处理VSYS_ID类型转换异常
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@@ -140,11 +140,11 @@ public class ReadClickhouseData {
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try {
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String vFqdn = resultSet.getString("FQDN");
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if (isDomain(vFqdn)) {
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String vIp = resultSet.getString("common_server_ip");
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String vIp = resultSet.getString("server_ip");
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long firstFoundTime = resultSet.getLong("FIRST_FOUND_TIME");
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long lastFoundTime = resultSet.getLong("LAST_FOUND_TIME");
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long countTotal = resultSet.getLong("COUNT_TOTAL");
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String schemaType = resultSet.getString("schema_type");
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String schemaType = resultSet.getString("decoded_as");
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String[] distCipRecents = (String[]) resultSet.getArray("DIST_CIP_RECENT").getArray();
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long[] clientIpTs = new long[distCipRecents.length];
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for (int i = 0; i < clientIpTs.length; i++) {
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@@ -174,12 +174,12 @@ public class ReadClickhouseData {
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try {
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String vFqdn = resultSet.getString("FQDN");
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if (isDomain(vFqdn)) {
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String vIp = resultSet.getString("common_client_ip");
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String vIp = resultSet.getString("client_ip");
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String key = vIp + "-" + vFqdn;
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long firstFoundTime = resultSet.getLong("FIRST_FOUND_TIME");
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long lastFoundTime = resultSet.getLong("LAST_FOUND_TIME");
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long countTotal = resultSet.getLong("COUNT_TOTAL");
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String schemaType = resultSet.getString("schema_type");
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String schemaType = resultSet.getString("decoded_as");
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newDoc = new BaseEdgeDocument();
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newDoc.setKey(key);
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@@ -257,29 +257,29 @@ public class ReadClickhouseData {
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public static String getVertexFqdnSql() {
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String where = "recv_time >= " + minTime + " AND recv_time < " + maxTime;
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String sslSql = "SELECT ssl_sni AS FQDN,MAX( recv_time ) AS LAST_FOUND_TIME,MIN( recv_time ) AS FIRST_FOUND_TIME FROM tsg_galaxy_v3.session_record WHERE " + where + " and common_schema_type = 'SSL' GROUP BY ssl_sni";
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String httpSql = "SELECT http_host AS FQDN,MAX( recv_time ) AS LAST_FOUND_TIME,MIN( recv_time ) AS FIRST_FOUND_TIME FROM tsg_galaxy_v3.session_record WHERE " + where + " and common_schema_type = 'HTTP' GROUP BY http_host";
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String sslSql = "SELECT ssl_sni AS FQDN,MAX( recv_time ) AS LAST_FOUND_TIME,MIN( recv_time ) AS FIRST_FOUND_TIME FROM tsg_galaxy_v3.session_record WHERE " + where + " and decoded_as = 'SSL' GROUP BY ssl_sni";
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String httpSql = "SELECT http_host AS FQDN,MAX( recv_time ) AS LAST_FOUND_TIME,MIN( recv_time ) AS FIRST_FOUND_TIME FROM tsg_galaxy_v3.session_record WHERE " + where + " and decoded_as = 'HTTP' GROUP BY http_host";
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return "SELECT FQDN,MAX( LAST_FOUND_TIME ) AS LAST_FOUND_TIME,MIN( FIRST_FOUND_TIME ) AS FIRST_FOUND_TIME FROM ((" + sslSql + ") UNION ALL (" + httpSql + ")) GROUP BY FQDN HAVING FQDN != ''";
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}
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public static String getVertexIpSql() {
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String where = " recv_time >= " + minTime + " AND recv_time < " + maxTime;
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String clientIpSql = "SELECT common_client_ip AS IP, MIN(recv_time) AS FIRST_FOUND_TIME,MAX(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.session_record where " + where + " group by IP";
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String serverIpSql = "SELECT common_server_ip AS IP, MIN(recv_time) AS FIRST_FOUND_TIME,MAX(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.session_record where " + where + " group by IP";
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String clientIpSql = "SELECT client_ip AS IP, MIN(recv_time) AS FIRST_FOUND_TIME,MAX(recv_time) AS LAST_FOUND_TIME,count(*) as SESSION_COUNT,sum(sent_bytes+received_bytes) as BYTES_SUM,groupUniqArray(2)(common_link_info_c2s) as common_link_info,'client' as ip_type FROM tsg_galaxy_v3.session_record where " + where + " group by IP";
