangoDBConnect.getInstance();
-    private static BaseArangoData baseArangoData = new BaseArangoData();
     private static BaseClickhouseData baseClickhouseData = new BaseClickhouseData();
 
 
     public void updateArango(){
         long start = System.currentTimeMillis();
         try {
-
-            updateDocument(newVertexFqdnMap, historyVertexFqdnMap, "FQDN", Fqdn.class,BaseDocument.class,
-                    ReadClickhouseData::getVertexFqdnSql,ReadClickhouseData::getVertexFqdnDocument);
-
-            updateDocument(newVertexIpMap,historyVertexIpMap,"IP", Ip.class,BaseDocument.class,
-                    ReadClickhouseData::getVertexIpSql,ReadClickhouseData::getVertexIpDocument);
-
-            updateDocument(newVertexSubscriberMap,historyVertexSubscriberMap,"SUBSCRIBER", Subscriber.class,BaseDocument.class,
-                    ReadClickhouseData::getVertexSubscriberSql,ReadClickhouseData::getVertexSubscriberDocument);
-
-            updateDocument(newRelationFqdnAddressIpMap,historyRelationFqdnAddressIpMap,"R_LOCATE_FQDN2IP", LocateFqdn2Ip.class,BaseEdgeDocument.class,
-                    ReadClickhouseData::getRelationshipFqdnAddressIpSql,ReadClickhouseData::getRelationFqdnAddressIpDocument);
-
-//            updateDocument(newRelationIpVisitFqdnMap,historyRelationIpVisitFqdnMap,"R_VISIT_IP2FQDN",
-//                    VisitIp2Fqdn.class,BaseEdgeDocument.class,
-//                    ReadClickhouseData::getRelationshipIpVisitFqdnSql,ReadClickhouseData::getRelationIpVisitFqdnDocument);
-
-            updateDocument(newRelationSubsciberLocateIpMap,historyRelationSubsciberLocateIpMap,"R_LOCATE_SUBSCRIBER2IP",
-                    LocateSubscriber2Ip.class,BaseEdgeDocument.class,
-                    ReadClickhouseData::getRelationshipSubsciberLocateIpSql,ReadClickhouseData::getRelationshipSubsciberLocateIpDocument);
-
+            updateDocument("ip_learning.r_locate_fqdn2ip_local", LocateFqdn2Ip.class,
+                    ReadClickhouseData::getRelationshipFqdnAddressIpSqlYsp,ReadClickhouseData::getRelationFqdnAddressIpDocument);
 
             long last = System.currentTimeMillis();
             LOG.info("iplearning application运行完毕，用时："+(last - start));
         }catch (Exception e){
             e.printStackTrace();
         }finally {
-            arangoManger.clean();
             pool.shutdown();
         }
     }
 
 
-    private <T extends BaseDocument> void updateDocument(HashMap<Integer, HashMap<String, ArrayList<T>>> newMap,
-                                                         ConcurrentHashMap<Integer, ConcurrentHashMap<String, T>> historyMap,
-                                                         String collection,
+    private <T extends BaseDocument> void updateDocument(String collection,
                                                          Class<? extends Document<T>> taskType,
-                                                         Class<T> docmentType,
                                                          Supplier<String> getSqlSupplier,
                                                          Function<ResultSet,T> formatResultFunc
                                                          ) {
         try {
 
-            baseArangoData.readHistoryData(collection,historyMap,docmentType);
             LOG.info(collection+" 读取clickhouse,封装结果集");
-            baseClickhouseData.baseDocumentFromClickhouse(newMap, getSqlSupplier,formatResultFunc);
+            HashMap<Integer, HashMap<String, ArrayList<T>>> newMap =
+                    baseClickhouseData.baseDocumentFromClickhouse(getSqlSupplier, formatResultFunc);
 
             LOG.info(collection+" 开始更新");
             long start = System.currentTimeMillis();
             CountDownLatch countDownLatch = new CountDownLatch(ApplicationConfig.THREAD_POOL_NUMBER);
             for (int i = 0; i < ApplicationConfig.THREAD_POOL_NUMBER; i++){
                 HashMap<String, ArrayList<T>> tmpNewMap = newMap.get(i);
-                ConcurrentHashMap<String, T> tmpHisMap = historyMap.get(i);
                 Constructor constructor = taskType.getConstructor(
                         HashMap.class,
-                        ArangoDBConnect.class,
                         String.class,
-                        ConcurrentHashMap.class,
                         CountDownLatch.class);
-                Document docTask = (Document)constructor.newInstance(tmpNewMap, arangoManger, collection, tmpHisMap, countDownLatch);
+                Document docTask = (Document)constructor.newInstance(tmpNewMap, collection, countDownLatch);
                 pool.executor(docTask);
             }
             countDownLatch.await();
@@ -110,11 +71,6 @@ public class UpdateGraphData {
             LOG.info(collection+" 更新完毕,共耗时："+(last-start));
         }catch (Exception e){
             e.printStackTrace();
-        }finally {
-            newMap.clear();
-            historyMap.clear();
         }
     }
-
-
 }

IP-learning-graph/src/main/java/cn/ac/iie/service/ingestion/ReadClickhouseData.java

@@ -66,9 +66,11 @@ public class ReadClickhouseData {
             long bytesSum = resultSet.getLong("BYTES_SUM");
             String ipType = resultSet.getString("ip_type");
             String[] commonLinkInfos = (String[]) resultSet.getArray("common_link_info").getArray();
-            String commonLinkInfo = "";
-            if (commonLinkInfos.length > 1){
+            String commonLinkInfo;
+            if (commonLinkInfos.length > 1 && !commonLinkInfos[1].equals("")){
                 commonLinkInfo = commonLinkInfos[1];
+            }else {
+                commonLinkInfo = commonLinkInfos[0];
             }
             newDoc.setKey(ip);
             newDoc.addAttribute("IP", ip);
@@ -144,7 +146,8 @@ public class ReadClickhouseData {
                 long firstFoundTime = resultSet.getLong("FIRST_FOUND_TIME");
                 long lastFoundTime = resultSet.getLong("LAST_FOUND_TIME");
                 long countTotal = resultSet.getLong("COUNT_TOTAL");
-                String schemaType = resultSet.getString("schema_type");
+//                String schemaType = resultSet.getString("schema_type");
+                String schemaType = "";
                 String[] distCipRecents = (String[]) resultSet.getArray("DIST_CIP_RECENT").getArray();
                 long[] clientIpTs = new long[distCipRecents.length];
                 for (int i = 0; i < clientIpTs.length; i++) {
@@ -154,8 +157,8 @@ public class ReadClickhouseData {
                 String key = vFqdn + "-" + vIp;
                 newDoc = new BaseEdgeDocument();
                 newDoc.setKey(key);
-                newDoc.setFrom("FQDN/" + vFqdn);
-                newDoc.setTo("IP/" + vIp);
+                newDoc.setFrom(vFqdn);
+                newDoc.setTo(vIp);
                 newDoc.addAttribute("FIRST_FOUND_TIME", firstFoundTime);
                 newDoc.addAttribute("LAST_FOUND_TIME", lastFoundTime);
                 newDoc.addAttribute("DIST_CIP", distCipRecents);
@@ -183,8 +186,8 @@ public class ReadClickhouseData {
 
                 newDoc = new BaseEdgeDocument();
                 newDoc.setKey(key);
-                newDoc.setFrom("IP/" + vIp);
-                newDoc.setTo("FQDN/" + vFqdn);
+                newDoc.setFrom(vIp);
+                newDoc.setTo(vFqdn);
                 newDoc.addAttribute("FIRST_FOUND_TIME", firstFoundTime);
                 newDoc.addAttribute("LAST_FOUND_TIME", lastFoundTime);
                 newDoc.addAttribute("PROTOCOL_TYPE", schemaType);
@@ -212,12 +215,8 @@ public class ReadClickhouseData {
             if (fqdn == null || fqdn.length() == 0){
                 return false;
             }
-            if (fqdn.contains(":")){
-                String s = fqdn.split(":")[0];
-                if (s.contains(":")){
-                    return false;
-                }
-            }
+            fqdn = fqdn.split(":")[0];
+
             String[] fqdnArr = fqdn.split("\\.");
             if (fqdnArr.length < 4 || fqdnArr.length > 4) {
                 return true;
@@ -263,9 +262,9 @@ public class ReadClickhouseData {
     }
 
     public static String getVertexIpSql() {
-        String where = " common_recv_time >= " + minTime + " AND common_recv_time < " + maxTime;
-        String clientIpSql = "SELECT common_client_ip AS IP, MIN(common_recv_time) AS FIRST_FOUND_TIME,MAX(common_recv_time) AS LAST_FOUND_TIME,count(*) as SESSION_COUNT,sum(common_c2s_byte_num+common_s2c_byte_num) as BYTES_SUM,groupUniqArray(2)(common_link_info) as common_link_info,'client' as ip_type FROM tsg_galaxy_v3.connection_record_log where " + where + " group by IP";
-        String serverIpSql = "SELECT common_server_ip AS IP, MIN(common_recv_time) AS FIRST_FOUND_TIME,MAX(common_recv_time) AS LAST_FOUND_TIME,count(*) as SESSION_COUNT,sum(common_c2s_byte_num+common_s2c_byte_num) as BYTES_SUM,groupUniqArray(2)(common_link_info) as common_link_info,'server' as ip_type FROM tsg_galaxy_v3.connection_record_log where " + where + " group by IP";
+        String where = " common_recv_time >= " + minTime + " AND common_recv_time < " + maxTime + " AND common_schema_type != 'BASE'";
+        String clientIpSql = "SELECT common_client_ip AS IP, MIN(common_recv_time) AS FIRST_FOUND_TIME,MAX(common_recv_time) AS LAST_FOUND_TIME,count(*) as SESSION_COUNT,sum(common_c2s_byte_num+common_s2c_byte_num) as BYTES_SUM,groupUniqArray(2)(common_link_info_c2s) as common_link_info,'client' as ip_type FROM tsg_galaxy_v3.connection_record_log where " + where + " group by IP";
+        String serverIpSql = "SELECT common_server_ip AS IP, MIN(common_recv_time) AS FIRST_FOUND_TIME,MAX(common_recv_time) AS LAST_FOUND_TIME,count(*) as SESSION_COUNT,sum(common_c2s_byte_num+common_s2c_byte_num) as BYTES_SUM,groupUniqArray(2)(common_link_info_s2c) as common_link_info,'server' as ip_type FROM tsg_galaxy_v3.connection_record_log where " + where + " group by IP";
         return "SELECT * FROM((" + clientIpSql + ") UNION ALL (" + serverIpSql + "))";
     }
 
