add evaluate module

author: HEATAO <[email protected]> 2021-10-22 11:35:50 +0800
committer: HEATAO <[email protected]> 2021-10-22 11:35:50 +0800
commit: cd89b971a33b5f944f07ce8dc10330dcc40298da (patch)
tree: 07de63d4708f206d3456142eae3bdc2388681ea1
parent: 0e56eea95c75cb23a80e3a8ed7fbbd6c2028d83a (diff)
43 files changed, 4347 insertions, 130 deletions
diff --git a/pom.xml b/pom.xml
index aca8eb1..9412bd0 100644
--- a/pom.xml
+++ b/pom.xml
@@ -6,7 +6,7 @@
 
     <groupId>cn.an.iie</groupId>
     <artifactId>VideoPortalDetection</artifactId>
-    <version>1.0-SNAPSHOT</version>
+    <version>1.0-test</version>
 
     <!--   **.xml写在src找不到问题解决方案     -->
     <build>
@@ -26,6 +26,32 @@
                 <directory>src/main/resources</directory>
             </resource>
         </resources>
+        <plugins>
+            <plugin>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-assembly-plugin</artifactId>
+                <executions>
+                    <execution>
+                        <phase>package</phase>
+                        <goals>
+                            <goal>single</goal>
+                        </goals>
+                        <configuration>
+                            <archive>
+                                <manifest>
+                                    <mainClass>
+                                        cn.ac.iie.mining.MiningModule
+                                    </mainClass>
+                                </manifest>
+                            </archive>
+                            <descriptorRefs>
+                                <descriptorRef>jar-with-dependencies</descriptorRef>
+                            </descriptorRefs>
+                        </configuration>
+                    </execution>
+                </executions>
+            </plugin>
+        </plugins>
     </build>
 
     <properties>
@@ -108,4 +134,5 @@
             <!--<scope>provided</scope>-->
         </dependency>
     </dependencies>
+
 </project>
 \ No newline at end of file
diff --git a/src/main/java/META-INF/MANIFEST.MF b/src/main/java/META-INF/MANIFEST.MF
new file mode 100644
index 0000000..183a388
--- /dev/null
+++ b/src/main/java/META-INF/MANIFEST.MF
@@ -0,0 +1,3 @@
+Manifest-Version: 1.0
+Main-Class: cn.ac.iie.mining.MiningModule
+
diff --git a/src/main/java/cn/ac/iie/Utils/JedisPoolUtils.java b/src/main/java/cn/ac/iie/Utils/JedisPoolUtils.java
index a237718..46cb0d9 100644
--- a/src/main/java/cn/ac/iie/Utils/JedisPoolUtils.java
+++ b/src/main/java/cn/ac/iie/Utils/JedisPoolUtils.java
@@ -29,7 +29,9 @@ public class JedisPoolUtils {
     static {
         Properties props = new Properties();
         try {
-            props.load(new java.io.FileInputStream("src/main/resources/redis.properties"));
+            // 在jar包中调用resources中的资源，要考虑路径的问题，用getClassLoader读取工作目录，由于jar属于压缩文件，所以不能用路径来读取，会出现jar!
+            //props.load(new java.io.FileInputStream(JedisPoolUtils.class.getClassLoader().getResource("redis.properties").getFile()));
+            props.load(JedisPoolUtils.class.getClassLoader().getResourceAsStream("redis.properties"));
         } catch (IOException e) {
             e.printStackTrace();
         }
diff --git a/src/main/java/cn/ac/iie/client/CKClient.java b/src/main/java/cn/ac/iie/client/CKClient.java
index 6c59745..d77bdf4 100644
--- a/src/main/java/cn/ac/iie/client/CKClient.java
+++ b/src/main/java/cn/ac/iie/client/CKClient.java
@@ -38,7 +38,7 @@ public class CKClient {
             yspHost = eachVideo.getUrl();
             if (yspHost.startsWith("200.200.200.200")) continue;
 
-            trafficLogList = avListMapper.getRelationListWithHost(eachFoundTime, eachClient_ip,10);
+            trafficLogList = avListMapper.getRelationListWithHost(eachFoundTime, eachClient_ip,10, 10);
             String relateHost;
             for (TrafficLog trafficLog : trafficLogList) {
                 if (trafficLog.getHttp_host() != null && trafficLog.getHttp_host().trim().length() != 0)
diff --git a/src/main/java/cn/ac/iie/client/VideoConsumer.java b/src/main/java/cn/ac/iie/client/VideoConsumer.java
index bb8fa03..d05f63f 100644
--- a/src/main/java/cn/ac/iie/client/VideoConsumer.java
+++ b/src/main/java/cn/ac/iie/client/VideoConsumer.java
@@ -19,7 +19,7 @@ import java.util.concurrent.atomic.AtomicBoolean;
 
 public class VideoConsumer {
     private final Logger logger = LoggerFactory.getLogger(this.getClass().getName());
-    public static final String groupId="test";
+    public static final String groupId="test1";
     public static final AtomicBoolean isRunning=new AtomicBoolean(true);
     private ObjectMapper mapper = new ObjectMapper();
 
@@ -33,7 +33,8 @@ public class VideoConsumer {
         KafkaConsumer<String,String> consumer=new KafkaConsumer<>(properties);
 
         //订阅主题
-        consumer.subscribe(Arrays.asList(GetConf.KAFKA_AV_TOPIC));
+        //consumer.subscribe(Arrays.asList(GetConf.KAFKA_AV_TOPIC));
+        consumer.subscribe(Arrays.asList(GetConf.KAFKA_AV_TOPIC, "CONNECTION-RECORD-LOG"));
 
         try {
             ObjectMapper objectMapper = new ObjectMapper();         // 放到循环之外，性能会好一点
@@ -52,7 +53,7 @@ public class VideoConsumer {
                     JsonNode jsonNode = objectMapper.readTree(record.value());
                     //获取client_ip, client_port, found_time, recv_time, server_ip, server_port, url字段值
                     JsonNode client_ip = jsonNode.get("client_ip");
-                    String cip = client_ip.asText();
+                    //String cip = client_ip.asText();
                     JsonNode fount_time = jsonNode.get("found_time");
                     JsonNode recv_time = jsonNode.get("recv_time");
                     JsonNode url = jsonNode.get("url");
@@ -61,7 +62,9 @@ public class VideoConsumer {
                     //    staticFrequency.relationSSL2Redis(url.asText(), cip, fount_time.asLong(), 5);
 
                     // System.out.println(url.asText());
-                     System.out.println(record.value());
+                    System.out.println(record.value());
+                    if (url != null)
+                        System.out.println(url.asText());
                 }
                 // consumer.commitSync();
             }
@@ -113,7 +116,8 @@ public class VideoConsumer {
 
         // 因为是做测试，所以这里就不自动提交下标了
         properties.put("enable.auto.commit", "false");
-//        properties.put("auto.offset.reset", "earliest");
+        //properties.put("auto.offset.reset", "earliest");
+        properties.put("auto.offset.reset", "latest");
 
         return properties;
     }
diff --git a/src/main/java/cn/ac/iie/config/Configurations.java b/src/main/java/cn/ac/iie/config/Configurations.java
index 7c5d2fe..4294233 100644
--- a/src/main/java/cn/ac/iie/config/Configurations.java
+++ b/src/main/java/cn/ac/iie/config/Configurations.java
@@ -11,7 +11,7 @@ public class Configurations {
     static {
         try {
             propCommon.load(Configurations.class.getClassLoader().getResourceAsStream("video_data.properties"));
-            System.out.println("video_data.properties加载成功");
+            System.out.println("配置文件video_data.properties加载成功");
         } catch (Exception e) {
             propCommon = null;
             System.err.println("配置加载失败");
@@ -19,7 +19,7 @@ public class Configurations {
     }
 
     public static String getStringProperty(Integer type, String key) {
-        if(type == 0){
+        if(type == 0 && propCommon.getProperty(key) != null){
             return propCommon.getProperty(key);
         } else {
             return null;
@@ -27,18 +27,26 @@ public class Configurations {
     }
 
     public static Integer getIntProperty(Integer type, String key) {
-        if(type == 0){
+        if(type == 0 && propCommon.getProperty(key) != null){
             return Integer.parseInt(propCommon.getProperty(key));
         } else {
             return null;
         }
     }
 
+    public static Double getDoubleProperty(Integer type, String key) {
+        if(type == 0 && propCommon.getProperty(key) != null){
+            return Double.parseDouble(propCommon.getProperty(key));
+        } else {
+            return null;
+        }
+    }
+
     public static void setInterval(String intervalWindows) {
         propCommon.setProperty("interval", intervalWindows);
         FileOutputStream oFile = null;
         try {
-            oFile = new FileOutputStream("video_data.properties");
+            oFile = new FileOutputStream("./data/video_data.properties");
             propCommon.store(oFile, "statistic interval windows");
             oFile.close();
         } catch (IOException e) {
diff --git a/src/main/java/cn/ac/iie/config/GetConf.java b/src/main/java/cn/ac/iie/config/GetConf.java
index ee08964..9c2f4d6 100644
--- a/src/main/java/cn/ac/iie/config/GetConf.java
+++ b/src/main/java/cn/ac/iie/config/GetConf.java
@@ -6,5 +6,5 @@ public class GetConf implements Serializable {
     private static final long serialVersionUID = 1641809911536544588L;
 
     public static final String BOOTSTRAP_SERVERS = Configurations.getStringProperty(0, "bootstrap.servers");
-    public static final String KAFKA_AV_TOPIC = Configurations.getStringProperty(0, "kafka.avc.topic");
+    public static final String KAFKA_AV_TOPIC = Configurations.getStringProperty(0, "kafka.av.topic");
 }
diff --git a/src/main/java/cn/ac/iie/intervalStatics/HuaYanHttpInterval.java b/src/main/java/cn/ac/iie/intervalStatics/HuaYanHttpInterval.java
index bb77c72..6484c7c 100644
--- a/src/main/java/cn/ac/iie/intervalStatics/HuaYanHttpInterval.java
+++ b/src/main/java/cn/ac/iie/intervalStatics/HuaYanHttpInterval.java
@@ -5,30 +5,18 @@ import cn.ac.iie.config.Configurations;
 import cn.ac.iie.mapper.AVDataListMapper;
 import cn.ac.iie.pojo.AVlog;
 import cn.ac.iie.pojo.TrafficLog;
-import org.apache.ibatis.session.Configuration;
 import org.apache.ibatis.session.SqlSession;
-import org.junit.Test;
 
-import java.util.ArrayList;
-import java.util.Collections;
-import java.util.List;
+import java.io.*;
+import java.util.*;
 
 public class HuaYanHttpInterval {
-    private double allInterval = 0;
-    private int count = 0;
-    // 因为数据库存储发现时间的最小单位是秒，所以这里一定是整数
-    private List<Integer> intervals;
-
-    // 0706完成这一部分
-
     /**
      * 希望找到包含90%-95%的的时间窗口
      */
-    @Test
     public void getHTTPTimeWindows() {
-
-        // 开始时间
-        long stime = System.currentTimeMillis();
+        double allInterval = 0;
+        List<Integer> intervals;                        // 因为数据库存储发现时间的最小单位是秒，所以这里一定是整数
 
         SqlSession sqlSession = SqlSessionFactoryUtils.getSqlSessionFactory().openSession();
         AVDataListMapper avListMapper = sqlSession.getMapper(AVDataListMapper.class);
@@ -38,22 +26,22 @@ public class HuaYanHttpInterval {
         List<TrafficLog> trafficLogList;
         for(AVlog eachVideo : aVRefererlogList) {
             String eachClient_ip = eachVideo.getClient_ip();
-            String eachRef = eachVideo.getReferer();
+            String eachRefHost = eachVideo.getReferer_host();
             long eachFoundTime = eachVideo.getFound_time();
 
             // 依次调用，并且只取一个，因为往往多个的时间是一样的
-            trafficLogList = avListMapper.getReferPortal(eachFoundTime, eachClient_ip, eachRef);
+            trafficLogList = avListMapper.getReferPortal(eachFoundTime, eachClient_ip, eachRefHost);
             if (trafficLogList.size() > 0) {
                 int eachInterval = (int) (eachFoundTime - trafficLogList.get(0).getCommon_start_time());
                 allInterval += eachInterval;
-                count += 1;
                 intervals.add(eachInterval);
             }
         }
 
+        int count = intervals.size();
         Collections.sort(intervals);
         int index = (int) (intervals.size()*0.95);
-        System.out.println("共测试" + intervals.size() + "个，95%的个数为" + index);
+        System.out.println("共测试" + count + "个，95%的个数为" + index);
         System.out.println("95%的出现间隔为： " + intervals.get(index));
         System.out.println("90%的出现间隔为： " + intervals.get((int) (intervals.size()*0.9)));
         System.out.println("80%的出现间隔为： " + intervals.get((int) (intervals.size()*0.8)));
@@ -61,7 +49,57 @@ public class HuaYanHttpInterval {
         System.out.println("中位数为：" + intervals.get(intervals.size() / 2));
         System.out.println("最长出现间隔为： " + intervals.get(count-1));
         Configurations.setInterval(String.valueOf(intervals.get(index)));
+    }
 