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String serverIpSql = "SELECT server_ip AS IP, MIN(recv_time) AS FIRST_FOUND_TIME,MAX(recv_time) AS LAST_FOUND_TIME,count(*) as SESSION_COUNT,sum(sent_bytes+received_bytes) as BYTES_SUM,groupUniqArray(2)(common_link_info_s2c) as common_link_info,'server' as ip_type FROM tsg_galaxy_v3.session_record where " + where + " group by IP";
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return "SELECT * FROM((" + clientIpSql + ") UNION ALL (" + serverIpSql + "))";
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}
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public static String getRelationshipFqdnAddressIpSql() {
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String where = " recv_time >= " + minTime + " AND recv_time < " + maxTime;
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String sslSql = "SELECT ssl_sni AS FQDN,common_server_ip,MAX(recv_time) AS LAST_FOUND_TIME,MIN(recv_time) AS FIRST_FOUND_TIME,COUNT(*) AS COUNT_TOTAL,groupUniqArray("+DISTINCT_CLIENT_IP_NUM+")(common_client_ip) AS DIST_CIP_RECENT,'TLS' AS schema_type FROM tsg_galaxy_v3.session_record WHERE " + where + " and common_schema_type = 'SSL' GROUP BY ssl_sni,common_server_ip";
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String httpSql = "SELECT http_host AS FQDN,common_server_ip,MAX(recv_time) AS LAST_FOUND_TIME,MIN(recv_time) AS FIRST_FOUND_TIME,COUNT(*) AS COUNT_TOTAL,groupUniqArray("+DISTINCT_CLIENT_IP_NUM+")(common_client_ip) AS DIST_CIP_RECENT,'HTTP' AS schema_type FROM tsg_galaxy_v3.session_record WHERE " + where + " and common_schema_type = 'HTTP' GROUP BY http_host,common_server_ip";
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String sslSql = "SELECT ssl_sni AS FQDN,server_ip,MAX(recv_time) AS LAST_FOUND_TIME,MIN(recv_time) AS FIRST_FOUND_TIME,COUNT(*) AS COUNT_TOTAL,groupUniqArray("+DISTINCT_CLIENT_IP_NUM+")(client_ip) AS DIST_CIP_RECENT,'TLS' AS decoded_as FROM tsg_galaxy_v3.session_record WHERE " + where + " and decoded_as = 'SSL' GROUP BY ssl_sni,server_ip";
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String httpSql = "SELECT http_host AS FQDN,server_ip,MAX(recv_time) AS LAST_FOUND_TIME,MIN(recv_time) AS FIRST_FOUND_TIME,COUNT(*) AS COUNT_TOTAL,groupUniqArray("+DISTINCT_CLIENT_IP_NUM+")(client_ip) AS DIST_CIP_RECENT,'HTTP' AS decoded_as FROM tsg_galaxy_v3.session_record WHERE " + where + " and decoded_as = 'HTTP' GROUP BY http_host,server_ip";
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return "SELECT * FROM ((" + sslSql + ") UNION ALL (" + httpSql + "))WHERE FQDN != ''";
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}
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public static String getRelationshipIpVisitFqdnSql() {
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String where = " recv_time >= " + minTime + " AND recv_time < " + maxTime;
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String httpSql = "SELECT http_host AS FQDN,common_client_ip,MAX(recv_time) AS LAST_FOUND_TIME,MIN(recv_time) AS FIRST_FOUND_TIME,COUNT(*) AS COUNT_TOTAL,'HTTP' AS schema_type FROM tsg_galaxy_v3.session_record WHERE " + where + " and common_schema_type = 'HTTP' GROUP BY http_host,common_client_ip";
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String sslSql = "SELECT ssl_sni AS FQDN,common_client_ip,MAX(recv_time) AS LAST_FOUND_TIME,MIN(recv_time) AS FIRST_FOUND_TIME,COUNT(*) AS COUNT_TOTAL,'TLS' AS schema_type FROM tsg_galaxy_v3.session_record WHERE common_schema_type = 'SSL' GROUP BY ssl_sni,common_client_ip";
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String httpSql = "SELECT http_host AS FQDN,client_ip,MAX(recv_time) AS LAST_FOUND_TIME,MIN(recv_time) AS FIRST_FOUND_TIME,COUNT(*) AS COUNT_TOTAL,'HTTP' AS decoded_as FROM tsg_galaxy_v3.session_record WHERE " + where + " and decoded_as = 'HTTP' GROUP BY http_host,client_ip";
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String sslSql = "SELECT ssl_sni AS FQDN,client_ip,MAX(recv_time) AS LAST_FOUND_TIME,MIN(recv_time) AS FIRST_FOUND_TIME,COUNT(*) AS COUNT_TOTAL,'TLS' AS decoded_as FROM tsg_galaxy_v3.session_record WHERE decoded_as = 'SSL' GROUP BY ssl_sni,client_ip";
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return "SELECT * FROM ((" + sslSql + ") UNION ALL (" + httpSql + "))WHERE FQDN != ''";
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}
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@@ -100,12 +100,12 @@ object BaseClickhouseData {
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s"""
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|(SELECT * FROM
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|((SELECT ssl_sni AS FQDN,server_ip,MAX(recv_time) AS LAST_FOUND_TIME,MIN(recv_time) AS FIRST_FOUND_TIME,COUNT(*) AS COUNT_TOTAL,
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|toString(groupUniqArray(${ApplicationConfig.DISTINCT_CLIENT_IP_NUM})(client_ip)) AS DIST_CIP_RECENT,'TLS' AS schema_type,vsys_id AS VSYS_ID
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|toString(groupUniqArray(${ApplicationConfig.DISTINCT_CLIENT_IP_NUM})(client_ip)) AS DIST_CIP_RECENT,'TLS' AS decoded_as,vsys_id AS VSYS_ID
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|FROM ${ApplicationConfig.SPARK_READ_CLICKHOUSE_SESSION_TABLE}
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|WHERE $where and decoded_as = 'SSL' GROUP BY ssl_sni,server_ip,vsys_id)
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|UNION ALL
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|(SELECT http_host AS FQDN,server_ip,MAX(recv_time) AS LAST_FOUND_TIME,MIN(recv_time) AS FIRST_FOUND_TIME,COUNT(*) AS COUNT_TOTAL,
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|toString(groupUniqArray(${ApplicationConfig.DISTINCT_CLIENT_IP_NUM})(client_ip)) AS DIST_CIP_RECENT,'HTTP' AS schema_type,vsys_id AS VSYS_ID