@@ -276,6 +275,11 @@ public class ReadClickhouseData {
         return "SELECT * FROM ((" + sslSql + ") UNION ALL (" + httpSql + "))WHERE FQDN != ''";
     }
 
+    public static String getRelationshipFqdnAddressIpSqlYsp() {
+        String where = "recv_time >= "+minTime+" and recv_time <= "+maxTime +" AND s1_domain != '' AND s1_d_ip != '' ";
+        return "SELECT s1_domain AS FQDN,s1_d_ip AS common_server_ip,MIN( recv_time ) AS FIRST_FOUND_TIME,MAX( recv_time ) AS LAST_FOUND_TIME,COUNT( * ) AS COUNT_TOTAL,groupUniqArray("+DISTINCT_CLIENT_IP_NUM+")(s1_s_ip) AS DIST_CIP_RECENT FROM media_expire_patch WHERE "+where+" GROUP BY s1_d_ip,s1_domain";
+    }
+
     public static String getRelationshipIpVisitFqdnSql() {
         String where = " common_recv_time >= " + minTime + " AND common_recv_time < " + maxTime;
         String httpSql = "SELECT http_host AS FQDN,common_client_ip,MAX(common_recv_time) AS LAST_FOUND_TIME,MIN(common_recv_time) AS FIRST_FOUND_TIME,COUNT(*) AS COUNT_TOTAL,'HTTP' AS schema_type FROM tsg_galaxy_v3.connection_record_log WHERE " + where + " and common_schema_type = 'HTTP' GROUP BY http_host,common_client_ip";

IP-learning-graph/src/main/java/cn/ac/iie/service/ingestion/ReadHistoryArangoData.java

@@ -1,116 +0,0 @@
-package cn.ac.iie.service.ingestion;
-
-import cn.ac.iie.config.ApplicationConfig;
-import cn.ac.iie.utils.ArangoDBConnect;
-import com.arangodb.ArangoCursor;
-import com.arangodb.entity.BaseDocument;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-
-import java.util.ArrayList;
-import java.util.Collections;
-import java.util.List;
-import java.util.concurrent.ConcurrentHashMap;
-import java.util.concurrent.CountDownLatch;
-
-import static cn.ac.iie.service.ingestion.ReadClickhouseData.*;
-
-/**
- * @author wlh
- * 多线程全量读取arangoDb历史数据，封装到map
- */
-@SuppressWarnings("unchecked")
-public class ReadHistoryArangoData<T extends BaseDocument> extends Thread {
-    private static final Logger LOG = LoggerFactory.getLogger(ReadHistoryArangoData.class);
-
-    private ArangoDBConnect arangoConnect;
-    private String query;
-    private ConcurrentHashMap<Integer, ConcurrentHashMap<String, T>> map;
-    private Class<T> type;
-    private String table;
-    private CountDownLatch countDownLatch;
-
-    public ReadHistoryArangoData(ArangoDBConnect arangoConnect,
-                                 String query,
-                                 ConcurrentHashMap<Integer, ConcurrentHashMap<String, T>> map,
-                                 Class<T> type,
-                                 String table,
-                                 CountDownLatch countDownLatch) {
-        this.arangoConnect = arangoConnect;
-        this.query = query;
-        this.map = map;
-        this.type = type;
-        this.table = table;
-        this.countDownLatch = countDownLatch;
-    }
-
-    @Override
-    public void run() {
-        try {
-            long s = System.currentTimeMillis();
-            ArangoCursor<T> docs = arangoConnect.executorQuery(query, type);
-            if (docs != null) {
-                ArrayList<T> list = new ArrayList<>();
-                List<T> baseDocuments = docs.asListRemaining();
-                int i = 0;
-                for (T doc : baseDocuments) {
-                    String key = doc.getKey();
-                    switch (table) {
-                        case "R_LOCATE_FQDN2IP":
-                            updateProtocolDocument(doc);
-                            deleteDistinctClientIpByTime(doc);
-                            list.add(doc);
-                            break;
-                        default:
-                    }
-                    int hashCode = Math.abs(key.hashCode()) % ApplicationConfig.THREAD_POOL_NUMBER;
-                    ConcurrentHashMap<String, T> tmpMap = map.get(hashCode);
-                    tmpMap.put(key, doc);
-                    i++;
-                }
-                arangoConnect.overwrite(list,table);
-                long l = System.currentTimeMillis();
-                LOG.info(query + "\n读取" + i + "条数据，运行时间：" + (l - s));
-            }
-        } catch (Exception e) {
-            e.printStackTrace();
-        } finally {
-            countDownLatch.countDown();
-            LOG.info("本线程读取完毕，剩余线程数量：" + countDownLatch.getCount());
-        }
-    }
-
-    private void updateProtocolDocument(T doc) {
-        if (doc.getProperties().containsKey("PROTOCOL_TYPE")) {
-            for (String protocol : ReadClickhouseData.PROTOCOL_SET) {
-                String protocolRecent = protocol + "_CNT_RECENT";
-                ArrayList<Long> cntRecent = (ArrayList<Long>) doc.getAttribute(protocolRecent);
-                Long[] cntRecentsSrc = cntRecent.toArray(new Long[0]);
-                Long[] cntRecentsDst = new Long[RECENT_COUNT_HOUR];
-                System.arraycopy(cntRecentsSrc, 0, cntRecentsDst, 1, cntRecentsSrc.length - 1);
-                cntRecentsDst[0] = 0L;
-                doc.addAttribute(protocolRecent, cntRecentsDst);
-            }
-        }
-    }
-
-    private void deleteDistinctClientIpByTime(T doc) {
-        ArrayList<String> distCip = (ArrayList<String>) doc.getAttribute("DIST_CIP");
-        ArrayList<Long> distCipTs = (ArrayList<Long>) doc.getAttribute("DIST_CIP_TS");
-        distCipTs.add(currentHour - RECENT_COUNT_HOUR * 3600);
-        Collections.sort(distCipTs);
-        Collections.reverse(distCipTs);
-        int index = distCipTs.indexOf(currentHour - RECENT_COUNT_HOUR * 3600);
-        String[] distCipArr = new String[index];
-        long[] disCipTsArr = new long[index];
-        if (index != 0 && distCip.size() + 1 == distCipTs.size()){
-            for (int i = 0; i < index; i++) {
-                distCipArr[i] = distCip.get(i);
-                disCipTsArr[i] = distCipTs.get(i);
-            }
-        }
-        doc.updateAttribute("DIST_CIP", distCipArr);
-        doc.updateAttribute("DIST_CIP_TS", disCipTsArr);
-    }
-
-}

IP-learning-graph/src/main/java/cn/ac/iie/service/update/Document.java

@@ -1,34 +1,32 @@
 package cn.ac.iie.service.update;
 
 import cn.ac.iie.config.ApplicationConfig;
-import cn.ac.iie.utils.ArangoDBConnect;
+import cn.ac.iie.utils.ClickhouseConnect;
+import com.alibaba.druid.pool.DruidPooledConnection;
 import com.arangodb.entity.BaseDocument;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
+import java.sql.PreparedStatement;
+import java.sql.SQLException;
 import java.util.ArrayList;
 import java.util.HashMap;
 import java.util.Set;
-import java.util.concurrent.ConcurrentHashMap;
 import java.util.concurrent.CountDownLatch;
 
 public class Document<T extends BaseDocument> extends Thread{
     private static final Logger LOG = LoggerFactory.getLogger(Document.class);
     private HashMap<String, ArrayList<T>> newDocumentMap;
-    private ArangoDBConnect arangoManger;
     private String collectionName;
-    private ConcurrentHashMap<String, T> historyDocumentMap;
     private CountDownLatch countDownLatch;
 
+    private ClickhouseConnect manger =  ClickhouseConnect.getInstance();
+
     Document(HashMap<String, ArrayList<T>> newDocumentMap,
-             ArangoDBConnect arangoManger,
              String collectionName,
-             ConcurrentHashMap<String, T> historyDocumentMap,
              CountDownLatch countDownLatch) {
         this.newDocumentMap = newDocumentMap;
-        this.arangoManger = arangoManger;
         this.collectionName = collectionName;
-        this.historyDocumentMap = historyDocumentMap;
         this.countDownLatch = countDownLatch;
     }
 
@@ -36,28 +34,32 @@ public class Document<T extends BaseDocument> extends Thread{
     @Override
     public void run() {
         long start = System.currentTimeMillis();
-        LOG.info("新读取数据"+newDocumentMap.size()+"条，历史数据"+historyDocumentMap.size()+"条");
+        LOG.info("读取数据"+newDocumentMap.size()+"条");
         try {
             Set<String> keySet = newDocumentMap.keySet();
-            ArrayList<T> resultDocumentList = new ArrayList<>();
+            DruidPooledConnection connection  = manger.getConnection();
+            String sql = "INSERT INTO "+collectionName+" VALUES(?,?,?,?,?,?,?,?,?)";
+            PreparedStatement pstm  = connection.prepareStatement(sql);
             int i = 0;
             for (String key : keySet) {
                 ArrayList<T> newDocumentSchemaList = newDocumentMap.getOrDefault(key, null);
                 if (newDocumentSchemaList != null) {
                     T newDocument = mergeDocument(newDocumentSchemaList);
+                    pstm = setPstm(pstm, newDocument);
                     i += 1;
-                    T historyDocument = historyDocumentMap.getOrDefault(key, null);
-                    updateDocument(newDocument,historyDocument,resultDocumentList);
+                    pstm.addBatch();
                     if (i >= ApplicationConfig.UPDATE_ARANGO_BATCH) {
-                        arangoManger.overwrite(resultDocumentList, collectionName);
-                        LOG.info("更新"+collectionName+":" + i);
+                        pstm.executeBatch();
+                        connection.commit();
+                        LOG.warn("写入clickhouse数据量：" + i);
                         i = 0;
                     }
                 }
             }
             if (i != 0) {
-                arangoManger.overwrite(resultDocumentList, collectionName);
-                LOG.info("更新"+collectionName+":" + i);
+                pstm.executeBatch();
+                connection.commit();
+                LOG.warn("写入clickhouse数据量：" + i);
             }
         } catch (Exception e) {
             e.printStackTrace();
@@ -69,18 +71,8 @@ public class Document<T extends BaseDocument> extends Thread{
         }
     }
 