+    /**
+     * 生成明文能找到referer的测试集，每一行如下格式：
+     * client_ip, url, 经过处理的referer, fount_time, refer的start_time, interval
+     */
+    public void generateTrainSet() {
+        SqlSession sqlSession = SqlSessionFactoryUtils.getSqlSessionFactory().openSession();
+        AVDataListMapper avListMapper = sqlSession.getMapper(AVDataListMapper.class);
+        // 这里sql应该改为distinct
+        List<AVlog> aVRefererlogList = avListMapper.getAVListWithReferer();
+        Set<String> trainSet = new HashSet<>();
+
+        System.out.println(String.format("目前共%s有referer", aVRefererlogList.size()));
+        List<TrafficLog> trafficLogList;
+        for(AVlog eachVideo : aVRefererlogList) {
+            String eachClient_ip = eachVideo.getClient_ip();
+            String eachRefHost = eachVideo.getReferer_host();
+            long eachFoundTime = eachVideo.getFound_time();
+
+            trafficLogList = avListMapper.getReferPortal(eachFoundTime, eachClient_ip, eachRefHost);
+            if (trafficLogList.size() > 0) {
+                int eachInterval = (int) (eachFoundTime - trafficLogList.get(0).getCommon_start_time());
+                String eachVideoUrl = eachVideo.getUrl();
+                long referTime = trafficLogList.get(0).getCommon_start_time();
+                String line = eachClient_ip + " " +
+                        eachVideoUrl + " " +
+                        eachRefHost + " " +
+                        eachFoundTime + " " +
+                        referTime + " " +
+                        eachInterval;
+                trainSet.add(line);
+            }
+        }
+
+        System.out.println("候选集大小为: " + trainSet.size());
+        try (Writer writer = new OutputStreamWriter(new FileOutputStream("./data/testSet.txt"), "UTF-8")) {
+            for (String line: trainSet) {
+                writer.write(line + "\r\n");
+            }
+        } catch (IOException e) {
+            e.printStackTrace();
+        }
+
+    }
+
+    public static void main(String[] args) {
+        // 开始时间
+        long stime = System.currentTimeMillis();
+        HuaYanHttpInterval huaYanHttpInterval = new HuaYanHttpInterval();
+        huaYanHttpInterval.generateTrainSet();
         // 结束时间
         long etime = System.currentTimeMillis();
         System.out.printf("执行时长：%d 毫秒.", (etime - stime));
diff --git a/src/main/java/cn/ac/iie/intervalStatics/Statistics.java b/src/main/java/cn/ac/iie/intervalStatics/Statistics.java
index ca16c7c..28065ad 100644
--- a/src/main/java/cn/ac/iie/intervalStatics/Statistics.java
+++ b/src/main/java/cn/ac/iie/intervalStatics/Statistics.java
@@ -4,10 +4,8 @@ import cn.ac.iie.Utils.SqlSessionFactoryUtils;
 import cn.ac.iie.Utils.URLHandleUtils;
 import cn.ac.iie.mapper.AVDataListMapper;
 import cn.ac.iie.pojo.AVlog;
-import com.sun.xml.internal.ws.policy.privateutil.PolicyUtils;
 import org.apache.ibatis.session.SqlSession;
 import org.junit.Test;
-import sun.awt.geom.AreaOp;
 
 import java.io.BufferedWriter;
 import java.io.FileWriter;
diff --git a/src/main/java/cn/ac/iie/mapper/AVDataListMapper.java b/src/main/java/cn/ac/iie/mapper/AVDataListMapper.java
index e1491ef..61808eb 100644
--- a/src/main/java/cn/ac/iie/mapper/AVDataListMapper.java
+++ b/src/main/java/cn/ac/iie/mapper/AVDataListMapper.java
@@ -10,7 +10,9 @@ public interface AVDataListMapper {
     public List<TrafficLog> getRelationList(@Param("found_time") long found_time, @Param("intervalTime") int intervalTime);
 
     public List<TrafficLog> getRelationListWithHost(@Param("found_time") long found_time,
-                                                    @Param("client_ip") String client_ip, @Param("intervalTime") int intervalTime);
+                                                    @Param("client_ip") String client_ip,
+                                                    @Param("startInterval") int startInterval,
+                                                    @Param("endInterval") int endInterval);
 
     public List<AVlog> getAVList();
 
@@ -18,11 +20,13 @@ public interface AVDataListMapper {
 
     public List<TrafficLog> getReferPortal(@Param("found_time") long found_time,
                                            @Param("client_ip") String client_ip,
-                                           @Param("host") String host);
+                                           @Param("host") String refer);
 
     public List<AVlog> statisticsUA();
 
-    public int cumulativeData(@Param("urlPath") String urlPath, @Param("effectiveTime") long effectiveTime);
+    public int cumulativeData(@Param("likeURL") String urlPath, @Param("effectiveTime") long effectiveTime);
 
-    public List<AVlog> getHistoryHost(@Param("host") String host);
+    public List<AVlog> getHistoryHost(@Param("likeURL") String host);
+
+    public List<AVlog> getHostNeedMining(@Param("taskDays") Integer taskTime);
 }
diff --git a/src/main/java/cn/ac/iie/mapper/AVDataListMapper.xml b/src/main/java/cn/ac/iie/mapper/AVDataListMapper.xml
index 86da199..9df7097 100644
--- a/src/main/java/cn/ac/iie/mapper/AVDataListMapper.xml
+++ b/src/main/java/cn/ac/iie/mapper/AVDataListMapper.xml
@@ -15,26 +15,28 @@
         from `av_event_log_local`
     </select>
 
+    <!--在大数据量场景下，这里可能需要加limit-->
     <select id="getRelationListWithHost" resultType="cn.ac.iie.pojo.TrafficLog">
-        select common_client_ip, common_client_port, common_server_ip, common_server_port, common_recv_time,
+        select common_client_ip, common_server_ip,
                common_start_time, http_url, http_host, http_domain, ssl_sni, ssl_cn
         from `connection_record_log_local`
-        where common_start_time &gt;= (#{found_time} - #{intervalTime})
-            and common_start_time &lt;= (#{found_time} + #{intervalTime})
+        where common_start_time &gt;= (#{found_time} - #{startInterval})
+            and common_start_time &lt;= (#{found_time} + #{endInterval})
             and common_client_ip = #{client_ip}
+            and (common_schema_type='HTTP' or common_schema_type='SSL')
     </select>
 
     <select id="getAVListWithReferer" resultType="cn.ac.iie.pojo.AVlog">
-        select client_ip, server_ip, url, referer, recv_time, found_time, expire_time
+        select client_ip, server_ip, url, domain(referer) as referer_host, recv_time, found_time, expire_time
         from `av_event_log_local`
         where length(referer) > 0
     </select>
 
     <select id="getReferPortal" resultType="cn.ac.iie.pojo.TrafficLog">
-        select common_client_ip, common_client_port, common_server_ip, common_server_port, common_recv_time,
-               common_start_time, http_url, http_host, http_domain, ssl_sni, ssl_cn
+        select common_client_ip, common_client_port, common_server_ip, common_server_port,
+               common_start_time, http_url, http_host, http_domain, ssl_sni
         from `connection_record_log_local`
-        where common_start_time &gt;= (#{found_time} - 30)
+        where common_start_time &gt;= (#{found_time} - 60)
             and common_start_time &lt;= (#{found_time} + 10)
             and common_client_ip = #{client_ip}
             and (http_host = #{host} or ssl_sni = #{host})
@@ -47,15 +49,21 @@
     </select>
 
     <select id="cumulativeData" resultType="Integer">
-        select count(url) from `av_event_log_local`
-        where url like #{urlPath} and recv_time &gt;= #{effectiveTime}
+        select count(url)
+        from `av_event_log_local`
+        where url like #{likeURL} and found_time &gt;= #{effectiveTime}
     </select>
 
     <select id="getHistoryHost" resultType="cn.ac.iie.pojo.AVlog">
-        select client_ip, server_ip, url, recv_time, found_time, expire_time
+        select client_ip, server_ip, url, found_time
+        from `av_event_log_local`
+        where url like #{likeURL}
+        order by found_time desc
+        limit 80
+    </select>
+    <select id="getHostNeedMining" resultType="cn.ac.iie.pojo.AVlog">
+        select client_ip, server_ip, url, found_time
         from `av_event_log_local`
-        where url like #{host}
-        order by recv_time desc
-        limit 100
+        where found_time &gt;= #{taskTime}
     </select>
 </mapper>
 \ No newline at end of file
diff --git a/src/main/java/cn/ac/iie/mining/EffectEvaluation.java b/src/main/java/cn/ac/iie/mining/EffectEvaluation.java
new file mode 100644
index 0000000..55c1988
--- /dev/null
+++ b/src/main/java/cn/ac/iie/mining/EffectEvaluation.java
@@ -0,0 +1,221 @@
+package cn.ac.iie.mining;
+
+
+import cn.ac.iie.Utils.JedisPoolUtils;
+import cn.ac.iie.Utils.URLHandleUtils;
+import org.apache.spark.sql.Dataset;
+import org.apache.spark.sql.Row;
+import org.junit.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import redis.clients.jedis.Jedis;
+
+import java.io.*;
+import java.util.*;
+
+public class EffectEvaluation {
+    private static Logger logger = LoggerFactory.getLogger(EffectEvaluation.class);
+
+    /**
+     * 评估指标：平均出现出现index最小的顺序，最小顺序中在第1次出现的占比，在前5次出现的占比，在前10次出现的占比，不出现的占比
+     * 计算：出现次数，不出现的次数，每个方案出现的index之和，每个方案第1次出现的次数，每个方案在前5次出现的次数，每个方案在前10次出现的次数
+     */
+    public void evaluateFromFile() {
+        try (InputStream is = this.getClass().getClassLoader().getResourceAsStream("testSet.txt")){
+            if (is == null) {
+                System.out.println("评估文件不存在");
+                System.exit(0);
+            }
+            BufferedReader br = new BufferedReader(new InputStreamReader(is));
+            MiningService miningService = new MiningService();
+            int validateYspCmt = 0;
+            int validateYspSum = 0;
+            int yspCmt = 0;
+            Map<String, Integer[]> evaluateMap = new HashMap<>();
+
+            int testCnt = 0;
+
+            // client_ip, url, 经过处理的referer, fount_time, refer的start_time, interval
+            String line = "";
+            while((line = br.readLine())!=null) {
+                String[] item = line.split(" ");
+                String cIp = item[0];
+                String yspHost = URLHandleUtils.getFirstURLPath(item[1]);
+                String refererHost = item[2];
+                int[] resultIndex = itemEvaluate(cIp, yspHost, refererHost, miningService);
+
+                yspCmt += 1;
+                if (resultIndex[0] == -1) continue;
+                validateYspCmt += 1;
+                validateYspSum += resultIndex[6];
+                accumulateResult(evaluateMap, "statistic", resultIndex[1]);
+                accumulateResult(evaluateMap, "rule1", resultIndex[2]);
+                accumulateResult(evaluateMap, "sta_rule1", resultIndex[3]);
+                accumulateResult(evaluateMap, "rule2", resultIndex[4]);
+                accumulateResult(evaluateMap, "sta_rule1_rule2", resultIndex[5]);
+
+                testCnt += 1;
+                if (testCnt % 5 == 0) {
+                    logger.warn(String.format("目前处理第%d条", testCnt));
+                }
+            }
+            printEvaluate(yspCmt, validateYspCmt, validateYspSum, evaluateMap);
+        } catch (IOException e) {
+            e.printStackTrace();
+        }
+    }
+
+    /**
+     * 评估三种方式：
+     * 统计的顺序
+     * prefixSpan的一项集顺序
+     * prefixSpan重排序后的顺序
+     *
+     * 如果要用redis去避免重复计算的话，需要同时存几种不同的方案
+     * @return 返回值为长度为4的数组，[是否加入训练(0/1)，统计，规则1，统计+规则1，规则2，统计+规则1+规则2]
+     */
+    public int[] itemEvaluate(String clientIP, String yspHost, String refererHost, MiningService miningService) {
+        Jedis jedis = JedisPoolUtils.getJedis();
+        if (jedis != null && jedis.exists(yspHost)) {
+            String statisticCandidate = jedis.hget(yspHost, "statistic");
+            String rule1Candidate = jedis.hget(yspHost, "rule1");
+            String staRule1Candidate = jedis.hget(yspHost, "sta_rule1");
+            String rule2Candidate = jedis.hget(yspHost, "rule2");
+            String prefixCandidate = jedis.hget(yspHost, "sta_rule1_rule2");
+            if (prefixCandidate == null || statisticCandidate == null || rule1Candidate == null || staRule1Candidate == null || rule2Candidate == null) {
+                // 此时计算
+                int[] resultIndex = mining2Evaluate(yspHost, refererHost, miningService, jedis);
+                JedisPoolUtils.returnResource(jedis);
+                return resultIndex;
+            }
+            else {
+                JedisPoolUtils.returnResource(jedis);
+                logger.warn(String.format("%s在redis缓存中存在，无需重复计算", yspHost));
+                // 此时从redisCandidate中判断
+                return new int[]{
+                        1,
+                        judgeIndex(statisticCandidate, refererHost),
+                        judgeIndex(rule1Candidate, refererHost),
+                        judgeIndex(staRule1Candidate, refererHost),
+                        judgeIndex(rule2Candidate, refererHost),
+                        judgeIndex(prefixCandidate, refererHost),
+                        statisticCandidate.split(", ").length
+                };
+            }
+        }
+        else {
+            if (!miningService.isMore10(yspHost)) {
+                logger.warn(String.format("%s数据过少，不需要进行挖掘", yspHost));
+                return new int[]{-1, -1, -1, -1, -1, -1, -1};
+            }
+            int[] resultIndex = mining2Evaluate(yspHost, refererHost, miningService, jedis);
+            JedisPoolUtils.returnResource(jedis);
+            return resultIndex;
+        }
+    }
+
+    private int[] mining2Evaluate(String yspHost, String refererHost, MiningService miningService, Jedis jedis) {
+        ArrayList<Row> data = miningService.buildInput(yspHost);
+        logger.warn("数据构造完毕，开始序列挖掘");
+        Dataset<Row> sequence = miningService.relateHostMiningTask(data);
+        logger.warn("mining结束，写回Redis");
+        List<String> candidateList = miningService.miningCandidate(sequence);
+        if (jedis != null) {
+            jedis.hset(yspHost, "write_time", String.valueOf(System.currentTimeMillis()/1000L));
+            jedis.hset(yspHost, "statistic", candidateList.get(0));
+            jedis.hset(yspHost, "rule1", candidateList.get(1));
+            jedis.hset(yspHost, "sta_rule1", candidateList.get(2));
+            jedis.hset(yspHost, "rule2", candidateList.get(3));
+            jedis.hset(yspHost, "sta_rule1_rule2", candidateList.get(4));
+        }
+        return new int[]{
+                1,
+                judgeIndex(candidateList.get(0), refererHost),
+                judgeIndex(candidateList.get(1), refererHost),
+                judgeIndex(candidateList.get(2), refererHost),
+                judgeIndex(candidateList.get(3), refererHost),
+                judgeIndex(candidateList.get(4), refererHost),
+                candidateList.get(0).split(", ").length
+        };
+    }
+
+    /**
+     * TODO:这里判断容易出问题，需要验证一下
+     */
+    private int judgeIndex(String candidate, String refererHost) {
+        String[] candidateArray = candidate.substring(1, candidate.length()-1).split(", ");
+        for (int i = 0; i < candidateArray.length; i++) {
+            if (refererHost.equals(candidateArray[i]))
+                return i + 1;
+        }
+        return -1;
+    }
+
+    /**
+     * 数组为：[出现次数，不出现的次数，每个方案出现的index之和，每个方案第1次出现的次数，每个方案在前5次出现的次数，每个方案在前10次出现的次数]
+     */
+    private void accumulateResult(Map<String, Integer[]> evaluateMap, String key, Integer idx) {
+        if (!evaluateMap.containsKey(key)) {
+            evaluateMap.put(key, new Integer[]{0,0,0,0,0,0});
+        }
+        Integer[] accResultIdx = evaluateMap.get(key);
+        if (idx == -1) {
+            // 因为是引用，所以直接改变内部的值就可以，不需要再put回去
+            accResultIdx[1] += 1;
+            return;
+        }
+        accResultIdx[0] += 1;
+        accResultIdx[2] += idx;
+        if (idx == 1) {
+            accResultIdx[3] += 1;
+            accResultIdx[4] += 1;
+            accResultIdx[5] += 1;
+        }
+        else if (idx >= 2 && idx <= 5) {
+            accResultIdx[4] += 1;
+            accResultIdx[5] += 1;
+        }
+        else if (idx > 5 && idx <= 10) {
+            accResultIdx[5] += 1;
+        }
+    }
+
+    private void printEvaluate(int yspCmt, int validateYspCmt, int validateYspSum, Map<String, Integer[]> evaluateMap) {
+        System.out.println(String.format("在一定时间窗口且存在referer的YSP总数为%s，其中符合挖掘条件的个数为%s，候选集平均长度为%s",
+                yspCmt, validateYspCmt, validateYspSum /  (float) validateYspCmt));
+        System.out.format("%18s%18s%18s%18s%18s%18s%18s%n", "Sorting rules", "Occurrences", "No-occurrence", "Index avg", "Prop pos=1", "Prop pos<5", "Prop pos<10");
+        for (Map.Entry<String, Integer[]> entry : evaluateMap.entrySet()) {
+            String key = entry.getKey();
+            Integer[] value = entry.getValue();
+            System.out.format("%18s%18s%18s%18s%18s%18s%18s%n",
+                    key, value[0], value[1],
+                    value[2] / (float) validateYspCmt,
+                    value[3] / (float) validateYspCmt,
+                    value[4] / (float) validateYspCmt,
+                    value[5] / (float) validateYspCmt);
+        }
+    }
+
+    @Test
+    public void grammarTest() {
+        HashMap<String, Integer[]> map = new HashMap<>();
+        Integer[] testA = new Integer[]{0,0,0};
+        map.put("testa", testA);
+        Integer[] arraya = map.get("testa");
+        arraya[1] += 1;
+        for (Integer each: map.get("testa")) {
+            System.out.println(each);
+        }
+        System.out.format("%8s%8d%8s%n", "string1", 1, "string2");
+        System.out.format("%12s%12s%12s%12s%12s%12s%12s%n", "方式", "出现次数", "不出现次数", "平均Index", "第1次出现占比", "前5次出现占比", "前10次出现占比");
+        System.out.format("%12s%12d%12d%12f%12f%12f%12f%n",
+                "key", 0, 1, 1.1, 1.2, 1.3, 1.4);
+        File f = new File(this.getClass().getResource("").getPath());
+        System.out.println(f);
+    }
+
+    public static void main(String[] args) {
+        EffectEvaluation effectEvaluation = new EffectEvaluation();
+        effectEvaluation.evaluateFromFile();
+    }
+}
diff --git a/src/main/java/cn/ac/iie/mining/MiningModule.java b/src/main/java/cn/ac/iie/mining/MiningModule.java
new file mode 100644
index 0000000..1581eb4
--- /dev/null
+++ b/src/main/java/cn/ac/iie/mining/MiningModule.java
@@ -0,0 +1,8 @@
+package cn.ac.iie.mining;
+
+public class MiningModule {
+    public static void main(String[] args) {
+        MiningService miningService = new MiningService();
+        miningService.consumeKafka();
+    }
+}
diff --git a/src/main/java/cn/ac/iie/mining/MiningService.java b/src/main/java/cn/ac/iie/mining/MiningService.java
index a64b1d7..483d90d 100644
--- a/src/main/java/cn/ac/iie/mining/MiningService.java
+++ b/src/main/java/cn/ac/iie/mining/MiningService.java
@@ -15,14 +15,18 @@ import org.apache.kafka.clients.consumer.ConsumerConfig;
 import org.apache.kafka.clients.consumer.ConsumerRecord;
 import org.apache.kafka.clients.consumer.ConsumerRecords;
 import org.apache.kafka.clients.consumer.KafkaConsumer;
+import org.apache.spark.SparkConf;
+import org.apache.spark.SparkContext;
 import org.apache.spark.ml.fpm.PrefixSpan;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Row;
 import org.apache.spark.sql.RowFactory;
 import org.apache.spark.sql.SparkSession;
 import org.apache.spark.sql.types.*;
-import org.junit.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
 import redis.clients.jedis.Jedis;
+import scala.collection.mutable.WrappedArray;
 