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|toString(groupUniqArray(${ApplicationConfig.DISTINCT_CLIENT_IP_NUM})(client_ip)) AS DIST_CIP_RECENT,'HTTP' AS decoded_as,vsys_id AS VSYS_ID
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|FROM ${ApplicationConfig.SPARK_READ_CLICKHOUSE_SESSION_TABLE}
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|WHERE $where and decoded_as = 'HTTP' GROUP BY http_host,server_ip,vsys_id))
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|WHERE FQDN != '') as dbtable
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@@ -1,7 +1,7 @@
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package cn.ac.iie.main
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import cn.ac.iie.service.update.UpdateDocument
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@deprecated
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object IpRecommendApplication {
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def main(args: Array[String]): Unit = {
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@@ -1,7 +1,7 @@
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package cn.ac.iie.main
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import cn.ac.iie.service.update.UpdateDocument
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@deprecated
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object SubscriberRecommendApplication {
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def main(args: Array[String]): Unit = {
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@@ -39,7 +39,7 @@ object MergeDataFrame {
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)
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val ipRddRow = frame.rdd.map(row => {
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val vsysId = row.getAs[Long]("VSYS_ID")
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val vsysId = row.getAs[Integer]("VSYS_ID").toLong
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val ip = row.getAs[String]("IP")
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( ip + "-" + vsysId, row)
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}) /*.partitionBy(new CustomPartitioner(ApplicationConfig.SPARK_SQL_SHUFFLE_PARTITIONS))*/
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@@ -51,18 +51,18 @@ object MergeDataFrame {
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def mergeRelationFqdnLocateIp(): RDD[(String, (Option[BaseEdgeDocument], Row))] = {
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val frame = BaseClickhouseData.getRelationFqdnLocateIpDf
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.repartition().filter(row => isDomain(row.getAs[String]("FQDN")))
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.groupBy("FQDN", "common_server_ip", "VSYS_ID")
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.groupBy("FQDN", "server_ip", "VSYS_ID")
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.agg(
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min("FIRST_FOUND_TIME").alias("FIRST_FOUND_TIME"),
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max("LAST_FOUND_TIME").alias("LAST_FOUND_TIME"),
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collect_list("COUNT_TOTAL").alias("COUNT_TOTAL_LIST"),
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collect_list("schema_type").alias("schema_type_list"),
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collect_list("decoded_as").alias("decoded_as_list"),
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collect_set("DIST_CIP_RECENT").alias("DIST_CIP_RECENT")
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)
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val fqdnLocIpRddRow = frame.rdd.map(row => {
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val fqdn = row.getAs[String]("FQDN")
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val serverIp = row.getAs[String]("common_server_ip")
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val vsysId = row.getAs[Long]("VSYS_ID")
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val serverIp = row.getAs[String]("server_ip")
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val vsysId = row.getAs[Integer]("VSYS_ID").toLong
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val key = fqdn.concat("-" + serverIp + "-" + vsysId)
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(key, row)
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}) /*.partitionBy(new CustomPartitioner(ApplicationConfig.SPARK_SQL_SHUFFLE_PARTITIONS))*/
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@@ -192,34 +192,6 @@ object UpdateDocument {
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subidDoc
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}
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private def getVertexFqdnRow(joinRow: (String, (Option[BaseDocument], Row))): BaseDocument = {
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val fqdnDocOpt = joinRow._2._1
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var fqdnDoc = fqdnDocOpt match {
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case Some(doc) => doc
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case None => null
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}
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val fqdnRow: Row = joinRow._2._2
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if (fqdnRow != null) {
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val fqdn = fqdnRow.getAs[String]("FQDN")
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val lastFoundTime = fqdnRow.getAs[Long]("LAST_FOUND_TIME")