-    private void updateDocument(T newDocument, T historyDocument, ArrayList<T> resultDocumentList) {
-        if (historyDocument != null){
-            updateFunction(newDocument,historyDocument);
-            resultDocumentList.add(historyDocument);
-        }else {
-            resultDocumentList.add(newDocument);
-        }
-    }
-
-    protected void updateFunction(T newDocument, T historyDocument) {
-        Object lastFoundTime = newDocument.getAttribute("LAST_FOUND_TIME");
-        historyDocument.addAttribute("LAST_FOUND_TIME",lastFoundTime);
+    protected PreparedStatement setPstm(PreparedStatement pstm,T newDocument) throws SQLException {
+        return pstm;
     }
 
     private T mergeDocument(ArrayList<T> newDocumentSchemaList){

IP-learning-graph/src/main/java/cn/ac/iie/service/update/Relationship.java

@@ -1,27 +1,18 @@
 package cn.ac.iie.service.update;
 
 import cn.ac.iie.service.ingestion.ReadClickhouseData;
-import cn.ac.iie.utils.ArangoDBConnect;
 import com.arangodb.entity.BaseEdgeDocument;
 
 import java.util.ArrayList;
 import java.util.HashMap;
-import java.util.concurrent.ConcurrentHashMap;
 import java.util.concurrent.CountDownLatch;
 
 public class Relationship extends Document<BaseEdgeDocument> {
 
     public Relationship(HashMap<String, ArrayList<BaseEdgeDocument>> newDocumentHashMap,
-                        ArangoDBConnect arangoManger,
                         String collectionName,
-                        ConcurrentHashMap<String, BaseEdgeDocument> historyDocumentMap,
                         CountDownLatch countDownLatch) {
-        super(newDocumentHashMap,arangoManger,collectionName,historyDocumentMap,countDownLatch);
-    }
-
-    @Override
-    protected void updateFunction(BaseEdgeDocument newEdgeDocument, BaseEdgeDocument historyEdgeDocument){
-        super.updateFunction(newEdgeDocument,historyEdgeDocument);
+        super(newDocumentHashMap,collectionName,countDownLatch);
     }
 
     @Override
@@ -29,26 +20,6 @@ public class Relationship extends Document<BaseEdgeDocument> {
         super.mergeFunction(lastDoc, newDocument);
     }
 
-    protected void updateProcotol(BaseEdgeDocument historyEdgeDocument, String schema, BaseEdgeDocument newEdgeDocument){
-        String recentSchema = schema +"_CNT_RECENT";
-        String totalSchema = schema + "_CNT_TOTAL";
-        long countTotal = Long.parseLong(newEdgeDocument.getAttribute(totalSchema).toString());
-        if (countTotal > 0L){
-            long updateCountTotal = Long.parseLong(historyEdgeDocument.getAttribute(totalSchema).toString());
-
-            Long[] cntRecent = (Long[]) historyEdgeDocument.getAttribute(recentSchema);
-            cntRecent[0] = countTotal;
-
-            historyEdgeDocument.addAttribute(recentSchema, cntRecent);
-            historyEdgeDocument.addAttribute(totalSchema, countTotal + updateCountTotal);
-            String hisProtocolType = historyEdgeDocument.getAttribute("PROTOCOL_TYPE").toString();
-            if (!hisProtocolType.contains(schema)){
-                hisProtocolType = hisProtocolType + "," + schema;
-                historyEdgeDocument.addAttribute("PROTOCOL_TYPE",hisProtocolType);
-            }
-        }
-    }
-
     protected void mergeProtocol(BaseEdgeDocument lastDoc,BaseEdgeDocument newDocument) {
         String schema = lastDoc.getAttribute("PROTOCOL_TYPE").toString();
         if (ReadClickhouseData.PROTOCOL_SET.contains(schema)){

IP-learning-graph/src/main/java/cn/ac/iie/service/update/Vertex.java

@@ -1,11 +1,9 @@
 package cn.ac.iie.service.update;
 
-import cn.ac.iie.utils.ArangoDBConnect;
 import com.arangodb.entity.BaseDocument;
 
 import java.util.ArrayList;
 import java.util.HashMap;
-import java.util.concurrent.ConcurrentHashMap;
 import java.util.concurrent.CountDownLatch;
 
 /**
@@ -15,11 +13,9 @@ import java.util.concurrent.CountDownLatch;
 public class Vertex extends Document<BaseDocument> {
 
     public Vertex(HashMap<String, ArrayList<BaseDocument>> newDocumentHashMap,
-                  ArangoDBConnect arangoManger,
                   String collectionName,
-                  ConcurrentHashMap<String, BaseDocument> historyDocumentMap,
                   CountDownLatch countDownLatch) {
-        super(newDocumentHashMap, arangoManger, collectionName, historyDocumentMap, countDownLatch);
+        super(newDocumentHashMap, collectionName, countDownLatch);
     }
 
 }

IP-learning-graph/src/main/java/cn/ac/iie/service/update/relationship/LocateFqdn2Ip.java

@@ -1,25 +1,23 @@
 package cn.ac.iie.service.update.relationship;
 
-import cn.ac.iie.service.ingestion.ReadClickhouseData;
 import cn.ac.iie.service.update.Relationship;
-import cn.ac.iie.utils.ArangoDBConnect;
 import com.arangodb.entity.BaseEdgeDocument;
+import ru.yandex.clickhouse.ClickHouseArray;
+import ru.yandex.clickhouse.domain.ClickHouseDataType;
 
+import java.sql.PreparedStatement;
+import java.sql.SQLException;
 import java.util.*;
-import java.util.concurrent.ConcurrentHashMap;
 import java.util.concurrent.CountDownLatch;
 
-import static cn.ac.iie.service.ingestion.ReadClickhouseData.DISTINCT_CLIENT_IP_NUM;
 import static cn.ac.iie.service.ingestion.ReadClickhouseData.currentHour;
 
 public class LocateFqdn2Ip extends Relationship {
 
     public LocateFqdn2Ip(HashMap<String, ArrayList<BaseEdgeDocument>> newDocumentHashMap,
-                         ArangoDBConnect arangoManger,
                          String collectionName,
-                         ConcurrentHashMap<String, BaseEdgeDocument> historyDocumentMap,
                          CountDownLatch countDownLatch) {
-        super(newDocumentHashMap, arangoManger, collectionName, historyDocumentMap,countDownLatch);
+        super(newDocumentHashMap, collectionName,countDownLatch);
     }
 
     @Override
@@ -29,6 +27,22 @@ public class LocateFqdn2Ip extends Relationship {
         mergeProtocol(lastDoc, newDocument);
     }
 
+    @Override
+    protected PreparedStatement setPstm(PreparedStatement pstm,BaseEdgeDocument newDocument) throws SQLException {
+        pstm.setString(1,newDocument.getFrom());
+        pstm.setString(2,newDocument.getTo());
+        pstm.setLong(3,Long.parseLong(newDocument.getAttribute("FIRST_FOUND_TIME").toString()));
+        pstm.setLong(4,Long.parseLong(newDocument.getAttribute("LAST_FOUND_TIME").toString()));
+        pstm.setLong(5,Long.parseLong(newDocument.getAttribute("DNS_CNT_TOTAL").toString()));
+        pstm.setLong(6,Long.parseLong(newDocument.getAttribute("TLS_CNT_TOTAL").toString()));
+        pstm.setLong(7,Long.parseLong(newDocument.getAttribute("HTTP_CNT_TOTAL").toString()));
+        Object[] distCips = (Object[]) newDocument.getAttribute("DIST_CIP");
+        pstm.setArray(8,new ClickHouseArray(ClickHouseDataType.Int64, distCips));
+        pstm.setLong(9,currentHour);
+
+        return pstm;
+    }
+
     private void mergeDistinctClientIp(BaseEdgeDocument lastDoc, BaseEdgeDocument newDocument){
         HashSet<String> clientIpSet = new HashSet<>();
         String[] distCips = (String[]) newDocument.getAttribute("DIST_CIP");
@@ -43,56 +57,5 @@ public class LocateFqdn2Ip extends Relationship {
         newDocument.addAttribute("DIST_CIP_TS", clientIpTs);
     }
 
-    @Override
-    protected void updateFunction(BaseEdgeDocument newEdgeDocument, BaseEdgeDocument historyEdgeDocument) {
-        super.updateFunction(newEdgeDocument, historyEdgeDocument);
-        for (String schema:ReadClickhouseData.PROTOCOL_SET){
-            updateProcotol(historyEdgeDocument,schema,newEdgeDocument);
-        }
-        updateDistinctClientIp(newEdgeDocument, historyEdgeDocument);
-    }
-
-    private void updateDistinctClientIp(BaseEdgeDocument newEdgeDocument,BaseEdgeDocument edgeDocument){
-        String[] distCip = (String[]) edgeDocument.getAttribute("DIST_CIP");
-        long[] distCipTs = (long[]) edgeDocument.getAttribute("DIST_CIP_TS");
-        HashMap<String, Long> distCipToTs = new HashMap<>();
-        if (distCip.length == distCipTs.length){
-            for (int i = 0;i < distCip.length;i++){
-                distCipToTs.put(distCip[i],distCipTs[i]);
-            }
-        }
-        Object[] distCipRecent = (Object[])newEdgeDocument.getAttribute("DIST_CIP");
-        for (Object cip:distCipRecent){
-            distCipToTs.put(cip.toString(), currentHour);
-        }
-
-        Map<String, Long> sortDistCip = sortMapByValue(distCipToTs);
-        edgeDocument.addAttribute("DIST_CIP",sortDistCip.keySet().toArray());
-        edgeDocument.addAttribute("DIST_CIP_TS",sortDistCip.values().toArray());
-    }
-
-
-    /**
-     * 使用 Map按value进行排序
-     */
-    private Map<String, Long> sortMapByValue(Map<String, Long> oriMap) {
-        if (oriMap == null || oriMap.isEmpty()) {
-            return null;
-        }
-        Map<String, Long> sortedMap = new LinkedHashMap<>();
-        List<Map.Entry<String, Long>> entryList = new ArrayList<>(oriMap.entrySet());
-        entryList.sort((o1, o2) -> o2.getValue().compareTo(o1.getValue()));
-
-        if(entryList.size() > DISTINCT_CLIENT_IP_NUM){
-            for(Map.Entry<String, Long> set:entryList.subList(0, DISTINCT_CLIENT_IP_NUM)){
-                sortedMap.put(set.getKey(), set.getValue());
-            }
-        }else {
-            for(Map.Entry<String, Long> set:entryList){
-                sortedMap.put(set.getKey(), set.getValue());
-            }
-        }
-        return sortedMap;
-    }
 