 import java.time.Duration;
 import java.util.*;
@@ -33,10 +37,13 @@ import java.util.concurrent.atomic.AtomicBoolean;
  * 代码逻辑：
  * 从kafka从读取数据，查看其host是否在redis中存在，如果存在则表示曾进行过序列挖掘，再检查这个hodt对应的记录是否失效，
  * 如果这个host在redis不存在或者已失效，则查ClickHouse看其历史数据是否大于10，如果大于则进行序列挖掘，并将结果写到redis中
+ *
+ * 当前问题：CK表的 AV_event 和 connection_record_log_local 中记录不一致，一个有的另一个可能没有，两个都有的时间可能对不上
  */
 public class MiningService {
     public static final String groupId="test";
     public static final AtomicBoolean isRunning=new AtomicBoolean(true);
+    private static Logger logger = LoggerFactory.getLogger(MiningService.class);
 
     private static Properties initConfig() {
         Properties properties=new Properties();
@@ -46,10 +53,11 @@ public class MiningService {
         properties.put(ConsumerConfig.GROUP_ID_CONFIG, groupId);
 
         // max.poll.records设置的条数要在一定的时间间隔处理完
-        properties.put("max.poll.records", 50);
+        properties.put("max.poll.records", 10);
         // 自动提交
         properties.put("enable.auto.commit", "false");
-        properties.put("auto.offset.reset", "earliest");
+        // 测试的时候设置为从头开始
+        //properties.put("auto.offset.reset", "earliest");
 
         return properties;
     }
@@ -58,22 +66,42 @@ public class MiningService {
     private static Jedis jedis;
     private static AVDataListMapper avListMapper;
 
+    private static SparkConf conf = new SparkConf()
+            .setAppName("PrefixSpanHosts"+System.currentTimeMillis())
+            .setMaster(Configurations.getStringProperty(0, "Spark.master"))
+            // 指定本机IP为driver
+            //.setIfMissing("spark.driver.host", "192.168.36.69")
+            //.setJars(new String[]{"out/artifacts/VideoPortalDetection_jar/VideoPortalDetection.jar"})
+            .set("spark.executor.extraJavaOptions", "-XX:+HeapDumpOnOutOfMemoryError -XX:HeapDumpPath=./dumpex")
+            .set("spark.driver.extraJavaOptions", "-XX:+HeapDumpOnOutOfMemoryError -XX:HeapDumpPath=./dumpdr")
+            .set("spark.driver.memory", "10g")
+            .set("spark.executor.memory", "2g")
+            ;
+
+    private static SparkSession spark = SparkSession
+            .builder()
+            //.appName("PrefixSpanHosts")
+            //.master("local[*]")
+            //.master("spark://hezhengjiedeMacBook-Pro.local:7077")
+            //.master(Configurations.getStringProperty(0, "Spark.master"))
+            // 这里还需要setJars
+            .config(conf)
+            .getOrCreate();
+
+    private static SparkContext sc = spark.sparkContext();
+
     static {
         sqlSession = SqlSessionFactoryUtils.getSqlSessionFactory().openSession();
         avListMapper = sqlSession.getMapper(AVDataListMapper.class);
+
         if (jedis == null) {
             JedisPoolUtils.getJedisPoolInstance();
             jedis = JedisPoolUtils.getJedis();
         }
-    }
 
-    private static SparkSession spark = SparkSession
-            .builder()
-            .appName("PrefixSpanHosts")
-            .master(Configurations.getStringProperty(0, "Spark.master"))
-            .getOrCreate();
+        sc.setLogLevel("WARN");
+    }
 
-    @Test
     public void consumeKafka() {
         Properties properties=initConfig();
         KafkaConsumer<String,String> consumer=new KafkaConsumer<>(properties);
@@ -86,85 +114,130 @@ public class MiningService {
             String prevHost = "";
 
             // 拉取消息并消费
+            finalTag:
             while(isRunning.get()){
                 ConsumerRecords<String,String> records=consumer.poll(Duration.ofMillis(1000));
                 for (ConsumerRecord<String,String> record:records){
                     JsonNode jsonNode = objectMapper.readTree(record.value());
 
                     // 查找有数据的部分
-                    if (jsonNode.get("dir").asInt() == 2)
+                    JsonNode urlNode = jsonNode.get("url");
+                    if (jsonNode.get("dir").asInt() == 2 || urlNode == null)
                         continue;
-                    String urlPath = URLHandleUtils.getFirstURLPath(jsonNode.get("url").asText());
+                    String urlPath = URLHandleUtils.getFirstURLPath(urlNode.asText());
                     if (prevHost.equals(urlPath))
                         continue;
                     prevHost = urlPath;
 
                     // 交给查询模块进行处理
-                    System.out.println(urlPath);
+                    logger.warn(String.format("当前YSP为%s", urlPath));
+                    miningProcess(urlPath);
+                    //break finalTag;
                 }
-                consumer.commitSync();
+                //consumer.commitSync();
+                //break;
             }
         } catch (Exception e) {
             e.printStackTrace();
         }finally {
             consumer.close();
             sqlSession.close();
-            JedisPoolUtils.returnResource(jedis);
+            JedisPoolUtils.releaseResource(jedis);
         }
     }
 
+    public void miningProcess(String urlHost) {
+        if (!judgeKeyCache(urlHost)) {
+            logger.warn("不需要进行序列挖掘");
+        }
+        ArrayList<Row> data = buildInput(urlHost);
+        logger.warn("数据构造完毕，开始序列挖掘");
+        // 调用spark模块
+        Dataset<Row> sequence = relateHostMiningTask(data);
+
+        logger.warn("mining结束，写回Redis");
+        // 写回redis，如果redis中存在过期记录则覆盖
+        List<String> candidateList = miningCandidate(sequence);
+
+        jedis.hset(urlHost, "write_time", String.valueOf(System.currentTimeMillis()/1000L));
+        Integer volume = Configurations.getIntProperty(0, "volume");
+        if (volume != null && volume > 0) {
+            String lastOptimize = candidateList.get(candidateList.size()-1);
+            List<String> lastOptimizeList = Arrays.asList(lastOptimize.substring(1, lastOptimize.length()-1).split(", "));
+            if (lastOptimizeList.size() > volume) {
+                String candidate = lastOptimizeList.subList(0 ,volume).toString();
+                jedis.hset(urlHost, "candidate", candidate);
+            }
+            else jedis.hset(urlHost, "candidate", candidateList.get(candidateList.size()-1));
+        }
+        else jedis.hset(urlHost, "candidate", candidateList.get(candidateList.size()-1));
+    }
+
     /**
      * 查询redis中这条key是否在3天内已经进行过序列挖掘
      * 判断redis（入口表）中是否存在记录，是否过期
      * 注意这里如果在序列表中加了记录的过期删除的话需要修改代码哟～
      * @param urlPath 以 / 分割的一级地址
      */
-    public void judgeKey(String urlPath) {
+    public boolean judgeKeyCache(String urlPath) {
         if (jedis.exists(urlPath)) {
             // 存在的话再判断一下时间过期没有
             long writeTime = Long.parseLong(jedis.hget(urlPath, "write_time"));
             long nowTime = System.currentTimeMillis()/1000L;
-            long earlyMorning3 = nowTime - (nowTime + 8 * 3600) % 86400 - 86400 * 2;
-            if (earlyMorning3 > writeTime && isMore10(urlPath)) {
+            // long earlyMorning3 = nowTime - (nowTime + 8 * 3600) % 86400 - 86400 * 2;
+            long expireTime = nowTime - Configurations.getIntProperty(0, "ExpirationTime") * 24 * 60 * 60;
+            if (expireTime > writeTime || jedis.hget(urlPath, "candidate").length() <= 2) {
                 // 序列挖掘
-                sequenceMining(urlPath);
+                logger.warn(String.format("%s不存在且过去日志符合条件，进行序列挖掘", urlPath));
+                return true;
             }
+            else logger.warn(String.format("%s在Redis中存在并且尚未过期", urlPath));
         }
         else {
             // 序列挖掘
             if (isMore10(urlPath)) {
-                sequenceMining(urlPath);
+                logger.warn(String.format("%s不存在且过去日志符合条件，进行序列挖掘", urlPath));
+                return true;
+            }
+            else {
+                logger.error(String.format("%s在过去日志中出现次数过少", urlPath));
             }
         }
+        return false;
     }
 