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val firstFoundTime = fqdnRow.getAs[Long]("FIRST_FOUND_TIME")
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val vsysId = fqdnRow.getAs[Long]("VSYS_ID")
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if (fqdnDoc != null) {
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updateMaxAttribute(fqdnDoc, lastFoundTime, "LAST_FOUND_TIME")
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fqdnDoc.addAttribute("VSYS_ID", vsysId)
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} else {
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fqdnDoc = new BaseDocument
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fqdnDoc.setKey(fqdn + "-" + vsysId)
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fqdnDoc.addAttribute("FQDN_NAME", fqdn)
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fqdnDoc.addAttribute("FIRST_FOUND_TIME", firstFoundTime)
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fqdnDoc.addAttribute("LAST_FOUND_TIME", lastFoundTime)
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fqdnDoc.addAttribute("VSYS_ID", vsysId)
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}
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}
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fqdnDoc
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}
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private def getVertexIpRow(joinRow: (String, (Option[BaseDocument], Row))): BaseDocument = {
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val ipDocOpt = joinRow._2._1
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var ipDoc = ipDocOpt match {
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@@ -236,7 +208,7 @@ object UpdateDocument {
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val ipTypeList = ipRow.getAs[ofRef[String]]("ip_type_list")
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val linkInfo = ipRow.getAs[String]("common_link_info")
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val sepAttributeTuple = separateAttributeByIpType(ipTypeList, sessionCountList, bytesSumList)
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val vsysId = ipRow.getAs[Long]("VSYS_ID")
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val vsysId = ipRow.getAs[Integer]("VSYS_ID").toLong
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if (ipDoc != null) {
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updateMaxAttribute(ipDoc, lastFoundTime, "LAST_FOUND_TIME")
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@@ -276,13 +248,13 @@ object UpdateDocument {
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}
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if (fqdnLocIpRow != null) {
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val fqdn = fqdnLocIpRow.getAs[String]("FQDN")
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val serverIp = fqdnLocIpRow.getAs[String]("common_server_ip")
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val serverIp = fqdnLocIpRow.getAs[String]("server_ip")
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val firstFoundTime = fqdnLocIpRow.getAs[Long]("FIRST_FOUND_TIME")
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val lastFoundTime = fqdnLocIpRow.getAs[Long]("LAST_FOUND_TIME")
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val countTotalList = fqdnLocIpRow.getAs[ofRef[AnyRef]]("COUNT_TOTAL_LIST")
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val schemaTypeList = fqdnLocIpRow.getAs[ofRef[AnyRef]]("schema_type_list")
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val schemaTypeList = fqdnLocIpRow.getAs[ofRef[AnyRef]]("decoded_as_list")
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val distCipRecent = fqdnLocIpRow.getAs[ofRef[String]]("DIST_CIP_RECENT")
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val vsysId = fqdnLocIpRow.getAs[Long]("VSYS_ID")
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val vsysId = fqdnLocIpRow.getAs[Integer]("VSYS_ID").toLong
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val sepAttritubeMap: Map[String, Long] = separateAttributeByProtocol(schemaTypeList, countTotalList)
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val distinctIp: Array[String] = mergeDistinctIp(distCipRecent)
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@@ -19,7 +19,7 @@ object BaseClickhouseDataTest {
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| FROM
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| global_temp.dbtable
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| WHERE
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| common_schema_type = 'SSL' GROUP BY ssl_sni
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| decoded_as = 'SSL' GROUP BY ssl_sni
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| )
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| UNION ALL
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| (SELECT
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@@ -27,7 +27,7 @@ object BaseClickhouseDataTest {
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| FROM
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| global_temp.dbtable
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| WHERE
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| common_schema_type = 'HTTP' GROUP BY http_host
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| decoded_as = 'HTTP' GROUP BY http_host
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| )
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| )
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|GROUP BY
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