 }

IP-learning-graph/src/main/java/cn/ac/iie/service/update/relationship/LocateSubscriber2Ip.java

@@ -1,21 +1,17 @@
 package cn.ac.iie.service.update.relationship;
 
 import cn.ac.iie.service.update.Relationship;
-import cn.ac.iie.utils.ArangoDBConnect;
 import com.arangodb.entity.BaseEdgeDocument;
 
 import java.util.ArrayList;
 import java.util.HashMap;
-import java.util.concurrent.ConcurrentHashMap;
 import java.util.concurrent.CountDownLatch;
 
 public class LocateSubscriber2Ip extends Relationship {
 
     public LocateSubscriber2Ip(HashMap<String, ArrayList<BaseEdgeDocument>> newDocumentHashMap,
-                               ArangoDBConnect arangoManger,
                                String collectionName,
-                               ConcurrentHashMap<String, BaseEdgeDocument> historyDocumentMap,
                                CountDownLatch countDownLatch) {
-        super(newDocumentHashMap, arangoManger, collectionName, historyDocumentMap, countDownLatch);
+        super(newDocumentHashMap, collectionName, countDownLatch);
     }
 }

IP-learning-graph/src/main/java/cn/ac/iie/service/update/relationship/VisitIp2Fqdn.java

@@ -2,30 +2,17 @@ package cn.ac.iie.service.update.relationship;
 
 import cn.ac.iie.service.ingestion.ReadClickhouseData;
 import cn.ac.iie.service.update.Relationship;
-import cn.ac.iie.utils.ArangoDBConnect;
 import com.arangodb.entity.BaseEdgeDocument;
 
 import java.util.ArrayList;
 import java.util.HashMap;
-import java.util.Map;
-import java.util.concurrent.ConcurrentHashMap;
 import java.util.concurrent.CountDownLatch;
 
 public class VisitIp2Fqdn extends Relationship {
     public VisitIp2Fqdn(HashMap<String, ArrayList<BaseEdgeDocument>> newDocumentHashMap,
-                        ArangoDBConnect arangoManger,
                         String collectionName,
-                        ConcurrentHashMap<String, BaseEdgeDocument> historyDocumentMap,
                         CountDownLatch countDownLatch) {
-        super(newDocumentHashMap, arangoManger, collectionName, historyDocumentMap,countDownLatch);
-    }
-
-    @Override
-    protected void updateFunction(BaseEdgeDocument newEdgeDocument, BaseEdgeDocument historyEdgeDocument) {
-        super.updateFunction(newEdgeDocument, historyEdgeDocument);
-        for (String schema: ReadClickhouseData.PROTOCOL_SET){
-            updateProcotol(historyEdgeDocument,schema,newEdgeDocument);
-        }
+        super(newDocumentHashMap, collectionName,countDownLatch);
     }
 
     @Override

IP-learning-graph/src/main/java/cn/ac/iie/service/update/vertex/Fqdn.java

@@ -1,21 +1,17 @@
 package cn.ac.iie.service.update.vertex;
 
 import cn.ac.iie.service.update.Vertex;
-import cn.ac.iie.utils.ArangoDBConnect;
 import com.arangodb.entity.BaseDocument;
 
 import java.util.ArrayList;
 import java.util.HashMap;
-import java.util.concurrent.ConcurrentHashMap;
 import java.util.concurrent.CountDownLatch;
 
 public class Fqdn extends Vertex {
 
     public Fqdn(HashMap<String, ArrayList<BaseDocument>> newDocumentHashMap,
-                ArangoDBConnect arangoManger,
                 String collectionName,
-                ConcurrentHashMap<String, BaseDocument> historyDocumentMap,
                 CountDownLatch countDownLatch) {
-        super(newDocumentHashMap, arangoManger, collectionName, historyDocumentMap,countDownLatch);
+        super(newDocumentHashMap, collectionName,countDownLatch);
     }
 }

IP-learning-graph/src/main/java/cn/ac/iie/service/update/vertex/Ip.java

@@ -1,29 +1,18 @@
 package cn.ac.iie.service.update.vertex;
 
 import cn.ac.iie.service.update.Vertex;
-import cn.ac.iie.utils.ArangoDBConnect;
 import com.arangodb.entity.BaseDocument;
 
 import java.util.ArrayList;
 import java.util.HashMap;
-import java.util.concurrent.ConcurrentHashMap;
 import java.util.concurrent.CountDownLatch;
 
 public class Ip extends Vertex {
 
     public Ip(HashMap<String, ArrayList<BaseDocument>> newDocumentHashMap,
-              ArangoDBConnect arangoManger,
               String collectionName,
-              ConcurrentHashMap<String, BaseDocument> historyDocumentMap,
               CountDownLatch countDownLatch) {
-        super(newDocumentHashMap, arangoManger, collectionName, historyDocumentMap,countDownLatch);
-    }
-
-    @Override
-    protected void updateFunction(BaseDocument newDocument, BaseDocument historyDocument) {
-        super.updateFunction(newDocument, historyDocument);
-        updateIpByType(newDocument, historyDocument);
-        super.replaceAttribute(newDocument,historyDocument,"COMMON_LINK_INFO");
+        super(newDocumentHashMap, collectionName,countDownLatch);
     }
 
     @Override

IP-learning-graph/src/main/java/cn/ac/iie/service/update/vertex/Subscriber.java

@@ -1,21 +1,17 @@
 package cn.ac.iie.service.update.vertex;
 
 import cn.ac.iie.service.update.Vertex;
-import cn.ac.iie.utils.ArangoDBConnect;
 import com.arangodb.entity.BaseDocument;
 
 import java.util.ArrayList;
 import java.util.HashMap;
-import java.util.concurrent.ConcurrentHashMap;
 import java.util.concurrent.CountDownLatch;
 
 public class Subscriber extends Vertex {
 
     public Subscriber(HashMap<String, ArrayList<BaseDocument>> newDocumentHashMap,
-                      ArangoDBConnect arangoManger,
                       String collectionName,
-                      ConcurrentHashMap<String, BaseDocument> historyDocumentMap,
                       CountDownLatch countDownLatch) {
-        super(newDocumentHashMap, arangoManger, collectionName, historyDocumentMap, countDownLatch);
+        super(newDocumentHashMap, collectionName, countDownLatch);
     }
 }

IP-learning-graph/src/main/java/cn/ac/iie/utils/ArangoDBConnect.java

@@ -1,96 +0,0 @@
-package cn.ac.iie.utils;
-
-import cn.ac.iie.config.ApplicationConfig;
-import com.arangodb.ArangoCollection;
-import com.arangodb.ArangoCursor;
-import com.arangodb.ArangoDB;
-import com.arangodb.ArangoDatabase;
-import com.arangodb.entity.DocumentCreateEntity;
-import com.arangodb.entity.ErrorEntity;
-import com.arangodb.entity.MultiDocumentEntity;
-import com.arangodb.model.AqlQueryOptions;
-import com.arangodb.model.DocumentCreateOptions;
-import com.arangodb.util.MapBuilder;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-
-import java.util.ArrayList;
-import java.util.Collection;
-import java.util.List;
-import java.util.Map;
-
-public class ArangoDBConnect {
-    private static final Logger LOG = LoggerFactory.getLogger(ArangoDBConnect.class);
-    private static ArangoDB arangoDB = null;
-    private static ArangoDBConnect conn = null;
-    static {
-        getArangoDB();
-    }
-
-    private static void getArangoDB(){
-        arangoDB = new ArangoDB.Builder()
-                .maxConnections(ApplicationConfig.THREAD_POOL_NUMBER)
-                .host(ApplicationConfig.ARANGODB_HOST, ApplicationConfig.ARANGODB_PORT)
-                .user(ApplicationConfig.ARANGODB_USER)
-                .password(ApplicationConfig.ARANGODB_PASSWORD)
-                .build();
-    }
-
-    public static synchronized ArangoDBConnect getInstance(){
-        if (null == conn){
-            conn = new ArangoDBConnect();
-        }
-        return conn;
-    }
-
-    private ArangoDatabase getDatabase(){
-        return arangoDB.db(ApplicationConfig.ARANGODB_DB_NAME);
-    }
-
-    public void clean(){
-        try {
-            if (arangoDB != null){
-                arangoDB.shutdown();
-            }
-        }catch (Exception e){
-            LOG.error(e.getMessage());
-        }
-    }
-
-    public <T> ArangoCursor<T> executorQuery(String query,Class<T> type){
-        ArangoDatabase database = getDatabase();
-        Map<String, Object> bindVars = new MapBuilder().get();
-        AqlQueryOptions options = new AqlQueryOptions()
-                .ttl(ApplicationConfig.ARANGODB_TTL);
-        try {
-            return database.query(query, bindVars, options, type);
-        }catch (Exception e){
-            LOG.error(e.getMessage());
-            return null;
-        }finally {
-            bindVars.clear();
-        }
-    }
-
-    public <T> void overwrite(List<T> docOverwrite, String collectionName){
-        ArangoDatabase database = getDatabase();
-        try {
-            ArangoCollection collection = database.collection(collectionName);
-            if (!docOverwrite.isEmpty()){
-                DocumentCreateOptions documentCreateOptions = new DocumentCreateOptions();
-                documentCreateOptions.overwrite(true);
-                documentCreateOptions.silent(true);
-                MultiDocumentEntity<DocumentCreateEntity<T>> documentCreateEntityMultiDocumentEntity = collection.insertDocuments(docOverwrite, documentCreateOptions);
-                Collection<ErrorEntity> errors = documentCreateEntityMultiDocumentEntity.getErrors();
-                for (ErrorEntity errorEntity:errors){
-                    LOG.error("写入arangoDB异常："+errorEntity.getErrorMessage());
-                }
-            }
-        }catch (Exception e){
-            LOG.error("更新失败："+e.toString());
-        }finally {
-            docOverwrite.clear();
-        }
-    }
-
-}