     /**
-     * 查询ClickHouse看是否满足序列挖掘条件
+     * 查询ClickHouse看是否满足序列挖掘条件，单独抽出这个类的原因是避免用like去查询
      * @param urlPath 从 / 分割的一级地址
      * @return 是否可以进行序列挖掘
      */
     public boolean isMore10(String urlPath) {
         String likeUrl = '%' + urlPath + '%';
-        // 这个时间不是准确的30天前喔
-        long effectiveTime = System.currentTimeMillis()/1000L - 3000000;
+        // long effectiveTime = System.currentTimeMillis()/1000L - 3000000;
+        long effectiveTime = System.currentTimeMillis()/1000L -
+                Configurations.getIntProperty(0, "historyTrafficInterval") * 24 * 60 * 60;
         int cnt = avListMapper.cumulativeData(likeUrl, effectiveTime);
-        return cnt >= 10;
+        return cnt >= Configurations.getIntProperty(0, "leastHistoryNum");
     }
 
     /**
-     * 先查ck找到每一个相似的host的client ip和server ip，时间戳
-     * 每一个host找其时间窗口，构造一行RowFactory
+     * 先查ck的av表找到每一个相似的host的client ip和server ip，时间戳
+     * 通过av标的每一条记录查询总流量表找到时间窗口
+     * 每一个host找其时间窗口后，构造一行RowFactory
      * 将构造好的data交给Spark进行序列挖掘
      * 返回结果处理后写入redis
      *
+     * TODO:异常处理，当aVlogs太少而trafficLogList太长的时候考虑不加入训练
+     *
      * redis格式：
      * key: urlPath field: write_time, candidate 皆为字符型
      * candidate(String): [host1, host2, host3]
      */
-    public void sequenceMining(String urlPath) {
+    public ArrayList<Row> buildInput(String urlPath) {
         // 先查ck找到每一个相似的host
         String likeUrl = '%' + urlPath + '%';
         List<AVlog> aVlogs = avListMapper.getHistoryHost(likeUrl);
+        logger.warn(String.format("%s过去曾出现过%d次", urlPath, aVlogs.size()));
 
         ArrayList<Row> data = new ArrayList<>();
 
@@ -172,17 +245,13 @@ public class MiningService {
         for (AVlog eachLog: aVlogs) {
             List<TrafficLog> trafficLogList = avListMapper.getRelationListWithHost(eachLog.getFound_time(),
                     eachLog.getClient_ip(),
-                    Configurations.getIntProperty(0, "interval"));
-            data.add(RowFactory.create(constructRow(trafficLogList)));
+                    Configurations.getIntProperty(0, "intervalLeft"),
+                    Configurations.getIntProperty(0, "intervalRight"));
+            // System.out.println(trafficLogList.toString());
+            if (trafficLogList.size() > 0)
+                data.add(RowFactory.create(constructRow(trafficLogList)));
         }
-
-        // 调用spark模块
-        Dataset<Row> sequence = relateHostMiningTask(spark, data);
-
-        // 写回redis
-        List<String> candidateList = buildCandidate(sequence);
-        jedis.hset(urlPath, "write_time", String.valueOf(System.currentTimeMillis()/1000L));
-        long returnStatus = jedis.hset(urlPath, "candidate", candidateList.toString());
+        return data;
     }
 
     /**
@@ -191,7 +260,14 @@ public class MiningService {
     private List<List<String>> constructRow(List<TrafficLog> trafficLogList) {
         List<List<String>> row = new ArrayList<>();
         for (TrafficLog trafficLog: trafficLogList) {
-            row.add(Arrays.asList(trafficLog.getHttp_host()));
+            String oneItemHTTPHost = trafficLog.getHttp_host();
+            String oneItemSNI = trafficLog.getSsl_sni();
+            // logger.warn("HTTP: " + oneItemHTTPHost);
+            // logger.warn("SSL: " + oneItemSNI);
+            if (oneItemSNI != null && oneItemSNI.length() > 0)
+                row.add(Arrays.asList(oneItemSNI));
+            else if (oneItemHTTPHost != null && oneItemHTTPHost.length() > 0)
+                row.add(Arrays.asList(oneItemHTTPHost));
         }
         return row;
     }
@@ -199,18 +275,21 @@ public class MiningService {
     /**
      * 序列挖掘方法
      */
-    public Dataset<Row> relateHostMiningTask(SparkSession spark, List<Row> data) {
+    //public Dataset<Row> relateHostMiningTask(SparkSession spark, List<Row> data) {
+    public Dataset<Row> relateHostMiningTask(List<Row> data) {
         StructType schema = new StructType(new StructField[]{ new StructField(
                 "sequence", new ArrayType(new ArrayType(DataTypes.StringType, true), true),
                 false, Metadata.empty())
         });
         Dataset<Row> sequenceDF = spark.createDataFrame(data, schema);
-
-        PrefixSpan prefixSpan = new PrefixSpan().setMinSupport(0.5).setMaxPatternLength(5);
+        sequenceDF.show(20, true);
+        //sequenceDF.show(50, false);
+        PrefixSpan prefixSpan = new PrefixSpan().setMinSupport(Configurations.getDoubleProperty(0, "prefixConfidence")).setMaxPatternLength(5);
 
         // Finding frequent sequential patterns
         Dataset<Row> sequence = prefixSpan.findFrequentSequentialPatterns(sequenceDF);
-        sequence.show();
+        //sequence.show(10, false);
+        sequence.show(100,false);
         return sequence;
     }
 
@@ -218,15 +297,100 @@ public class MiningService {
      * 将spark序列挖掘返回的结果进行处理，返回候选集
      * 如果有需要重排序的也在这一步进行处理
      * 总感觉Spark用Iterator的处理很慢，不如lambda
+     *
+     * TODO:这里项集的域名的地址没有经过处理
+     * 这里有一定概率内存溢出，目前暂不清楚如何增加一个task的最大内存
      */
-    public List<String> buildCandidate(Dataset<Row> sequence) {
-        List<String> oneItemList = new ArrayList<>();
+    public List<String> miningCandidate(Dataset<Row> sequence) {
+        List<String> candidateList = new ArrayList<>();
+        HashMap<String, Integer> restFirstMap = new HashMap<>();
+        HashMap<String, Integer> restMap = new HashMap<>();
+
+        String candidateItem;
+        HashMap<String, Long> hashMap = new HashMap<>();
+        // TODO:这里会导致堆内存不足的问题 Uncaught exception in thread task-result-getter
         for(Iterator<Row> iter = sequence.toLocalIterator(); iter.hasNext();) {
             Row each = iter.next();
-            if (each.size() == 1)
-                oneItemList.add(each.getString(0));
+            if (each.size() == 2) {
+                try {
+                    WrappedArray rawSequence = (WrappedArray)each.get(0);
+                    WrappedArray firstItem = (WrappedArray)rawSequence.apply(0);
+                    //if (cmt >= volume) break;
+                    //cmt++;
+                    if (rawSequence.size() == 1) {
+                        candidateItem = (String)firstItem.apply(0);
+                        Long freq = (Long) each.get(1);
+                        if (hashMap.containsKey(candidateItem)) {
+                            if (hashMap.get(candidateItem) < freq)
+                                hashMap.put(candidateItem, freq);
+                        }
+                        else {
+                            candidateList.add(candidateItem);
+                            hashMap.put(candidateItem, freq);
+                        }
+                    }
+                    else {
+                        candidateItem =  (String)((WrappedArray)rawSequence.apply(0)).apply(0);
+                        restFirstMap.put(candidateItem, restFirstMap.getOrDefault(candidateItem, 0) + 1);
+                        for (int i = 1; i < rawSequence.size(); i++) {
+                            candidateItem = (String)((WrappedArray)rawSequence.apply(i)).apply(0);
+                            restMap.put(candidateItem, restMap.getOrDefault(candidateItem, 0) + 1);
+                        }
+                    }
+                }
+                catch (Exception e) {
+                    e.printStackTrace();
+                }
+            }
             else break;
         }
-        return oneItemList;
+        candidateList.sort((o1, o2) -> (int) (hashMap.get(o2) - hashMap.get(o1)));
+        List<String> optimizedOrders = new ArrayList<>();
+        // 根据freq排，但是感觉freq并不是统计的结果呀，就很奇怪
+        optimizedOrders.add(candidateList.toString());
+        logger.warn("计算结果：" + candidateList.toString());
+
+        prefixReSort(optimizedOrders, candidateList, restFirstMap, restMap);
+        logger.warn("优化后的结果：" + optimizedOrders.get(optimizedOrders.size()-1));
+        return optimizedOrders;
+    }
+
+    /**
+     * 直接用一项集的话，结果和统计是没差的，其实入口更倾向于出现在多项集的首部，而不是一项集
+     * 规则1：入口更倾向于出现在多项集的首部 -> 统计candidate出现在多项集首部的次数
+     * 规则2：入口更不倾向于出现在无序集中 -> 统计candidate出现在不是首部的比例（这一点目前来看不一定是好的，因为很多大站很可能就在后面会出现呀～）
+     * TODO: 这里排序的实现需要改进，用排序序列的方法直接忽略了数值的关系，损失了部分特征，后续可以考虑用learning to rank的方法
+     *
+     * @param candidateList 一项集
+     * @param restMap 多项集
+     * 几种不同的优化后的候选集顺序[统计， 规则1，统计+规则1，规则2，统计+规则1+规则2]
+     *                还有一个总体统计的，但是比较占内存，这里没有用啦～
+     *                忽然觉得用prefix items为多的结果，是否有点不太好，因为3项集多的2项集也会多
+     */
+    public void prefixReSort(List<String> orders, List<String> candidateList, Map<String, Integer> restFirstMap, Map<String, Integer> restMap) {
+        int candidateListSize = candidateList.size();
+        HashMap<String, Integer> ruleValueMap = new HashMap<>();
+        for (int i = 0; i < candidateListSize; i++) {
+            ruleValueMap.put(candidateList.get(i), i);
+        }
+
+        // default设置为0，使在首部出现的往前面移动，其中restFirstMap是在首部出现的次数
+        candidateList.sort((o1, o2) -> (restFirstMap.getOrDefault(o2, 0) - restFirstMap.getOrDefault(o1, 0)));
+        resort(candidateList, orders, candidateListSize, ruleValueMap);
+
+        // 尤其是下面这里，不是很合适
+        // default设置为3，使经常在后面出现的排序往后移动，其中restMap是在非首部出现的次数
+        candidateList.sort(Comparator.comparingInt(o -> restMap.getOrDefault(o, 3)));
+        resort(candidateList, orders, candidateListSize, ruleValueMap);
+    }
+
+    private void resort(List<String> candidateList, List<String> orders, int candidateListSize, HashMap<String, Integer> ruleValueMap) {
+        orders.add(candidateList.toString());
+        for (int i = 0; i < candidateListSize; i++) {
+            String item = candidateList.get(i);
+            ruleValueMap.put(item, ruleValueMap.get(item) + i);
+        }
+        candidateList.sort((o1, o2) -> (ruleValueMap.get(o1) - ruleValueMap.get(o2)));
+        orders.add(candidateList.toString());
     }
 }
diff --git a/src/main/java/cn/ac/iie/mining/prefixSpark.java b/src/main/java/cn/ac/iie/mining/prefixSpark.java
index a77092d..330b6fd 100644
--- a/src/main/java/cn/ac/iie/mining/prefixSpark.java
+++ b/src/main/java/cn/ac/iie/mining/prefixSpark.java
@@ -1,9 +1,6 @@
 package cn.ac.iie.mining;
 
-import java.util.ArrayList;
-import java.util.Arrays;
-import java.util.Iterator;
-import java.util.List;
+import java.util.*;
 
 import org.apache.spark.SparkContext;
 import org.apache.spark.api.java.function.MapFunction;
@@ -18,8 +15,9 @@ public class prefixSpark {
         SparkSession spark = SparkSession
                 .builder()
                 .appName("PrefixTest")
-                //.master("local[4]")
-                .master("spark://localhost:7077")
+                .master("local[4]")
+                //.master("spark://localhost:7077")
+                //.master("spark://hezhengjiedeMacBook-Pro.local:7077")
                 .getOrCreate();
 
         // $example on$
@@ -111,4 +109,18 @@ public class prefixSpark {
         });
         System.out.println("oneItem: " + oneItem.toString());
     }
+
+    @Test
+    public void testGrammer() {
+        HashMap<String ,Integer> hashMap = new HashMap<>();
+        hashMap.put("a", 11);
+        hashMap.put("b", 10);
+        hashMap.put("c", 12);
+        List<String> list = new ArrayList<>();
+        list.add("a");
+        list.add("b");
+        list.add("c");
+        list.sort((o1, o2) -> hashMap.get(o2) - hashMap.get(o1));
+        System.out.println(list.toString());
+    }
 }
diff --git a/src/main/java/cn/ac/iie/pojo/AVlog.java b/src/main/java/cn/ac/iie/pojo/AVlog.java
index 2a5165b..400c9e0 100644
--- a/src/main/java/cn/ac/iie/pojo/AVlog.java
+++ b/src/main/java/cn/ac/iie/pojo/AVlog.java
@@ -43,4 +43,7 @@ public class AVlog {
     @Setter
     private String user_agent;
 
+    @Getter
+    @Setter
+    private String referer_host;
 }
diff --git a/src/main/resources/redis.properties b/src/main/resources/redis.properties
index 89070ed..77d1dde 100644
--- a/src/main/resources/redis.properties
+++ b/src/main/resources/redis.properties
@@ -1,2 +1,2 @@
-redisHost=192.168.10.28
+redisHost=192.168.10.9
 redisPort=6379
 \ No newline at end of file
diff --git a/src/main/resources/testSet.txt b/src/main/resources/testSet.txt
new file mode 100644
index 0000000..a978018
--- /dev/null
+++ b/src/main/resources/testSet.txt
@@ -0,0 +1,1414 @@
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diff --git a/src/main/resources/video_data.properties b/src/main/resources/video_data.properties
index e7a25f9..1d448a4 100644
--- a/src/main/resources/video_data.properties
+++ b/src/main/resources/video_data.properties
@@ -4,7 +4,19 @@ kafka.avc.topic = AV-EVENT-COMPLETED-LOG
 kafka.av.topic = AV-EVENT-LOG
 