IP-learning-graph/src/main/resources/application.properties

@@ -1,11 +1,9 @@
 #arangoDB参数配置
-arangoDB.host=192.168.40.182
-#arangoDB.host=192.168.40.224
+arangoDB.host=192.168.44.12
 arangoDB.port=8529
 arangoDB.user=upsert
 arangoDB.password=ceiec2018
-arangoDB.DB.name=ip-learning-test
-#arangoDB.DB.name=tsg_galaxy_v3
+arangoDB.DB.name=tsg_galaxy_v3
 arangoDB.batch=100000
 arangoDB.ttl=3600
 
@@ -17,9 +15,9 @@ thread.await.termination.time=10
 
 
 #读取clickhouse时间范围方式，0：读取过去一小时，1：指定时间范围
-time.limit.type=0
-read.clickhouse.max.time=1596684142
-read.clickhouse.min.time=1596425769
+time.limit.type=1
+read.clickhouse.max.time=1571241610
+read.clickhouse.min.time=1571241600
 
 update.interval=3600
 distinct.client.ip.num=10000

IP-learning-graph/src/main/resources/clickhouse.properties

@@ -1,9 +1,10 @@
 drivers=ru.yandex.clickhouse.ClickHouseDriver
 mdb.user=default
-db.id=192.168.40.186:8123/tsg_galaxy_v3?socket_timeout=300000
-mdb.password=111111
-#db.id=192.168.40.224:8123/tsg_galaxy_v3?socket_timeout=300000
+#db.id=192.168.44.10:8124/tsg_galaxy_v3?socket_timeout=300000
+#db.id=192.168.44.12:8123/tsg_galaxy_v3?socket_timeout=300000&compress=0
 #mdb.password=ceiec2019
+db.id=192.168.40.193:8123/tsg_galaxy_zx?socket_timeout=3600000
+mdb.password=111111
 initialsize=1
 minidle=1
 maxactive=50

IP-learning-graph/src/test/java/cn/ac/iie/TestList.java

@@ -1,6 +1,5 @@
 package cn.ac.iie;
 
-import cn.ac.iie.utils.ArangoDBConnect;
 import com.arangodb.ArangoCursor;
 import com.arangodb.entity.BaseEdgeDocument;
 

IP-learning-graph/src/test/java/cn/ac/iie/TestMap.java

@@ -1,12 +1,8 @@
 package cn.ac.iie;
 
-import cn.ac.iie.dao.BaseArangoData;
-import cn.ac.iie.utils.ArangoDBConnect;
-import cn.ac.iie.utils.ExecutorThreadPool;
 import com.arangodb.entity.*;
 
 import java.util.*;
-import java.util.concurrent.ConcurrentHashMap;
 
 public class TestMap {
 

IP-learning-graph/src/test/java/cn/ac/iie/readHistoryDataTest.java

@@ -1,10 +0,0 @@
-package cn.ac.iie;
-
-import cn.ac.iie.dao.BaseArangoData;
-import com.arangodb.entity.BaseEdgeDocument;
-
-public class readHistoryDataTest {
-    public static void main(String[] args) {
-        BaseArangoData baseArangoData = new BaseArangoData();
-    }
-}

ip-learning-spark/pom.xml

@@ -27,6 +27,12 @@
         <version>4.4.6</version>
     </dependency>
 
+    <dependency>
+        <groupId>com.alibaba</groupId>
+        <artifactId>druid</artifactId>
+        <version>1.1.10</version>
+    </dependency>
+
     <dependency>
         <groupId>com.google.guava</groupId>
         <artifactId>guava</artifactId>
@@ -75,6 +81,12 @@
         <version>3.2.0</version>
     </dependency>
 
+    <dependency>
+        <groupId>org.scala-lang.modules</groupId>
+        <artifactId>scala-xml_2.11</artifactId>
+        <version>1.0.4</version>
+    </dependency>
+
 
     <dependency>
         <groupId>org.scala-tools</groupId>

ip-learning-spark/src/main/java/cn/ac/iie/dao/BaseArangoData.java

@@ -1,103 +0,0 @@
-package cn.ac.iie.dao;
-
-import cn.ac.iie.config.ApplicationConfig;
-import cn.ac.iie.service.read.ReadHistoryArangoData;
-import cn.ac.iie.utils.ArangoDBConnect;
-import cn.ac.iie.utils.ExecutorThreadPool;
-import com.arangodb.ArangoCursor;
-import com.arangodb.entity.BaseDocument;
-import com.arangodb.entity.BaseEdgeDocument;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-
-import java.util.concurrent.ConcurrentHashMap;
-import java.util.concurrent.CountDownLatch;
-
-/**
- * 获取arangoDB历史数据
- *
- * @author wlh
- */
-public class BaseArangoData {
-    private static final Logger LOG = LoggerFactory.getLogger(BaseArangoData.class);
-
-    public static ConcurrentHashMap<Integer, ConcurrentHashMap<String, BaseDocument>> historyVertexFqdnMap = new ConcurrentHashMap<>();
-    public static ConcurrentHashMap<Integer, ConcurrentHashMap<String, BaseDocument>> historyVertexIpMap = new ConcurrentHashMap<>();
-    public static ConcurrentHashMap<Integer, ConcurrentHashMap<String, BaseDocument>> historyVertexSubscriberMap = new ConcurrentHashMap<>();
-    public static ConcurrentHashMap<Integer, ConcurrentHashMap<String, BaseEdgeDocument>> historyRelationFqdnAddressIpMap = new ConcurrentHashMap<>();
-    public static ConcurrentHashMap<Integer, ConcurrentHashMap<String, BaseEdgeDocument>> historyRelationIpVisitFqdnMap = new ConcurrentHashMap<>();
-    public static ConcurrentHashMap<Integer, ConcurrentHashMap<String, BaseEdgeDocument>> historyRelationFqdnSameFqdnMap = new ConcurrentHashMap<>();
-    public static ConcurrentHashMap<Integer, ConcurrentHashMap<String, BaseEdgeDocument>> historyRelationSubsciberLocateIpMap = new ConcurrentHashMap<>();
-
-    private static ArangoDBConnect arangoDBConnect = ArangoDBConnect.getInstance();
-
-    private ExecutorThreadPool threadPool = ExecutorThreadPool.getInstance();
-
-    public <T extends BaseDocument> void readHistoryData(String table,
-                                                  ConcurrentHashMap<Integer, ConcurrentHashMap<String, T>> historyMap,
-                                                  Class<T> type) {
-        try {
-            LOG.warn("开始更新" + table);
-            long start = System.currentTimeMillis();
-            for (int i = 0; i < ApplicationConfig.THREAD_POOL_NUMBER(); i++) {
-                historyMap.put(i, new ConcurrentHashMap<>());
-            }
-            CountDownLatch countDownLatch = new CountDownLatch(ApplicationConfig.THREAD_POOL_NUMBER());
-            long[] timeRange = getTimeRange(table);
-            for (int i = 0; i < ApplicationConfig.THREAD_POOL_NUMBER(); i++) {
-                String sql = getQuerySql(timeRange, i, table);
-                ReadHistoryArangoData<T> readHistoryArangoData = new ReadHistoryArangoData<>(arangoDBConnect, sql, historyMap, type, table, countDownLatch);
-                threadPool.executor(readHistoryArangoData);
-            }
-            countDownLatch.await();
-            long last = System.currentTimeMillis();
-            LOG.warn("读取" + table + " arangoDB 共耗时：" + (last - start));
-        } catch (Exception e) {
-            e.printStackTrace();
-        }
-    }
-
-    private long[] getTimeRange(String table) {
-        long minTime = 0L;
-        long maxTime = 0L;
-        long startTime = System.currentTimeMillis();
-        String sql = "LET doc = (FOR doc IN " + table + " RETURN doc) return {max_time:MAX(doc[*].FIRST_FOUND_TIME),min_time:MIN(doc[*].FIRST_FOUND_TIME)}";
-        switch (ApplicationConfig.ARANGO_TIME_LIMIT_TYPE()) {
-            case 0:
-                ArangoCursor<BaseDocument> timeDoc = arangoDBConnect.executorQuery(sql, BaseDocument.class);
-                try {
-                    if (timeDoc != null) {
-                        while (timeDoc.hasNext()) {
-                            BaseDocument doc = timeDoc.next();
-                            maxTime = Long.parseLong(doc.getAttribute("max_time").toString()) + ApplicationConfig.THREAD_POOL_NUMBER();
-                            minTime = Long.parseLong(doc.getAttribute("min_time").toString());
-                        }
-                    } else {
-                        LOG.warn("获取ArangoDb时间范围为空");
-                    }
-                } catch (Exception e) {
-                    e.printStackTrace();
-                }
-                break;
-            case 1:
-                maxTime = ApplicationConfig.READ_ARANGO_MAX_TIME();
-                minTime = ApplicationConfig.READ_ARANGO_MIN_TIME();
-                break;
-            default:
-        }
-        long lastTime = System.currentTimeMillis();
-        LOG.warn(sql + "\n查询最大最小时间用时：" + (lastTime - startTime));
-        return new long[]{minTime, maxTime};
-
-    }
-
-    private String getQuerySql(long[] timeRange, int threadNumber, String table) {
-        long minTime = timeRange[0];
-        long maxTime = timeRange[1];
-        long diffTime = (maxTime - minTime) / ApplicationConfig.THREAD_POOL_NUMBER();
-        long maxThreadTime = minTime + (threadNumber + 1) * diffTime;
-        long minThreadTime = minTime + threadNumber * diffTime;
-        return "FOR doc IN " + table + " filter doc.FIRST_FOUND_TIME >= " + minThreadTime + " and doc.FIRST_FOUND_TIME <= " + maxThreadTime + " " + ApplicationConfig.ARANGODB_READ_LIMIT() + " RETURN doc";
-    }
-
-}

ip-learning-spark/src/main/java/cn/ac/iie/service/read/ReadHistoryArangoData.java

@@ -1,125 +0,0 @@
-package cn.ac.iie.service.read;
-
-import cn.ac.iie.config.ApplicationConfig;
-import cn.ac.iie.utils.ArangoDBConnect;
-import com.arangodb.ArangoCursor;
-import com.arangodb.entity.BaseDocument;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-
-import java.util.ArrayList;
-import java.util.Collections;
-import java.util.HashSet;
-import java.util.List;
-import java.util.concurrent.ConcurrentHashMap;
-import java.util.concurrent.CountDownLatch;
-
-
-/**
- * @author wlh
- * 多线程全量读取arangoDb历史数据，封装到map
- */
-public class ReadHistoryArangoData<T extends BaseDocument> extends Thread {
-    public static long currentHour = System.currentTimeMillis() / (60 * 60 * 1000) * 60 * 60;
-    private static final Logger LOG = LoggerFactory.getLogger(ReadHistoryArangoData.class);
-    static final Integer RECENT_COUNT_HOUR = ApplicationConfig.RECENT_COUNT_HOUR();
-
-    public static final HashSet<String> PROTOCOL_SET;
-
-    static {
-        PROTOCOL_SET = new HashSet<>();
-        PROTOCOL_SET.add("HTTP");
-        PROTOCOL_SET.add("TLS");
-        PROTOCOL_SET.add("DNS");
-    }
-
-    private ArangoDBConnect arangoConnect;
-    private String query;
-    private ConcurrentHashMap<Integer,ConcurrentHashMap<String, T>> map;
-    private Class<T> type;
-    private String table;
-    private CountDownLatch countDownLatch;
-
-    public ReadHistoryArangoData(ArangoDBConnect arangoConnect,
-                                 String query,
-                                 ConcurrentHashMap<Integer,ConcurrentHashMap<String, T>> map,
-                                 Class<T> type,
-                                 String table,
-                                 CountDownLatch countDownLatch) {
-        this.arangoConnect = arangoConnect;
-        this.query = query;
-        this.map = map;
-        this.type = type;
-        this.table = table;
-        this.countDownLatch = countDownLatch;
-    }
-
-    @Override
-    public void run() {
-        try {
-            long s = System.currentTimeMillis();
-            ArangoCursor<T> docs = arangoConnect.executorQuery(query, type);
-            if (docs != null) {
-                List<T> baseDocuments = docs.asListRemaining();
-                int i = 0;
-                for (T doc : baseDocuments) {
-                    String key = doc.getKey();
-                    switch (table) {
-                        case "R_LOCATE_FQDN2IP":
-                            updateProtocolDocument(doc);
-                            deleteDistinctClientIpByTime(doc);
-                            break;
-                        case "R_VISIT_IP2FQDN":
-                            updateProtocolDocument(doc);
-                            break;
-                        default:
-                    }
-                    int hashCode = Math.abs(key.hashCode()) % ApplicationConfig.THREAD_POOL_NUMBER();
-                    ConcurrentHashMap<String, T> tmpMap = map.get(hashCode);
-                    tmpMap.put(key, doc);
-                    i++;
-                }
-                long l = System.currentTimeMillis();
-                LOG.warn(query + "\n读取" + i + "条数据，运行时间：" + (l - s));
-            }
-        }catch (Exception e){
-            e.printStackTrace();
-        }finally {
-            countDownLatch.countDown();
-            LOG.warn("本线程读取完毕，剩余线程数量："+countDownLatch.getCount());
-        }
-    }
-
-    private void updateProtocolDocument(T doc) {
-        if (doc.getProperties().containsKey("PROTOCOL_TYPE")) {
-            for (String protocol : PROTOCOL_SET) {
-                String protocolRecent = protocol + "_CNT_RECENT";
-                ArrayList<Long> cntRecent = (ArrayList<Long>) doc.getAttribute(protocolRecent);
-                Long[] cntRecentsSrc = cntRecent.toArray(new Long[cntRecent.size()]);
-                Long[] cntRecentsDst = new Long[RECENT_COUNT_HOUR];
-                System.arraycopy(cntRecentsSrc, 0, cntRecentsDst, 1, cntRecentsSrc.length - 1);
-                cntRecentsDst[0] = 0L;
-                doc.addAttribute(protocolRecent, cntRecentsDst);
-            }
-        }
-    }
-
-    private void deleteDistinctClientIpByTime(T doc) {
-        ArrayList<String> distCip = (ArrayList<String>) doc.getAttribute("DIST_CIP");
-        ArrayList<Long> distCipTs = (ArrayList<Long>) doc.getAttribute("DIST_CIP_TS");
-        distCipTs.add(currentHour - RECENT_COUNT_HOUR * 3600);
-        Collections.sort(distCipTs);
-        int index = distCipTs.indexOf(currentHour - RECENT_COUNT_HOUR * 3600);
-        String[] distCipArr = new String[index];
-        long[] disCipTsArr = new long[index];
-        if (distCip.size() + 1 == distCipTs.size()){
-            for (int i = 0; i < index; i++) {
-                distCipArr[i] = distCip.get(i);
-                disCipTsArr[i] = distCipTs.get(i);
-            }
-        }
-        doc.updateAttribute("DIST_CIP", distCipArr);
-        doc.updateAttribute("DIST_CIP_TS", disCipTsArr);
-    }
-
-}

ip-learning-spark/src/main/java/cn/ac/iie/utils/ClickhouseConnect.java

@@ -0,0 +1,93 @@
+package cn.ac.iie.utils;
+
+import cn.ac.iie.config.ApplicationConfig;
+import com.alibaba.druid.pool.DruidDataSource;
+import com.alibaba.druid.pool.DruidPooledConnection;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.sql.Connection;
+import java.sql.SQLException;
+import java.sql.Statement;
+
+public class ClickhouseConnect {
+    private static final Logger LOG = LoggerFactory.getLogger(ClickhouseConnect.class);
+    private static DruidDataSource dataSource = null;
+    private static ClickhouseConnect dbConnect = null;
+
+    static {
+        getDbConnect();
+    }
+
+    private static void getDbConnect() {
+        try {
+            if (dataSource == null) {
+                dataSource = new DruidDataSource();
+                //设置连接参数
+                dataSource.setUrl(ApplicationConfig.SPARK_WRITE_CLICKHOUSE_URL());
+                dataSource.setDriverClassName(ApplicationConfig.SPARK_READ_CLICKHOUSE_DRIVER());
+                dataSource.setUsername(ApplicationConfig.SPARK_READ_CLICKHOUSE_USER());
+                dataSource.setPassword(ApplicationConfig.SPARK_READ_CLICKHOUSE_PASSWORD());
+                //配置初始化大小、最小、最大
+                dataSource.setInitialSize(ApplicationConfig.SPARK_WRITE_CLICKHOUSE_INITIALSIZE());
+                dataSource.setMinIdle(ApplicationConfig.SPARK_WRITE_CLICKHOUSE_MINIDLE());
+                dataSource.setMaxActive(ApplicationConfig.SPARK_WRITE_CLICKHOUSE_MAXACTIVE());
+                //配置获取连接等待超时的时间
+                dataSource.setMaxWait(30000);
+                //配置间隔多久才进行一次检测，检测需要关闭的空闲连接，单位是毫秒
+                dataSource.setTimeBetweenEvictionRunsMillis(2000);
+                //防止过期
+                dataSource.setValidationQuery("SELECT 1");
+                dataSource.setTestWhileIdle(true);
+                dataSource.setTestOnBorrow(true);
+                dataSource.setKeepAlive(true);
+            }
+        } catch (Exception e) {
+            LOG.error(e.getMessage());
+
+        }
+    }
+
+    /**
+     * 数据库连接池单例
+     *
+     * @return dbConnect
+     */
+    public static synchronized ClickhouseConnect getInstance() {
+        if (null == dbConnect) {
+            dbConnect = new ClickhouseConnect();
+        }
+        return dbConnect;
+    }
+
+    /**
+     * 返回druid数据库连接
+     *
+     * @return 连接
+     * @throws SQLException sql异常
+     */
+    public DruidPooledConnection getConnection() throws SQLException {
+        return dataSource.getConnection();
+    }
+
+    /**
+     * 清空PreparedStatement、Connection对象，未定义的置空。
+     *
+     * @param pstmt      PreparedStatement对象
+     * @param connection Connection对象
+     */
+    public void clear(Statement pstmt, Connection connection) {
+        try {
+            if (pstmt != null) {
+                pstmt.close();
+            }
+            if (connection != null) {
+                connection.close();
+            }
+        } catch (SQLException e) {
+            LOG.error(e.getMessage());
+        }
+
+    }
+
+}

ip-learning-spark/src/main/resources/application.properties

@@ -11,9 +11,17 @@ spark.read.clickhouse.url=jdbc:clickhouse://192.168.40.186:8123/tsg_galaxy_v3
 spark.read.clickhouse.driver=ru.yandex.clickhouse.ClickHouseDriver
 spark.read.clickhouse.user=default
 spark.read.clickhouse.password=111111
-spark.read.clickhouse.numPartitions=144
+spark.read.clickhouse.numPartitions=10
 spark.read.clickhouse.fetchsize=10000
-spark.read.clickhouse.partitionColumn=common_recv_time
+spark.read.clickhouse.partitionColumn=LAST_FOUND_TIME
+
+spark.write.clickhouse.url=jdbc:clickhouse://192.168.40.194:8123/ip_learning?socket_timeout=3600000
+spark.write.clickhouse.user=default
+spark.write.clickhouse.password=111111
+spark.write.clickhouse.initialsize=1
+spark.write.clickhouse.minidle=1
+spark.write.clickhouse.maxactive=50
+
 clickhouse.socket.timeout=300000
 #arangoDB配置
 arangoDB.host=192.168.40.182
@@ -27,9 +35,9 @@ arangoDB.ttl=3600
 thread.pool.number=5
 
 #读取clickhouse时间范围方式，0：读取过去一小时；1：指定时间范围
-clickhouse.time.limit.type=0
-read.clickhouse.max.time=1571245220
-read.clickhouse.min.time=1571245210
+clickhouse.time.limit.type=1
+read.clickhouse.max.time=1598246519
+read.clickhouse.min.time=1597161600
 
 #读取arangoDB时间范围方式，0：正常读；1：指定时间范围
 arango.time.limit.type=0

ip-learning-spark/src/main/scala/cn/ac/iie/config/ApplicationConfig.scala

@@ -21,6 +21,13 @@ object ApplicationConfig {
   val SPARK_READ_CLICKHOUSE_FETCHSIZE: String = config.getString("spark.read.clickhouse.fetchsize")
   val SPARK_READ_CLICKHOUSE_PARTITIONCOLUMN: String = config.getString("spark.read.clickhouse.partitionColumn")
 