 # 时间窗口
-interval = 22
+# interval = 23
+intervalLeft = 60
+intervalRight = 15
 
 # Spark地址
-Spark.master=192.168.10.9:7077
-\ No newline at end of file
+Spark.master=spark://192.168.10.9:7077
+# prefix算法的置信度
+prefixConfidence=0.3
+# 用于数据挖掘的历史时间，当前时间-最长间隔=最早使用的历史日志，注意这里的单位为天
+historyTrafficInterval=90
+# 候选集最大容量
+volume=10
+# Redis候选表中的过期时间，单位为天
+ExpirationTime=1
+# 最少进行序列挖掘的记录数目
+leastHistoryNum=5
+\ No newline at end of file
diff --git a/src/test/java/cn/ac/iie/mining/MiningServiceTest.java b/src/test/java/cn/ac/iie/mining/MiningServiceTest.java
new file mode 100644
index 0000000..06bfca4
--- /dev/null
+++ b/src/test/java/cn/ac/iie/mining/MiningServiceTest.java
@@ -0,0 +1,120 @@
+package cn.ac.iie.mining;
+
+import cn.ac.iie.Utils.JedisPoolUtils;
+import cn.ac.iie.Utils.SqlSessionFactoryUtils;
+import cn.ac.iie.Utils.URLHandleUtils;
+import cn.ac.iie.config.GetConf;
+import cn.ac.iie.mapper.AVDataListMapper;
+import com.fasterxml.jackson.databind.JsonNode;
+import com.fasterxml.jackson.databind.ObjectMapper;
+import org.apache.ibatis.session.SqlSession;
+import org.apache.kafka.clients.consumer.ConsumerConfig;
+import org.apache.kafka.clients.consumer.ConsumerRecord;
+import org.apache.kafka.clients.consumer.ConsumerRecords;
+import org.apache.kafka.clients.consumer.KafkaConsumer;
+import org.junit.Test;
+import redis.clients.jedis.Jedis;
+
+import java.time.Duration;
+import java.util.Arrays;
+import java.util.Properties;
+
+
+public class MiningServiceTest {
+    @Test
+    public void consumeKafka() {
+        Properties properties=new Properties();
+        properties.put("key.deserializer", "org.apache.kafka.common.serialization.StringDeserializer");
+        properties.put("value.deserializer", "org.apache.kafka.common.serialization.StringDeserializer");
+        properties.put("bootstrap.servers", GetConf.BOOTSTRAP_SERVERS);
+        properties.put(ConsumerConfig.GROUP_ID_CONFIG, "test");
+
+        // max.poll.records设置的条数要在一定的时间间隔处理完
+        properties.put("max.poll.records", 50);
+        // 自动提交
+        properties.put("enable.auto.commit", "false");
+        // 测试的时候设置为从头开始
+        properties.put("auto.offset.reset", "earliest");
+
+        KafkaConsumer<String,String> consumer=new KafkaConsumer<>(properties);
+        consumer.subscribe(Arrays.asList(GetConf.KAFKA_AV_TOPIC));
+
+        try {
+            ObjectMapper objectMapper = new ObjectMapper();
+
+            // 在小数据规模下，不需要用set来去重，记录上一个记录就可以了
+            String prevHost = "";
+
+            // 拉取消息并消费
+            for (int i = 0; i < 30; i++) {
+                ConsumerRecords<String,String> records=consumer.poll(Duration.ofMillis(1000));
+                for (ConsumerRecord<String,String> record:records){
+                    JsonNode jsonNode = objectMapper.readTree(record.value());
+
+                    // 查找有数据的部分
+                    JsonNode urlNode = jsonNode.get("url");
+                    if (jsonNode.get("dir").asInt() == 2 || urlNode == null)
+                        continue;
+                    String urlPath = URLHandleUtils.getFirstURLPath(urlNode.asText());
+                    if (prevHost.equals(urlPath))
+                        continue;
+                    prevHost = urlPath;
+
+                    // 交给查询模块进行处理
+                    System.out.println(urlPath);
+                }
+                consumer.commitSync();
+            }
+        } catch (Exception e) {
+            e.printStackTrace();
+        }finally {
+            consumer.close();
+        }
+    }
+
+    String urlPath = "test.com";
+
+    @Test
+    public void judgeKey() {
+        JedisPoolUtils.getJedisPoolInstance();
+        Jedis jedis = JedisPoolUtils.getJedis();
+        if (jedis.exists(urlPath)) {
+            // 存在的话再判断一下时间过期没有
+            long writeTime = Long.parseLong(jedis.hget(urlPath, "write_time"));
+            long nowTime = System.currentTimeMillis()/1000L;
+            long earlyMorning3 = nowTime - (nowTime + 8 * 3600) % 86400 - 86400 * 2;
+            if (earlyMorning3 > writeTime) {
+                // 序列挖掘
+                //sequenceMining(urlPath);
+                System.out.println("需要进行序列挖掘");
+            }
+            else {
+                System.out.println(String.format("不需要进行序列挖掘，上次的时间为%s", writeTime));
+            }
+        }
+        JedisPoolUtils.releaseResource(jedis);
+    }
+
+    @Test
+    public void isMore10() {
+        AVDataListMapper avListMapper;
+        SqlSession sqlSession = SqlSessionFactoryUtils.getSqlSessionFactory().openSession();
+        avListMapper = sqlSession.getMapper(AVDataListMapper.class);
+        String likeUrl = '%' + urlPath + '%';
+        long effectiveTime = System.currentTimeMillis()/1000L - 3000000;
+        int cnt = avListMapper.cumulativeData(likeUrl, effectiveTime);
+        System.out.println(cnt);
+    }
+
+    @Test
+    public void sequenceMining() {
+    }
+
+    @Test
+    public void relateHostMiningTask() {
+    }
+
+    @Test
+    public void buildCandidate() {
+    }
+}
+\ No newline at end of file
diff --git a/target/.DS_Store b/target/.DS_Store
index aa68815..571124d 100644
--- a/target/.DS_Store
+++ b/target/.DS_Store
diff --git a/target/classes/cn/ac/iie/mapper/AVDataListMapper.xml b/target/classes/cn/ac/iie/mapper/AVDataListMapper.xml
index 86da199..9df7097 100644
--- a/target/classes/cn/ac/iie/mapper/AVDataListMapper.xml
+++ b/target/classes/cn/ac/iie/mapper/AVDataListMapper.xml
@@ -15,26 +15,28 @@
         from `av_event_log_local`
     </select>
 
+    <!--在大数据量场景下，这里可能需要加limit-->
     <select id="getRelationListWithHost" resultType="cn.ac.iie.pojo.TrafficLog">
-        select common_client_ip, common_client_port, common_server_ip, common_server_port, common_recv_time,
+        select common_client_ip, common_server_ip,
                common_start_time, http_url, http_host, http_domain, ssl_sni, ssl_cn
         from `connection_record_log_local`
-        where common_start_time &gt;= (#{found_time} - #{intervalTime})
-            and common_start_time &lt;= (#{found_time} + #{intervalTime})
+        where common_start_time &gt;= (#{found_time} - #{startInterval})
+            and common_start_time &lt;= (#{found_time} + #{endInterval})
             and common_client_ip = #{client_ip}
+            and (common_schema_type='HTTP' or common_schema_type='SSL')
     </select>
 
     <select id="getAVListWithReferer" resultType="cn.ac.iie.pojo.AVlog">
-        select client_ip, server_ip, url, referer, recv_time, found_time, expire_time
+        select client_ip, server_ip, url, domain(referer) as referer_host, recv_time, found_time, expire_time
         from `av_event_log_local`
         where length(referer) > 0
     </select>
 
     <select id="getReferPortal" resultType="cn.ac.iie.pojo.TrafficLog">
-        select common_client_ip, common_client_port, common_server_ip, common_server_port, common_recv_time,
-               common_start_time, http_url, http_host, http_domain, ssl_sni, ssl_cn
+        select common_client_ip, common_client_port, common_server_ip, common_server_port,
+               common_start_time, http_url, http_host, http_domain, ssl_sni
         from `connection_record_log_local`
-        where common_start_time &gt;= (#{found_time} - 30)
+        where common_start_time &gt;= (#{found_time} - 60)
             and common_start_time &lt;= (#{found_time} + 10)
             and common_client_ip = #{client_ip}
             and (http_host = #{host} or ssl_sni = #{host})
@@ -47,15 +49,21 @@
     </select>
 
     <select id="cumulativeData" resultType="Integer">
-        select count(url) from `av_event_log_local`
-        where url like #{urlPath} and recv_time &gt;= #{effectiveTime}
+        select count(url)
+        from `av_event_log_local`
+        where url like #{likeURL} and found_time &gt;= #{effectiveTime}
     </select>
 
     <select id="getHistoryHost" resultType="cn.ac.iie.pojo.AVlog">
-        select client_ip, server_ip, url, recv_time, found_time, expire_time
+        select client_ip, server_ip, url, found_time
+        from `av_event_log_local`
+        where url like #{likeURL}
+        order by found_time desc
+        limit 80
+    </select>
+    <select id="getHostNeedMining" resultType="cn.ac.iie.pojo.AVlog">
+        select client_ip, server_ip, url, found_time
         from `av_event_log_local`
-        where url like #{host}
-        order by recv_time desc
-        limit 100
+        where found_time &gt;= #{taskTime}
     </select>
 </mapper>
 \ No newline at end of file
diff --git a/target/classes/redis.properties b/target/classes/redis.properties
index 89070ed..77d1dde 100644
--- a/target/classes/redis.properties
+++ b/target/classes/redis.properties
@@ -1,2 +1,2 @@
-redisHost=192.168.10.28
+redisHost=192.168.10.9
 redisPort=6379
 \ No newline at end of file
diff --git a/target/classes/testSet.txt b/target/classes/testSet.txt
new file mode 100644
index 0000000..a978018
--- /dev/null
+++ b/target/classes/testSet.txt
@@ -0,0 +1,1414 @@
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diff --git a/target/classes/video_data.properties b/target/classes/video_data.properties
index e7a25f9..1d448a4 100644
--- a/target/classes/video_data.properties
+++ b/target/classes/video_data.properties
@@ -4,7 +4,19 @@ kafka.avc.topic = AV-EVENT-COMPLETED-LOG
 kafka.av.topic = AV-EVENT-LOG
 