+  val SPARK_WRITE_CLICKHOUSE_URL: String = config.getString("spark.write.clickhouse.url")
+  val SPARK_WRITE_CLICKHOUSE_USER: String = config.getString("spark.write.clickhouse.user")
+  val SPARK_WRITE_CLICKHOUSE_PASSWORD: String = config.getString("spark.write.clickhouse.password")
+  val SPARK_WRITE_CLICKHOUSE_INITIALSIZE: Int = config.getInt("spark.write.clickhouse.initialsize")
+  val SPARK_WRITE_CLICKHOUSE_MINIDLE: Int = config.getInt("spark.write.clickhouse.minidle")
+  val SPARK_WRITE_CLICKHOUSE_MAXACTIVE: Int = config.getInt("spark.write.clickhouse.maxactive")
+
   val ARANGODB_HOST: String= config.getString("arangoDB.host")
   val ARANGODB_PORT: Int = config.getInt("arangoDB.port")
   val ARANGODB_USER: String= config.getString("arangoDB.user")

ip-learning-spark/src/main/scala/cn/ac/iie/dao/BaseClickhouseData.scala

@@ -11,7 +11,7 @@ object BaseClickhouseData {
   val currentHour: Long = System.currentTimeMillis / (60 * 60 * 1000) * 60 * 60
   private val timeLimit: (Long, Long) = getTimeLimit
 
-  private def initClickhouseData(sql:String): Unit ={
+  private def initClickhouseData(sql:String): DataFrame ={
 
     val dataFrame: DataFrame = spark.read.format("jdbc")
       .option("url", ApplicationConfig.SPARK_READ_CLICKHOUSE_URL)
@@ -28,10 +28,11 @@ object BaseClickhouseData {
       .load()
     dataFrame.printSchema()
     dataFrame.createOrReplaceGlobalTempView("dbtable")
+    dataFrame
   }
 
   def loadConnectionDataFromCk(): Unit ={
-    val where = "common_recv_time >= " + timeLimit._2 + " AND common_recv_time < " + timeLimit._1
+    val where = "common_recv_time >= " + timeLimit._2 + " AND common_recv_time < " + timeLimit._1 + " AND common_schema_type != 'BASE'"
     val sql =
       s"""
         |(SELECT
@@ -146,6 +147,30 @@ object BaseClickhouseData {
     vertexIpDf
   }
 
+  def getRelationFqdnLocateIpDf(): DataFrame ={
+    val where = "common_end_time >= " + timeLimit._2 + " AND common_end_time < " + timeLimit._1
+    val sql =
+      s"""
+         |(SELECT * FROM
+         |((SELECT ssl_sni AS FQDN,common_server_ip,MAX(common_end_time) AS LAST_FOUND_TIME,MIN(common_end_time) AS FIRST_FOUND_TIME,COUNT(*) AS COUNT_TOTAL,
+         |toString(groupUniqArray(${ApplicationConfig.DISTINCT_CLIENT_IP_NUM})(common_client_ip)) AS DIST_CIP_RECENT,'TLS' AS  schema_type
+         |FROM tsg_galaxy_v3.connection_record_log
+         |WHERE $where and common_schema_type = 'SSL' GROUP BY ssl_sni,common_server_ip)
+         |UNION ALL
+         |(SELECT http_host AS FQDN,common_server_ip,MAX(common_end_time) AS LAST_FOUND_TIME,MIN(common_end_time) AS FIRST_FOUND_TIME,COUNT(*) AS COUNT_TOTAL,
+         |toString(groupUniqArray(${ApplicationConfig.DISTINCT_CLIENT_IP_NUM})(common_client_ip)) AS DIST_CIP_RECENT,'HTTP' AS schema_type
+         |FROM tsg_galaxy_v3.connection_record_log
+         |WHERE $where and common_schema_type = 'HTTP' GROUP BY http_host,common_server_ip))
+         |WHERE FQDN != '') as dbtable
+      """.stripMargin
+    LOG.warn(sql)
+    val frame = initClickhouseData(sql)
+    frame.printSchema()
+    frame
+  }
+
+
+  /*
   def getRelationFqdnLocateIpDf: DataFrame ={
     loadConnectionDataFromCk()
     val sslSql =
@@ -190,6 +215,7 @@ object BaseClickhouseData {
     relationFqdnLocateIpDf.printSchema()
     relationFqdnLocateIpDf
   }
+  */
 
   private def getTimeLimit: (Long,Long) ={
     var maxTime = 0L

ip-learning-spark/src/main/scala/cn/ac/iie/service/transform/MergeDataFrame.scala

@@ -6,14 +6,17 @@ import cn.ac.iie.config.ApplicationConfig
 import cn.ac.iie.dao.BaseClickhouseData
 import cn.ac.iie.spark.partition.CustomPartitioner
 import org.apache.spark.rdd.RDD
-import org.apache.spark.sql.Row
+import org.apache.spark.sql.{DataFrame, Row}
 import org.apache.spark.sql.functions._
 import org.slf4j.LoggerFactory
 
+
 object MergeDataFrame {
   private val LOG = LoggerFactory.getLogger(MergeDataFrame.getClass)
   private val pattern = Pattern.compile("^[\\d]*$")
 
+  private val currentHour: Long = System.currentTimeMillis / (60 * 60 * 1000) * 60 * 60
+
   def mergeVertexFqdn(): RDD[Row] ={
     BaseClickhouseData.getVertexFqdnDf
       .rdd.filter(row => isDomain(row.getAs[String](0))).map(row => (row.get(0),row))
@@ -34,7 +37,7 @@ object MergeDataFrame {
     values
   }
 
-  def mergeRelationFqdnLocateIp(): RDD[Row] ={
+  def mergeRelationFqdnLocateIp(): DataFrame ={
     val frame = BaseClickhouseData.getRelationFqdnLocateIpDf.filter(row => isDomain(row.getAs[String]("FQDN")))
       .groupBy("FQDN", "common_server_ip")
       .agg(
@@ -43,14 +46,8 @@ object MergeDataFrame {
         collect_list("COUNT_TOTAL").alias("COUNT_TOTAL_LIST"),
         collect_list("schema_type").alias("schema_type_list"),
         collect_set("DIST_CIP_RECENT").alias("DIST_CIP_RECENT")
-      )
-    frame.rdd.map(row => {
-      val fqdn = row.getAs[String]("FQDN")
-      val serverIp = row.getAs[String]("common_server_ip")
-      val key = fqdn.concat("-"+serverIp)
-      (key,row)
-    }).partitionBy(new CustomPartitioner(ApplicationConfig.SPARK_SQL_SHUFFLE_PARTITIONS)).values
-
+      ).repartition(ApplicationConfig.SPARK_SQL_SHUFFLE_PARTITIONS)
+    frame
   }
 
   private def isDomain(fqdn: String): Boolean = {
@@ -58,13 +55,9 @@ object MergeDataFrame {
       if (fqdn == null || fqdn.length == 0) {
         return false
       }
-      if (fqdn.contains(":")) {
-        val s = fqdn.split(":")(0)
-        if (s.contains(":")){
-          return false
-        }
-      }
-      val fqdnArr = fqdn.split("\\.")
+      val domain = fqdn.split(":")(0)
+
+      val fqdnArr = domain.split("\\.")
       if (fqdnArr.length < 4 || fqdnArr.length > 4){
         return true
       }

ip-learning-spark/src/main/scala/cn/ac/iie/service/update/UpdateDocHandler.scala

@@ -4,7 +4,6 @@ package cn.ac.iie.service.update
 import java.lang
 
 import cn.ac.iie.config.ApplicationConfig
-import cn.ac.iie.service.read.ReadHistoryArangoData
 import com.arangodb.entity.{BaseDocument, BaseEdgeDocument}
 
 import scala.collection.mutable
@@ -13,6 +12,8 @@ import scala.collection.mutable.WrappedArray.ofRef
 object UpdateDocHandler {
   val PROTOCOL_SET: Set[String] = Set("HTTP","TLS","DNS")
 
+  private val currentHour: Long = System.currentTimeMillis / (60 * 60 * 1000) * 60 * 60
+
   def updateMaxAttribute(hisDoc: BaseDocument,newAttribute:Long,attributeName:String): Unit ={
     var hisAttritube = hisDoc.getAttribute(attributeName).toString.toLong
     if (newAttribute > hisAttritube){
@@ -93,13 +94,27 @@ object UpdateDocHandler {
     doc.addAttribute("PROTOCOL_TYPE",protocolTypeBuilder.toString().replaceFirst(",",""))
   }
 
+  /*
   def mergeDistinctIp(distCipRecent:ofRef[ofRef[String]]): Array[String] ={
      distCipRecent.flatten.distinct.take(ApplicationConfig.DISTINCT_CLIENT_IP_NUM).toArray
   }
+  */
+
+  def mergeDistinctIp(distCipRecent:ofRef[String]): Array[String] ={
+    distCipRecent.flatMap(str => {
+      str.replaceAll("\\[", "")
+        .replaceAll("\\]", "")
+        .replaceAll("'", "")
+        .split(",")
+    }).distinct.toArray
+    //     distCipRecent.flatten.distinct.take(ApplicationConfig.DISTINCT_CLIENT_IP_NUM).toArray
+  }
+
+
 
   def putDistinctIp(doc:BaseEdgeDocument,newDistinctIp:Array[String]): Unit ={
     val map = newDistinctIp.map(ip => {
-      (ip, ReadHistoryArangoData.currentHour)
+      (ip, currentHour)
     }).toMap
     doc.addAttribute("DIST_CIP",map.keys.toArray)
     doc.addAttribute("DIST_CIP_TS",map.values.toArray)
@@ -112,7 +127,7 @@ object UpdateDocHandler {
       val distCipToTsMap: Map[String, Long] = hisDistCip.zip(hisDistCipTs).toMap
       val muDistCipToTsMap: mutable.Map[String, Long] = mutable.Map(distCipToTsMap.toSeq:_*)
       newDistinctIp.foreach(cip => {
-        muDistCipToTsMap.put(cip,ReadHistoryArangoData.currentHour)
+        muDistCipToTsMap.put(cip,currentHour)
       })
       val resultMap = muDistCipToTsMap.toList.sortBy(-_._2).take(ApplicationConfig.DISTINCT_CLIENT_IP_NUM).toMap
       hisDoc.addAttribute("DIST_CIP",resultMap.keys.toArray)

ip-learning-spark/src/main/scala/cn/ac/iie/service/update/UpdateDocument.scala

@@ -1,83 +1,99 @@
 package cn.ac.iie.service.update
 
-import java.util
+import java.sql.PreparedStatement
 import java.util.concurrent.ConcurrentHashMap
 