 # 时间窗口
-interval = 22
+# interval = 23
+intervalLeft = 60
+intervalRight = 15
 
 # Spark地址
-Spark.master=192.168.10.9:7077
-\ No newline at end of file
+Spark.master=spark://192.168.10.9:7077
+# prefix算法的置信度
+prefixConfidence=0.3
+# 用于数据挖掘的历史时间，当前时间-最长间隔=最早使用的历史日志，注意这里的单位为天
+historyTrafficInterval=90
+# 候选集最大容量
+volume=10
+# Redis候选表中的过期时间，单位为天
+ExpirationTime=1
+# 最少进行序列挖掘的记录数目
+leastHistoryNum=5
+\ No newline at end of file
diff --git a/target/maven-archiver/pom.properties b/target/maven-archiver/pom.properties
new file mode 100644
index 0000000..de1ac31
--- /dev/null
+++ b/target/maven-archiver/pom.properties
@@ -0,0 +1,5 @@
+#Generated by Maven
+#Thu Oct 21 15:42:14 CST 2021
+version=1.0-test
+groupId=cn.an.iie
+artifactId=VideoPortalDetection
diff --git a/target/maven-status/maven-compiler-plugin/compile/default-compile/createdFiles.lst b/target/maven-status/maven-compiler-plugin/compile/default-compile/createdFiles.lst
new file mode 100644
index 0000000..e69de29
--- /dev/null
+++ b/target/maven-status/maven-compiler-plugin/compile/default-compile/createdFiles.lst
diff --git a/target/maven-status/maven-compiler-plugin/compile/default-compile/inputFiles.lst b/target/maven-status/maven-compiler-plugin/compile/default-compile/inputFiles.lst
new file mode 100644
index 0000000..b062ffd
--- /dev/null
+++ b/target/maven-status/maven-compiler-plugin/compile/default-compile/inputFiles.lst
@@ -0,0 +1,24 @@
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/pojo/DNSlog.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/Utils/URLHandleUtils.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/mining/MiningService.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/mapper/AVDataListMapper.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/client/VideoConsumer.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/config/Configurations.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/mapper/HTTPListMapper.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/Utils/JedisPoolUtils.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/mining/EffectEvaluation.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/intervalStatics/HuaYanHttpInterval.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/Utils/SqlSessionFactoryUtils.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/pojo/HTTPlog.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/config/DruidConfig.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/pojo/TrafficLog.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/pojo/AVlog.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/pojo/SSLlog.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/client/StaticFrequency.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/intervalStatics/Statistics.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/mining/MiningModule.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/mining/prefixSpark.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/config/GetConf.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/mapper/SSLListMapper.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/mapper/DNSListMapper.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/main/java/cn/ac/iie/client/CKClient.java
diff --git a/target/maven-status/maven-compiler-plugin/testCompile/default-testCompile/createdFiles.lst b/target/maven-status/maven-compiler-plugin/testCompile/default-testCompile/createdFiles.lst
new file mode 100644
index 0000000..e69de29
--- /dev/null
+++ b/target/maven-status/maven-compiler-plugin/testCompile/default-testCompile/createdFiles.lst
diff --git a/target/maven-status/maven-compiler-plugin/testCompile/default-testCompile/inputFiles.lst b/target/maven-status/maven-compiler-plugin/testCompile/default-testCompile/inputFiles.lst
new file mode 100644
index 0000000..8f58606
--- /dev/null
+++ b/target/maven-status/maven-compiler-plugin/testCompile/default-testCompile/inputFiles.lst
@@ -0,0 +1,7 @@
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/test/java/cn/ac/iie/Utils/URLHandleUtilsTest.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/test/java/cn/ac/iie/pojo/HTTPlogTest.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/test/java/cn/ac/iie/mining/MiningServiceTest.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/test/java/cn/ac/iie/pojo/SSLlogTest.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/test/java/cn/ac/iie/pojo/RedisTest.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/test/java/cn/ac/iie/client/StaticFrequencyTest.java
+/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/src/test/java/cn/ac/iie/pojo/TrafficLogTest.java
diff --git a/target/surefire-reports/TEST-cn.ac.iie.Utils.URLHandleUtilsTest.xml b/target/surefire-reports/TEST-cn.ac.iie.Utils.URLHandleUtilsTest.xml
new file mode 100644
index 0000000..5d5a3ce
--- /dev/null
+++ b/target/surefire-reports/TEST-cn.ac.iie.Utils.URLHandleUtilsTest.xml
@@ -0,0 +1,69 @@
+<?xml version="1.0" encoding="UTF-8" ?>
+<testsuite tests="1" failures="0" name="cn.ac.iie.Utils.URLHandleUtilsTest" time="0.006" errors="0" skipped="0">
+  <properties>
+    <property name="java.runtime.name" value="Java(TM) SE Runtime Environment"/>
+    <property name="sun.boot.library.path" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib"/>
+    <property name="java.vm.version" value="25.202-b08"/>
+    <property name="gopherProxySet" value="false"/>
+    <property name="java.vm.vendor" value="Oracle Corporation"/>
+    <property name="maven.multiModuleProjectDirectory" value="/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection"/>
+    <property name="java.vendor.url" value="http://java.oracle.com/"/>
+    <property name="path.separator" value=":"/>
+    <property name="guice.disable.misplaced.annotation.check" value="true"/>
+    <property name="java.vm.name" value="Java HotSpot(TM) 64-Bit Server VM"/>
+    <property name="file.encoding.pkg" value="sun.io"/>
+    <property name="user.country" value="CN"/>
+    <property name="sun.java.launcher" value="SUN_STANDARD"/>
+    <property name="sun.os.patch.level" value="unknown"/>
+    <property name="java.vm.specification.name" value="Java Virtual Machine Specification"/>
+    <property name="user.dir" value="/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection"/>
+    <property name="java.runtime.version" value="1.8.0_202-b08"/>
+    <property name="java.awt.graphicsenv" value="sun.awt.CGraphicsEnvironment"/>
+    <property name="java.endorsed.dirs" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/endorsed"/>
+    <property name="os.arch" value="x86_64"/>
+    <property name="java.io.tmpdir" value="/var/folders/9w/nf4m1w_94c7gmxgr94gd2yf00000gn/T/"/>
+    <property name="line.separator" value="
+"/>
+    <property name="java.vm.specification.vendor" value="Oracle Corporation"/>
+    <property name="os.name" value="Mac OS X"/>
+    <property name="classworlds.conf" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3/bin/m2.conf"/>
+    <property name="sun.jnu.encoding" value="UTF-8"/>
+    <property name="java.library.path" value="/Users/hezhengjie/Library/Java/Extensions:/Library/Java/Extensions:/Network/Library/Java/Extensions:/System/Library/Java/Extensions:/usr/lib/java:."/>
+    <property name="maven.conf" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3/conf"/>
+    <property name="java.specification.name" value="Java Platform API Specification"/>
+    <property name="java.class.version" value="52.0"/>
+    <property name="sun.management.compiler" value="HotSpot 64-Bit Tiered Compilers"/>
+    <property name="os.version" value="10.16"/>
+    <property name="library.jansi.path" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3/lib/jansi-native"/>
+    <property name="http.nonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="user.home" value="/Users/hezhengjie"/>
+    <property name="user.timezone" value="Asia/Shanghai"/>
+    <property name="java.awt.printerjob" value="sun.lwawt.macosx.CPrinterJob"/>
+    <property name="java.specification.version" value="1.8"/>
+    <property name="file.encoding" value="UTF-8"/>
+    <property name="user.name" value="hezhengjie"/>
+    <property name="java.class.path" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3/boot/plexus-classworlds-2.6.0.jar"/>
+    <property name="java.vm.specification.version" value="1.8"/>
+    <property name="sun.arch.data.model" value="64"/>
+    <property name="java.home" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre"/>
+    <property name="sun.java.command" value="org.codehaus.plexus.classworlds.launcher.Launcher package -DskipTest"/>
+    <property name="java.specification.vendor" value="Oracle Corporation"/>
+    <property name="user.language" value="zh"/>
+    <property name="awt.toolkit" value="sun.lwawt.macosx.LWCToolkit"/>
+    <property name="java.vm.info" value="mixed mode"/>
+    <property name="java.version" value="1.8.0_202"/>
+    <property name="java.ext.dirs" value="/Users/hezhengjie/Library/Java/Extensions:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/ext:/Library/Java/Extensions:/Network/Library/Java/Extensions:/System/Library/Java/Extensions:/usr/lib/java"/>
+    <property name="sun.boot.class.path" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/resources.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/rt.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/sunrsasign.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jsse.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jce.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/charsets.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jfr.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/classes"/>
+    <property name="java.vendor" value="Oracle Corporation"/>
+    <property name="skipTest" value="true"/>
+    <property name="maven.home" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3"/>
+    <property name="file.separator" value="/"/>
+    <property name="java.vendor.url.bug" value="http://bugreport.sun.com/bugreport/"/>
+    <property name="sun.cpu.endian" value="little"/>
+    <property name="sun.io.unicode.encoding" value="UnicodeBig"/>
+    <property name="socksNonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="ftp.nonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="sun.cpu.isalist" value=""/>
+  </properties>
+  <testcase classname="cn.ac.iie.Utils.URLHandleUtilsTest" name="test" time="0.006"/>
+</testsuite>
+\ No newline at end of file
diff --git a/target/surefire-reports/TEST-cn.ac.iie.client.StaticFrequencyTest.xml b/target/surefire-reports/TEST-cn.ac.iie.client.StaticFrequencyTest.xml
new file mode 100644
index 0000000..5fbf471
--- /dev/null
+++ b/target/surefire-reports/TEST-cn.ac.iie.client.StaticFrequencyTest.xml
@@ -0,0 +1,69 @@
+<?xml version="1.0" encoding="UTF-8" ?>
+<testsuite tests="1" failures="0" name="cn.ac.iie.client.StaticFrequencyTest" time="0" errors="0" skipped="0">
+  <properties>
+    <property name="java.runtime.name" value="Java(TM) SE Runtime Environment"/>
+    <property name="sun.boot.library.path" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib"/>
+    <property name="java.vm.version" value="25.202-b08"/>
+    <property name="gopherProxySet" value="false"/>
+    <property name="java.vm.vendor" value="Oracle Corporation"/>
+    <property name="maven.multiModuleProjectDirectory" value="/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection"/>
+    <property name="java.vendor.url" value="http://java.oracle.com/"/>
+    <property name="path.separator" value=":"/>
+    <property name="guice.disable.misplaced.annotation.check" value="true"/>
+    <property name="java.vm.name" value="Java HotSpot(TM) 64-Bit Server VM"/>
+    <property name="file.encoding.pkg" value="sun.io"/>
+    <property name="user.country" value="CN"/>
+    <property name="sun.java.launcher" value="SUN_STANDARD"/>
+    <property name="sun.os.patch.level" value="unknown"/>
+    <property name="java.vm.specification.name" value="Java Virtual Machine Specification"/>
+    <property name="user.dir" value="/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection"/>
+    <property name="java.runtime.version" value="1.8.0_202-b08"/>
+    <property name="java.awt.graphicsenv" value="sun.awt.CGraphicsEnvironment"/>
+    <property name="java.endorsed.dirs" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/endorsed"/>
+    <property name="os.arch" value="x86_64"/>
+    <property name="java.io.tmpdir" value="/var/folders/9w/nf4m1w_94c7gmxgr94gd2yf00000gn/T/"/>
+    <property name="line.separator" value="
+"/>
+    <property name="java.vm.specification.vendor" value="Oracle Corporation"/>
+    <property name="os.name" value="Mac OS X"/>
+    <property name="classworlds.conf" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3/bin/m2.conf"/>
+    <property name="sun.jnu.encoding" value="UTF-8"/>
+    <property name="java.library.path" value="/Users/hezhengjie/Library/Java/Extensions:/Library/Java/Extensions:/Network/Library/Java/Extensions:/System/Library/Java/Extensions:/usr/lib/java:."/>
+    <property name="maven.conf" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3/conf"/>
+    <property name="java.specification.name" value="Java Platform API Specification"/>
+    <property name="java.class.version" value="52.0"/>
+    <property name="sun.management.compiler" value="HotSpot 64-Bit Tiered Compilers"/>
+    <property name="os.version" value="10.16"/>
+    <property name="library.jansi.path" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3/lib/jansi-native"/>
+    <property name="http.nonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="user.home" value="/Users/hezhengjie"/>
+    <property name="user.timezone" value="Asia/Shanghai"/>
+    <property name="java.awt.printerjob" value="sun.lwawt.macosx.CPrinterJob"/>
+    <property name="java.specification.version" value="1.8"/>
+    <property name="file.encoding" value="UTF-8"/>
+    <property name="user.name" value="hezhengjie"/>
+    <property name="java.class.path" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3/boot/plexus-classworlds-2.6.0.jar"/>
+    <property name="java.vm.specification.version" value="1.8"/>
+    <property name="sun.arch.data.model" value="64"/>
+    <property name="java.home" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre"/>
+    <property name="sun.java.command" value="org.codehaus.plexus.classworlds.launcher.Launcher package -DskipTest"/>
+    <property name="java.specification.vendor" value="Oracle Corporation"/>
+    <property name="user.language" value="zh"/>
+    <property name="awt.toolkit" value="sun.lwawt.macosx.LWCToolkit"/>
+    <property name="java.vm.info" value="mixed mode"/>
+    <property name="java.version" value="1.8.0_202"/>
+    <property name="java.ext.dirs" value="/Users/hezhengjie/Library/Java/Extensions:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/ext:/Library/Java/Extensions:/Network/Library/Java/Extensions:/System/Library/Java/Extensions:/usr/lib/java"/>
+    <property name="sun.boot.class.path" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/resources.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/rt.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/sunrsasign.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jsse.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jce.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/charsets.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jfr.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/classes"/>
+    <property name="java.vendor" value="Oracle Corporation"/>
+    <property name="skipTest" value="true"/>
+    <property name="maven.home" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3"/>
+    <property name="file.separator" value="/"/>
+    <property name="java.vendor.url.bug" value="http://bugreport.sun.com/bugreport/"/>
+    <property name="sun.cpu.endian" value="little"/>
+    <property name="sun.io.unicode.encoding" value="UnicodeBig"/>
+    <property name="socksNonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="ftp.nonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="sun.cpu.isalist" value=""/>
+  </properties>
+  <testcase classname="cn.ac.iie.client.StaticFrequencyTest" name="testURLPattern" time="0"/>
+</testsuite>
+\ No newline at end of file
diff --git a/target/surefire-reports/TEST-cn.ac.iie.mining.MiningServiceTest.xml b/target/surefire-reports/TEST-cn.ac.iie.mining.MiningServiceTest.xml
new file mode 100644
index 0000000..ee0ed7d
--- /dev/null
+++ b/target/surefire-reports/TEST-cn.ac.iie.mining.MiningServiceTest.xml
@@ -0,0 +1,74 @@
+<?xml version="1.0" encoding="UTF-8" ?>
+<testsuite tests="6" failures="0" name="cn.ac.iie.mining.MiningServiceTest" time="2.718" errors="0" skipped="0">
+  <properties>
+    <property name="java.runtime.name" value="Java(TM) SE Runtime Environment"/>
+    <property name="sun.boot.library.path" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib"/>
+    <property name="java.vm.version" value="25.202-b08"/>
+    <property name="gopherProxySet" value="false"/>
+    <property name="java.vm.vendor" value="Oracle Corporation"/>
+    <property name="maven.multiModuleProjectDirectory" value="/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection"/>
+    <property name="java.vendor.url" value="http://java.oracle.com/"/>
+    <property name="path.separator" value=":"/>
+    <property name="guice.disable.misplaced.annotation.check" value="true"/>
+    <property name="java.vm.name" value="Java HotSpot(TM) 64-Bit Server VM"/>
+    <property name="file.encoding.pkg" value="sun.io"/>
+    <property name="user.country" value="CN"/>
+    <property name="sun.java.launcher" value="SUN_STANDARD"/>
+    <property name="sun.os.patch.level" value="unknown"/>
+    <property name="java.vm.specification.name" value="Java Virtual Machine Specification"/>
+    <property name="user.dir" value="/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection"/>
+    <property name="java.runtime.version" value="1.8.0_202-b08"/>
+    <property name="java.awt.graphicsenv" value="sun.awt.CGraphicsEnvironment"/>
+    <property name="java.endorsed.dirs" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/endorsed"/>
+    <property name="os.arch" value="x86_64"/>
+    <property name="java.io.tmpdir" value="/var/folders/9w/nf4m1w_94c7gmxgr94gd2yf00000gn/T/"/>
+    <property name="line.separator" value="
+"/>
+    <property name="java.vm.specification.vendor" value="Oracle Corporation"/>
+    <property name="os.name" value="Mac OS X"/>
+    <property name="classworlds.conf" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3/bin/m2.conf"/>
+    <property name="sun.jnu.encoding" value="UTF-8"/>
+    <property name="java.library.path" value="/Users/hezhengjie/Library/Java/Extensions:/Library/Java/Extensions:/Network/Library/Java/Extensions:/System/Library/Java/Extensions:/usr/lib/java:."/>
+    <property name="maven.conf" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3/conf"/>
+    <property name="java.specification.name" value="Java Platform API Specification"/>
+    <property name="java.class.version" value="52.0"/>
+    <property name="sun.management.compiler" value="HotSpot 64-Bit Tiered Compilers"/>
+    <property name="os.version" value="10.16"/>
+    <property name="library.jansi.path" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3/lib/jansi-native"/>
+    <property name="http.nonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="user.home" value="/Users/hezhengjie"/>
+    <property name="user.timezone" value="Asia/Shanghai"/>
+    <property name="java.awt.printerjob" value="sun.lwawt.macosx.CPrinterJob"/>
+    <property name="java.specification.version" value="1.8"/>
+    <property name="file.encoding" value="UTF-8"/>
+    <property name="user.name" value="hezhengjie"/>
+    <property name="java.class.path" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3/boot/plexus-classworlds-2.6.0.jar"/>
+    <property name="java.vm.specification.version" value="1.8"/>
+    <property name="sun.arch.data.model" value="64"/>
+    <property name="java.home" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre"/>
+    <property name="sun.java.command" value="org.codehaus.plexus.classworlds.launcher.Launcher package -DskipTest"/>
+    <property name="java.specification.vendor" value="Oracle Corporation"/>
+    <property name="user.language" value="zh"/>
+    <property name="awt.toolkit" value="sun.lwawt.macosx.LWCToolkit"/>
+    <property name="java.vm.info" value="mixed mode"/>
+    <property name="java.version" value="1.8.0_202"/>
+    <property name="java.ext.dirs" value="/Users/hezhengjie/Library/Java/Extensions:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/ext:/Library/Java/Extensions:/Network/Library/Java/Extensions:/System/Library/Java/Extensions:/usr/lib/java"/>
+    <property name="sun.boot.class.path" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/resources.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/rt.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/sunrsasign.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jsse.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jce.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/charsets.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jfr.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/classes"/>
+    <property name="java.vendor" value="Oracle Corporation"/>
+    <property name="skipTest" value="true"/>
+    <property name="maven.home" value="/Users/hezhengjie/Code/Java_project/myMaven3.6.3/apache-maven-3.6.3"/>
+    <property name="file.separator" value="/"/>
+    <property name="java.vendor.url.bug" value="http://bugreport.sun.com/bugreport/"/>
+    <property name="sun.cpu.endian" value="little"/>
+    <property name="sun.io.unicode.encoding" value="UnicodeBig"/>
+    <property name="socksNonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="ftp.nonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="sun.cpu.isalist" value=""/>
+  </properties>
+  <testcase classname="cn.ac.iie.mining.MiningServiceTest" name="sequenceMining" time="0"/>
+  <testcase classname="cn.ac.iie.mining.MiningServiceTest" name="relateHostMiningTask" time="0"/>
+  <testcase classname="cn.ac.iie.mining.MiningServiceTest" name="consumeKafka" time="1.847"/>
+  <testcase classname="cn.ac.iie.mining.MiningServiceTest" name="judgeKey" time="0.118"/>
+  <testcase classname="cn.ac.iie.mining.MiningServiceTest" name="isMore10" time="0.753"/>
+  <testcase classname="cn.ac.iie.mining.MiningServiceTest" name="buildCandidate" time="0"/>
+</testsuite>
+\ No newline at end of file
diff --git a/target/surefire-reports/TEST-cn.ac.iie.pojo.RedisTest.xml b/target/surefire-reports/TEST-cn.ac.iie.pojo.RedisTest.xml
new file mode 100644
index 0000000..13f9f1c
--- /dev/null
+++ b/target/surefire-reports/TEST-cn.ac.iie.pojo.RedisTest.xml
@@ -0,0 +1,120 @@
+<?xml version="1.0" encoding="UTF-8" ?>
+<testsuite tests="1" failures="0" name="cn.ac.iie.pojo.RedisTest" time="0.002" errors="1" skipped="0">
+  <properties>
+    <property name="java.runtime.name" value="Java(TM) SE Runtime Environment"/>
+    <property name="sun.boot.library.path" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib"/>
+    <property name="java.vm.version" value="25.202-b08"/>
+    <property name="gopherProxySet" value="false"/>
+    <property name="java.vm.vendor" value="Oracle Corporation"/>
+    <property name="maven.multiModuleProjectDirectory" value="/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection"/>
+    <property name="java.vendor.url" value="http://java.oracle.com/"/>
+    <property name="path.separator" value=":"/>
+    <property name="guice.disable.misplaced.annotation.check" value="true"/>
+    <property name="java.vm.name" value="Java HotSpot(TM) 64-Bit Server VM"/>
+    <property name="file.encoding.pkg" value="sun.io"/>
+    <property name="user.country" value="CN"/>
+    <property name="sun.java.launcher" value="SUN_STANDARD"/>
+    <property name="sun.os.patch.level" value="unknown"/>
+    <property name="java.vm.specification.name" value="Java Virtual Machine Specification"/>
+    <property name="user.dir" value="/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection"/>
+    <property name="java.runtime.version" value="1.8.0_202-b08"/>
+    <property name="java.awt.graphicsenv" value="sun.awt.CGraphicsEnvironment"/>
+    <property name="java.endorsed.dirs" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/endorsed"/>
+    <property name="os.arch" value="x86_64"/>
+    <property name="java.io.tmpdir" value="/var/folders/9w/nf4m1w_94c7gmxgr94gd2yf00000gn/T/"/>
+    <property name="line.separator" value="
+"/>
+    <property name="java.vm.specification.vendor" value="Oracle Corporation"/>
+    <property name="os.name" value="Mac OS X"/>
+    <property name="maven.ext.class.path" value="/Applications/IntelliJ IDEA.app/Contents/plugins/maven/lib/maven-event-listener.jar"/>
+    <property name="classworlds.conf" value="/Applications/IntelliJ IDEA.app/Contents/plugins/maven/lib/maven3/bin/m2.conf"/>
+    <property name="sun.jnu.encoding" value="UTF-8"/>
+    <property name="java.library.path" value="/Users/hezhengjie/Library/Java/Extensions:/Library/Java/Extensions:/Network/Library/Java/Extensions:/System/Library/Java/Extensions:/usr/lib/java:."/>
+    <property name="maven.conf" value="/Applications/IntelliJ IDEA.app/Contents/plugins/maven/lib/maven3/conf"/>
+    <property name="java.specification.name" value="Java Platform API Specification"/>
+    <property name="java.class.version" value="52.0"/>
+    <property name="sun.management.compiler" value="HotSpot 64-Bit Tiered Compilers"/>
+    <property name="idea.version2019.3.3" value="true"/>
+    <property name="os.version" value="10.16"/>
+    <property name="http.nonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="user.home" value="/Users/hezhengjie"/>
+    <property name="user.timezone" value="Asia/Shanghai"/>
+    <property name="java.awt.printerjob" value="sun.lwawt.macosx.CPrinterJob"/>
+    <property name="java.specification.version" value="1.8"/>
+    <property name="file.encoding" value="UTF-8"/>
+    <property name="user.name" value="hezhengjie"/>
+    <property name="java.class.path" value="/Applications/IntelliJ IDEA.app/Contents/plugins/maven/lib/maven3/boot/plexus-classworlds-2.6.0.jar:/Applications/IntelliJ IDEA.app/Contents/lib/idea_rt.jar"/>
+    <property name="java.vm.specification.version" value="1.8"/>
+    <property name="sun.arch.data.model" value="64"/>
+    <property name="java.home" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre"/>
+    <property name="sun.java.command" value="org.codehaus.classworlds.Launcher -Didea.version2019.3.3 package"/>
+    <property name="java.specification.vendor" value="Oracle Corporation"/>
+    <property name="user.language" value="zh"/>
+    <property name="awt.toolkit" value="sun.lwawt.macosx.LWCToolkit"/>
+    <property name="java.vm.info" value="mixed mode"/>
+    <property name="java.version" value="1.8.0_202"/>
+    <property name="java.ext.dirs" value="/Users/hezhengjie/Library/Java/Extensions:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/ext:/Library/Java/Extensions:/Network/Library/Java/Extensions:/System/Library/Java/Extensions:/usr/lib/java"/>
+    <property name="sun.boot.class.path" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/resources.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/rt.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/sunrsasign.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jsse.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jce.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/charsets.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jfr.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/classes"/>
+    <property name="java.vendor" value="Oracle Corporation"/>
+    <property name="maven.home" value="/Applications/IntelliJ IDEA.app/Contents/plugins/maven/lib/maven3"/>
+    <property name="file.separator" value="/"/>
+    <property name="java.vendor.url.bug" value="http://bugreport.sun.com/bugreport/"/>
+    <property name="sun.cpu.endian" value="little"/>
+    <property name="sun.io.unicode.encoding" value="UnicodeBig"/>
+    <property name="socksNonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="ftp.nonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="sun.cpu.isalist" value=""/>
+  </properties>
+  <testcase classname="cn.ac.iie.pojo.RedisTest" name="testJedis" time="0.002">
+    <error message="Failed to create socket." type="redis.clients.jedis.exceptions.JedisConnectionException">redis.clients.jedis.exceptions.JedisConnectionException: Failed to create socket.
+	at redis.clients.jedis.DefaultJedisSocketFactory.createSocket(DefaultJedisSocketFactory.java:110)
+	at redis.clients.jedis.Connection.connect(Connection.java:226)
+	at redis.clients.jedis.BinaryClient.connect(BinaryClient.java:135)
+	at redis.clients.jedis.Connection.sendCommand(Connection.java:163)
+	at redis.clients.jedis.Connection.sendCommand(Connection.java:158)
+	at redis.clients.jedis.BinaryClient.ping(BinaryClient.java:186)
+	at redis.clients.jedis.BinaryJedis.ping(BinaryJedis.java:380)
+	at cn.ac.iie.pojo.RedisTest.testJedis(RedisTest.java:13)
+	at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
+	at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
+	at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
+	at java.lang.reflect.Method.invoke(Method.java:498)
+	at org.junit.runners.model.FrameworkMethod$1.runReflectiveCall(FrameworkMethod.java:50)
+	at org.junit.internal.runners.model.ReflectiveCallable.run(ReflectiveCallable.java:12)
+	at org.junit.runners.model.FrameworkMethod.invokeExplosively(FrameworkMethod.java:47)
+	at org.junit.internal.runners.statements.InvokeMethod.evaluate(InvokeMethod.java:17)
+	at org.junit.runners.ParentRunner.runLeaf(ParentRunner.java:325)
+	at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:78)
+	at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:57)
+	at org.junit.runners.ParentRunner$3.run(ParentRunner.java:290)
+	at org.junit.runners.ParentRunner$1.schedule(ParentRunner.java:71)
+	at org.junit.runners.ParentRunner.runChildren(ParentRunner.java:288)
+	at org.junit.runners.ParentRunner.access$000(ParentRunner.java:58)
+	at org.junit.runners.ParentRunner$2.evaluate(ParentRunner.java:268)
+	at org.junit.runners.ParentRunner.run(ParentRunner.java:363)
+	at org.apache.maven.surefire.junit4.JUnit4Provider.execute(JUnit4Provider.java:252)
+	at org.apache.maven.surefire.junit4.JUnit4Provider.executeTestSet(JUnit4Provider.java:141)
+	at org.apache.maven.surefire.junit4.JUnit4Provider.invoke(JUnit4Provider.java:112)
+	at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
+	at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
+	at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
+	at java.lang.reflect.Method.invoke(Method.java:498)
+	at org.apache.maven.surefire.util.ReflectionUtils.invokeMethodWithArray(ReflectionUtils.java:189)
+	at org.apache.maven.surefire.booter.ProviderFactory$ProviderProxy.invoke(ProviderFactory.java:165)
+	at org.apache.maven.surefire.booter.ProviderFactory.invokeProvider(ProviderFactory.java:85)
+	at org.apache.maven.surefire.booter.ForkedBooter.runSuitesInProcess(ForkedBooter.java:115)