 import cn.ac.iie.config.ApplicationConfig
-import cn.ac.iie.dao.BaseArangoData
-import cn.ac.iie.dao.BaseArangoData._
-import cn.ac.iie.service.transform.MergeDataFrame._
 import cn.ac.iie.service.update.UpdateDocHandler._
-import cn.ac.iie.utils.{ArangoDBConnect, ExecutorThreadPool, SparkSessionUtil}
-import cn.ac.iie.utils.SparkSessionUtil.spark
+import cn.ac.iie.utils.{ClickhouseConnect, SparkSessionUtil}
+import cn.ac.iie.service.transform.MergeDataFrame._
+import com.alibaba.druid.pool.DruidPooledConnection
 import com.arangodb.entity.{BaseDocument, BaseEdgeDocument}
-import org.apache.spark.TaskContext
-import org.apache.spark.rdd.RDD
-import org.apache.spark.sql.Row
+import org.apache.spark.sql.{DataFrame, Row}
 import org.slf4j.LoggerFactory
+import ru.yandex.clickhouse.ClickHouseArray
 
 import scala.collection.mutable.WrappedArray.ofRef
 
 object UpdateDocument {
-  private val pool = ExecutorThreadPool.getInstance
-  private val arangoManger: ArangoDBConnect = ArangoDBConnect.getInstance()
   private val LOG = LoggerFactory.getLogger(UpdateDocument.getClass)
-  private val baseArangoData = new BaseArangoData()
+
+  private val manger: ClickhouseConnect = ClickhouseConnect.getInstance()
+  private val currentHour: Long = System.currentTimeMillis / (60 * 60 * 1000) * 60 * 60
 
   def update(): Unit = {
     try {
-      updateDocument("FQDN", historyVertexFqdnMap, getVertexFqdnRow, classOf[BaseDocument], mergeVertexFqdn)
-      updateDocument("IP", historyVertexIpMap, getVertexIpRow, classOf[BaseDocument], mergeVertexIp)
-      updateDocument("R_LOCATE_FQDN2IP", historyRelationFqdnAddressIpMap, getRelationFqdnLocateIpRow, classOf[BaseEdgeDocument], mergeRelationFqdnLocateIp)
+      updateDocument("r_locate_fqdn2ip_local", getRelationFqdnLocIpPstm, mergeRelationFqdnLocateIp)
     } catch {
       case e: Exception => e.printStackTrace()
     } finally {
-      pool.shutdown()
-      arangoManger.clean()
       SparkSessionUtil.closeSpark()
     }
   }
 
-  private def updateDocument[T <: BaseDocument](collName: String,
-                                                historyMap: ConcurrentHashMap[Integer, ConcurrentHashMap[String, T]],
-                                                getDocumentRow: (Row, ConcurrentHashMap[String, T]) => T,
-                                                clazz: Class[T],
-                                                getNewDataRdd: () => RDD[Row]
-                                               ): Unit = {
-    baseArangoData.readHistoryData(collName, historyMap, clazz)
-    val hisBc = spark.sparkContext.broadcast(historyMap)
+  private def updateDocument[T <: BaseDocument](tableName: String,
+                                                setPstm: (Row, PreparedStatement) => PreparedStatement,
+                                                getNewDataRdd: () => DataFrame): Unit = {
     try {
       val start = System.currentTimeMillis()
-      val newDataRdd = getNewDataRdd()
-      newDataRdd.foreachPartition(iter => {
-        val partitionId: Int = TaskContext.get.partitionId
-        val dictionaryMap: ConcurrentHashMap[String, T] = hisBc.value.get(partitionId)
-        val resultDocumentList = new util.ArrayList[T]
+      val newDataFrame = getNewDataRdd()
+
+      newDataFrame.foreachPartition(iter => {
+        val connection: DruidPooledConnection = manger.getConnection
+        val sql = s"INSERT INTO $tableName VALUES(?,?,?,?,?,?,?,?,?)"
+        var pstm: PreparedStatement = connection.prepareStatement(sql)
         var i = 0
         iter.foreach(row => {
-          val document = getDocumentRow(row, dictionaryMap)
-          resultDocumentList.add(document)
+          pstm = setPstm(row,pstm)
           i += 1
+          pstm.addBatch()
           if (i >= ApplicationConfig.UPDATE_ARANGO_BATCH) {
-            arangoManger.overwrite(resultDocumentList, collName)
-            LOG.warn(s"更新:$collName" + i)
+            pstm.executeBatch()
+            connection.commit()
+            LOG.warn(s"写入$tableName 数据量：" + i)
             i = 0
           }
         })
         if (i != 0) {
-          arangoManger.overwrite(resultDocumentList, collName)
-          LOG.warn(s"更新$collName:" + i)
+          pstm.executeBatch
+          connection.commit()
+          LOG.warn(s"写入$tableName 数据量：" + i)
         }
+        manger.clear(pstm,connection)
       })
       val last = System.currentTimeMillis()
-      LOG.warn(s"更新$collName 时间：${last - start}")
+      LOG.warn(s"更新$tableName 时间：${last - start}")
     } catch {
       case e: Exception => e.printStackTrace()
-    } finally {
-      hisBc.destroy()
     }
   }
 
+  private def getRelationFqdnLocIpPstm(row: Row,pstm: PreparedStatement): PreparedStatement ={
+    val fqdn = row.getAs[String]("FQDN")
+    val serverIp = row.getAs[String]("common_server_ip")
+    val firstFoundTime = row.getAs[Long]("FIRST_FOUND_TIME")
+    val lastFoundTime = row.getAs[Long]("LAST_FOUND_TIME")
+    val countTotalList = row.getAs[ofRef[AnyRef]]("COUNT_TOTAL_LIST")
+    val schemaTypeList = row.getAs[ofRef[AnyRef]]("schema_type_list")
+
+    val distCipRecent = row.getAs[ofRef[String]]("DIST_CIP_RECENT")
+    val disCips = mergeDistinctIp(distCipRecent)
+
+    val sepAttritubeMap: Map[String, Long] = separateAttributeByProtocol(schemaTypeList, countTotalList)
+
+    pstm.setString(1,fqdn)
+    pstm.setString(2,serverIp)
+    pstm.setLong(3,firstFoundTime)
+    pstm.setLong(4,lastFoundTime)
+    pstm.setLong(5,sepAttritubeMap.getOrElse("HTTP",0L))
+    pstm.setLong(6,sepAttritubeMap.getOrElse("TLS",0L))
+    pstm.setLong(7,sepAttritubeMap.getOrElse("DNS",0L))
+    pstm.setArray(8,new ClickHouseArray(1, disCips))
+    pstm.setLong(9,currentHour)
+
+    pstm
+  }
+
   private def getVertexFqdnRow(row: Row, dictionaryMap: ConcurrentHashMap[String, BaseDocument]): BaseDocument = {
     val fqdn = row.getAs[String]("FQDN")
     val lastFoundTime = row.getAs[Long]("LAST_FOUND_TIME")
@@ -126,35 +142,4 @@ object UpdateDocument {
     document
   }
 
-  private def getRelationFqdnLocateIpRow(row: Row, dictionaryMap: ConcurrentHashMap[String, BaseEdgeDocument]): BaseEdgeDocument = {
-    val fqdn = row.getAs[String]("FQDN")
-    val serverIp = row.getAs[String]("common_server_ip")
-    val firstFoundTime = row.getAs[Long]("FIRST_FOUND_TIME")
-    val lastFoundTime = row.getAs[Long]("LAST_FOUND_TIME")
-    val countTotalList = row.getAs[ofRef[AnyRef]]("COUNT_TOTAL_LIST")
-    val schemaTypeList = row.getAs[ofRef[AnyRef]]("schema_type_list")
-    val distCipRecent = row.getAs[ofRef[ofRef[String]]]("DIST_CIP_RECENT")
-
-    val sepAttritubeMap: Map[String, Long] = separateAttributeByProtocol(schemaTypeList, countTotalList)
-    val distinctIp: Array[String] = mergeDistinctIp(distCipRecent)
-
-    val key = fqdn.concat("-" + serverIp)
-    var document = dictionaryMap.getOrDefault(key, null)
-    if (document != null) {
-      updateMaxAttribute(document, lastFoundTime, "LAST_FOUND_TIME")
-      updateProtocolAttritube(document, sepAttritubeMap)
-      updateDistinctIp(document, distinctIp)
-    } else {
-      document = new BaseEdgeDocument()
-      document.setKey(key)
-      document.setFrom("FQDN/" + fqdn)
-      document.setTo("IP/" + serverIp)
-      document.addAttribute("FIRST_FOUND_TIME", firstFoundTime)
-      document.addAttribute("LAST_FOUND_TIME", lastFoundTime)
-      putProtocolAttritube(document, sepAttritubeMap)
-      putDistinctIp(document, distinctIp)
-    }
-    document
-  }
-
 }

ip-learning-spark/src/test/scala/cn/ac/iie/service/update/UpdateDocumentTest.scala

@@ -1,35 +0,0 @@
-package cn.ac.iie.service.update
-
-import java.util
-import java.util.ArrayList
-import java.util.concurrent.ConcurrentHashMap
-
-import cn.ac.iie.dao.BaseArangoData
-import cn.ac.iie.dao.BaseArangoData._
-import com.arangodb.entity.{BaseDocument, BaseEdgeDocument}
-
-import scala.collection.mutable.WrappedArray.ofRef
-
-object UpdateDocumentTest {
-  def main(args: Array[String]): Unit = {
-    val baseArangoData = new BaseArangoData()
-    baseArangoData.readHistoryData("R_LOCATE_FQDN2IP", historyRelationFqdnAddressIpMap, classOf[BaseEdgeDocument])
-
-    val value = BaseArangoData.historyRelationFqdnAddressIpMap.keys()
-    while (value.hasMoreElements) {
-      val integer: Integer = value.nextElement()
-      val map: ConcurrentHashMap[String, BaseEdgeDocument] = historyRelationFqdnAddressIpMap.get(integer)
-      val unit = map.keys()
-      while (unit.hasMoreElements) {
-        val key = unit.nextElement()
-        val edgeDocument = map.get(key)
-        //        val longs = edgeDocument.getAttribute("DNS_CNT_RECENT").asInstanceOf[util.ArrayList[Long]]
-        //        val strings = edgeDocument.getAttribute("DIST_CIP").asInstanceOf[util.ArrayList[String]]
-        val strings = edgeDocument.getAttribute("DIST_CIP").asInstanceOf[Array[String]]
-        val longs = edgeDocument.getAttribute("DNS_CNT_RECENT").asInstanceOf[Array[java.lang.Long]]
-        println(longs.toString + "---" + strings.toString)
-      }
-    }
-  }
-
-}