+	at org.apache.maven.surefire.booter.ForkedBooter.main(ForkedBooter.java:75)
+Caused by: java.net.ConnectException: Connection refused (Connection refused)
+	at java.net.PlainSocketImpl.socketConnect(Native Method)
+	at java.net.AbstractPlainSocketImpl.doConnect(AbstractPlainSocketImpl.java:350)
+	at java.net.AbstractPlainSocketImpl.connectToAddress(AbstractPlainSocketImpl.java:206)
+	at java.net.AbstractPlainSocketImpl.connect(AbstractPlainSocketImpl.java:188)
+	at java.net.SocksSocketImpl.connect(SocksSocketImpl.java:392)
+	at java.net.Socket.connect(Socket.java:589)
+	at redis.clients.jedis.DefaultJedisSocketFactory.createSocket(DefaultJedisSocketFactory.java:80)
+	... 36 more
+</error>
+    <system-out>连接成功
+</system-out>
+  </testcase>
+</testsuite>
+\ No newline at end of file
diff --git a/target/surefire-reports/TEST-cn.ac.iie.pojo.TrafficLogTest.xml b/target/surefire-reports/TEST-cn.ac.iie.pojo.TrafficLogTest.xml
new file mode 100644
index 0000000..510df4f
--- /dev/null
+++ b/target/surefire-reports/TEST-cn.ac.iie.pojo.TrafficLogTest.xml
@@ -0,0 +1,69 @@
+<?xml version="1.0" encoding="UTF-8" ?>
+<testsuite tests="1" failures="0" name="cn.ac.iie.pojo.TrafficLogTest" time="11.489" errors="0" skipped="0">
+  <properties>
+    <property name="java.runtime.name" value="Java(TM) SE Runtime Environment"/>
+    <property name="sun.boot.library.path" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib"/>
+    <property name="java.vm.version" value="25.202-b08"/>
+    <property name="gopherProxySet" value="false"/>
+    <property name="java.vm.vendor" value="Oracle Corporation"/>
+    <property name="maven.multiModuleProjectDirectory" value="/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection"/>
+    <property name="java.vendor.url" value="http://java.oracle.com/"/>
+    <property name="path.separator" value=":"/>
+    <property name="guice.disable.misplaced.annotation.check" value="true"/>
+    <property name="java.vm.name" value="Java HotSpot(TM) 64-Bit Server VM"/>
+    <property name="file.encoding.pkg" value="sun.io"/>
+    <property name="user.country" value="CN"/>
+    <property name="sun.java.launcher" value="SUN_STANDARD"/>
+    <property name="sun.os.patch.level" value="unknown"/>
+    <property name="java.vm.specification.name" value="Java Virtual Machine Specification"/>
+    <property name="user.dir" value="/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection"/>
+    <property name="java.runtime.version" value="1.8.0_202-b08"/>
+    <property name="java.awt.graphicsenv" value="sun.awt.CGraphicsEnvironment"/>
+    <property name="java.endorsed.dirs" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/endorsed"/>
+    <property name="os.arch" value="x86_64"/>
+    <property name="java.io.tmpdir" value="/var/folders/9w/nf4m1w_94c7gmxgr94gd2yf00000gn/T/"/>
+    <property name="line.separator" value="
+"/>
+    <property name="java.vm.specification.vendor" value="Oracle Corporation"/>
+    <property name="os.name" value="Mac OS X"/>
+    <property name="maven.ext.class.path" value="/Applications/IntelliJ IDEA.app/Contents/plugins/maven/lib/maven-event-listener.jar"/>
+    <property name="classworlds.conf" value="/Applications/IntelliJ IDEA.app/Contents/plugins/maven/lib/maven3/bin/m2.conf"/>
+    <property name="sun.jnu.encoding" value="UTF-8"/>
+    <property name="java.library.path" value="/Users/hezhengjie/Library/Java/Extensions:/Library/Java/Extensions:/Network/Library/Java/Extensions:/System/Library/Java/Extensions:/usr/lib/java:."/>
+    <property name="maven.conf" value="/Applications/IntelliJ IDEA.app/Contents/plugins/maven/lib/maven3/conf"/>
+    <property name="java.specification.name" value="Java Platform API Specification"/>
+    <property name="java.class.version" value="52.0"/>
+    <property name="sun.management.compiler" value="HotSpot 64-Bit Tiered Compilers"/>
+    <property name="idea.version2019.3.3" value="true"/>
+    <property name="os.version" value="10.16"/>
+    <property name="http.nonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="user.home" value="/Users/hezhengjie"/>
+    <property name="user.timezone" value="Asia/Shanghai"/>
+    <property name="java.awt.printerjob" value="sun.lwawt.macosx.CPrinterJob"/>
+    <property name="java.specification.version" value="1.8"/>
+    <property name="file.encoding" value="UTF-8"/>
+    <property name="user.name" value="hezhengjie"/>
+    <property name="java.class.path" value="/Applications/IntelliJ IDEA.app/Contents/plugins/maven/lib/maven3/boot/plexus-classworlds-2.6.0.jar:/Applications/IntelliJ IDEA.app/Contents/lib/idea_rt.jar"/>
+    <property name="java.vm.specification.version" value="1.8"/>
+    <property name="sun.arch.data.model" value="64"/>
+    <property name="java.home" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre"/>
+    <property name="sun.java.command" value="org.codehaus.classworlds.Launcher -Didea.version2019.3.3 package"/>
+    <property name="java.specification.vendor" value="Oracle Corporation"/>
+    <property name="user.language" value="zh"/>
+    <property name="awt.toolkit" value="sun.lwawt.macosx.LWCToolkit"/>
+    <property name="java.vm.info" value="mixed mode"/>
+    <property name="java.version" value="1.8.0_202"/>
+    <property name="java.ext.dirs" value="/Users/hezhengjie/Library/Java/Extensions:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/ext:/Library/Java/Extensions:/Network/Library/Java/Extensions:/System/Library/Java/Extensions:/usr/lib/java"/>
+    <property name="sun.boot.class.path" value="/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/resources.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/rt.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/sunrsasign.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jsse.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jce.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/charsets.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/lib/jfr.jar:/Library/Java/JavaVirtualMachines/jdk1.8.0_202.jdk/Contents/Home/jre/classes"/>
+    <property name="java.vendor" value="Oracle Corporation"/>
+    <property name="maven.home" value="/Applications/IntelliJ IDEA.app/Contents/plugins/maven/lib/maven3"/>
+    <property name="file.separator" value="/"/>
+    <property name="java.vendor.url.bug" value="http://bugreport.sun.com/bugreport/"/>
+    <property name="sun.cpu.endian" value="little"/>
+    <property name="sun.io.unicode.encoding" value="UnicodeBig"/>
+    <property name="socksNonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="ftp.nonProxyHosts" value="192.168.0.0/16|*.192.168.0.0/16|10.0.0.0/8|*.10.0.0.0/8|172.16.0.0/12|*.172.16.0.0/12|127.0.0.1|localhost|*.localhost|local|*.local"/>
+    <property name="sun.cpu.isalist" value=""/>
+  </properties>
+  <testcase classname="cn.ac.iie.pojo.TrafficLogTest" name="test" time="11.489"/>
+</testsuite>
+\ No newline at end of file
diff --git a/target/surefire-reports/cn.ac.iie.Utils.URLHandleUtilsTest.txt b/target/surefire-reports/cn.ac.iie.Utils.URLHandleUtilsTest.txt
new file mode 100644
index 0000000..70a603f
--- /dev/null
+++ b/target/surefire-reports/cn.ac.iie.Utils.URLHandleUtilsTest.txt
@@ -0,0 +1,4 @@
+-------------------------------------------------------------------------------
+Test set: cn.ac.iie.Utils.URLHandleUtilsTest
+-------------------------------------------------------------------------------
+Tests run: 1, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 0.05 sec
diff --git a/target/surefire-reports/cn.ac.iie.client.StaticFrequencyTest.txt b/target/surefire-reports/cn.ac.iie.client.StaticFrequencyTest.txt
new file mode 100644
index 0000000..93be363
--- /dev/null
+++ b/target/surefire-reports/cn.ac.iie.client.StaticFrequencyTest.txt
@@ -0,0 +1,4 @@
+-------------------------------------------------------------------------------
+Test set: cn.ac.iie.client.StaticFrequencyTest
+-------------------------------------------------------------------------------
+Tests run: 1, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 0 sec
diff --git a/target/surefire-reports/cn.ac.iie.mining.MiningServiceTest.txt b/target/surefire-reports/cn.ac.iie.mining.MiningServiceTest.txt
new file mode 100644
index 0000000..72307ad
--- /dev/null
+++ b/target/surefire-reports/cn.ac.iie.mining.MiningServiceTest.txt
@@ -0,0 +1,4 @@
+-------------------------------------------------------------------------------
+Test set: cn.ac.iie.mining.MiningServiceTest
+-------------------------------------------------------------------------------
+Tests run: 6, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 2.72 sec
diff --git a/target/surefire-reports/cn.ac.iie.pojo.RedisTest.txt b/target/surefire-reports/cn.ac.iie.pojo.RedisTest.txt
new file mode 100644
index 0000000..f5c58db
--- /dev/null
+++ b/target/surefire-reports/cn.ac.iie.pojo.RedisTest.txt
@@ -0,0 +1,53 @@
+-------------------------------------------------------------------------------
+Test set: cn.ac.iie.pojo.RedisTest
+-------------------------------------------------------------------------------
+Tests run: 1, Failures: 0, Errors: 1, Skipped: 0, Time elapsed: 0.002 sec <<< FAILURE!
+testJedis(cn.ac.iie.pojo.RedisTest)  Time elapsed: 0.002 sec  <<< ERROR!
+redis.clients.jedis.exceptions.JedisConnectionException: Failed to create socket.
+	at redis.clients.jedis.DefaultJedisSocketFactory.createSocket(DefaultJedisSocketFactory.java:110)
+	at redis.clients.jedis.Connection.connect(Connection.java:226)
+	at redis.clients.jedis.BinaryClient.connect(BinaryClient.java:135)
+	at redis.clients.jedis.Connection.sendCommand(Connection.java:163)
+	at redis.clients.jedis.Connection.sendCommand(Connection.java:158)
+	at redis.clients.jedis.BinaryClient.ping(BinaryClient.java:186)
+	at redis.clients.jedis.BinaryJedis.ping(BinaryJedis.java:380)
+	at cn.ac.iie.pojo.RedisTest.testJedis(RedisTest.java:13)
+	at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
+	at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
+	at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
+	at java.lang.reflect.Method.invoke(Method.java:498)
+	at org.junit.runners.model.FrameworkMethod$1.runReflectiveCall(FrameworkMethod.java:50)
+	at org.junit.internal.runners.model.ReflectiveCallable.run(ReflectiveCallable.java:12)
+	at org.junit.runners.model.FrameworkMethod.invokeExplosively(FrameworkMethod.java:47)
+	at org.junit.internal.runners.statements.InvokeMethod.evaluate(InvokeMethod.java:17)
+	at org.junit.runners.ParentRunner.runLeaf(ParentRunner.java:325)
+	at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:78)
+	at org.junit.runners.BlockJUnit4ClassRunner.runChild(BlockJUnit4ClassRunner.java:57)
+	at org.junit.runners.ParentRunner$3.run(ParentRunner.java:290)
+	at org.junit.runners.ParentRunner$1.schedule(ParentRunner.java:71)
+	at org.junit.runners.ParentRunner.runChildren(ParentRunner.java:288)
+	at org.junit.runners.ParentRunner.access$000(ParentRunner.java:58)
+	at org.junit.runners.ParentRunner$2.evaluate(ParentRunner.java:268)
+	at org.junit.runners.ParentRunner.run(ParentRunner.java:363)
+	at org.apache.maven.surefire.junit4.JUnit4Provider.execute(JUnit4Provider.java:252)
+	at org.apache.maven.surefire.junit4.JUnit4Provider.executeTestSet(JUnit4Provider.java:141)
+	at org.apache.maven.surefire.junit4.JUnit4Provider.invoke(JUnit4Provider.java:112)
+	at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
+	at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
+	at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
+	at java.lang.reflect.Method.invoke(Method.java:498)
+	at org.apache.maven.surefire.util.ReflectionUtils.invokeMethodWithArray(ReflectionUtils.java:189)
+	at org.apache.maven.surefire.booter.ProviderFactory$ProviderProxy.invoke(ProviderFactory.java:165)
+	at org.apache.maven.surefire.booter.ProviderFactory.invokeProvider(ProviderFactory.java:85)
+	at org.apache.maven.surefire.booter.ForkedBooter.runSuitesInProcess(ForkedBooter.java:115)
+	at org.apache.maven.surefire.booter.ForkedBooter.main(ForkedBooter.java:75)
+Caused by: java.net.ConnectException: Connection refused (Connection refused)
+	at java.net.PlainSocketImpl.socketConnect(Native Method)
+	at java.net.AbstractPlainSocketImpl.doConnect(AbstractPlainSocketImpl.java:350)
+	at java.net.AbstractPlainSocketImpl.connectToAddress(AbstractPlainSocketImpl.java:206)
+	at java.net.AbstractPlainSocketImpl.connect(AbstractPlainSocketImpl.java:188)
+	at java.net.SocksSocketImpl.connect(SocksSocketImpl.java:392)
+	at java.net.Socket.connect(Socket.java:589)
+	at redis.clients.jedis.DefaultJedisSocketFactory.createSocket(DefaultJedisSocketFactory.java:80)
+	... 36 more
+
diff --git a/target/surefire-reports/cn.ac.iie.pojo.TrafficLogTest.txt b/target/surefire-reports/cn.ac.iie.pojo.TrafficLogTest.txt
new file mode 100644
index 0000000..aa1e9e1
--- /dev/null
+++ b/target/surefire-reports/cn.ac.iie.pojo.TrafficLogTest.txt
@@ -0,0 +1,4 @@
+-------------------------------------------------------------------------------
+Test set: cn.ac.iie.pojo.TrafficLogTest
+-------------------------------------------------------------------------------
+Tests run: 1, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 11.841 sec
diff --git a/target/surefire/surefire5303044865037046604tmp b/target/surefire/surefire5303044865037046604tmp
new file mode 100644
index 0000000..34091aa
--- /dev/null
+++ b/target/surefire/surefire5303044865037046604tmp
@@ -0,0 +1,231 @@
+#surefire
+#Tue Oct 12 11:12:34 CST 2021
+classPathUrl.88=/Users/hezhengjie/.m2/repository/org/apache/hadoop/hadoop-mapreduce-client-jobclient/3.2.0/hadoop-mapreduce-client-jobclient-3.2.0.jar
+classPathUrl.87=/Users/hezhengjie/.m2/repository/com/fasterxml/jackson/jaxrs/jackson-jaxrs-base/2.9.5/jackson-jaxrs-base-2.9.5.jar
+classPathUrl.86=/Users/hezhengjie/.m2/repository/com/fasterxml/jackson/jaxrs/jackson-jaxrs-json-provider/2.9.5/jackson-jaxrs-json-provider-2.9.5.jar
+childDelegation=false
+classPathUrl.85=/Users/hezhengjie/.m2/repository/com/fasterxml/jackson/module/jackson-module-jaxb-annotations/2.9.5/jackson-module-jaxb-annotations-2.9.5.jar
+classPathUrl.84=/Users/hezhengjie/.m2/repository/org/apache/hadoop/hadoop-yarn-common/3.2.0/hadoop-yarn-common-3.2.0.jar
+classPathUrl.83=/Users/hezhengjie/.m2/repository/org/apache/hadoop/hadoop-mapreduce-client-core/3.2.0/hadoop-mapreduce-client-core-3.2.0.jar
+classPathUrl.82=/Users/hezhengjie/.m2/repository/org/apache/hadoop/hadoop-yarn-client/3.2.0/hadoop-yarn-client-3.2.0.jar
+classPathUrl.81=/Users/hezhengjie/.m2/repository/javax/xml/bind/jaxb-api/2.2.11/jaxb-api-2.2.11.jar
+classPathUrl.80=/Users/hezhengjie/.m2/repository/org/apache/hadoop/hadoop-yarn-api/3.2.0/hadoop-yarn-api-3.2.0.jar
+runOrder=filesystem
+classPathUrl.79=/Users/hezhengjie/.m2/repository/com/squareup/okio/okio/1.6.0/okio-1.6.0.jar
+classPathUrl.78=/Users/hezhengjie/.m2/repository/com/squareup/okhttp/okhttp/2.7.5/okhttp-2.7.5.jar
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+testClassesDirectory=/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection/target/test-classes
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diff --git a/target/surefire/surefire_06105614393697582874tmp b/target/surefire/surefire_06105614393697582874tmp
new file mode 100644
index 0000000..42379bc
--- /dev/null
+++ b/target/surefire/surefire_06105614393697582874tmp
@@ -0,0 +1,6 @@
+#surefire_0
+#Tue Oct 12 11:12:34 CST 2021
+idea.version2019.3.3=true
+basedir=/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection
+user.dir=/Users/hezhengjie/Code/YSP_portal/Module2rd_CandidateSet/VideoPortalDetection
+localRepository=/Users/hezhengjie/.m2/repository
diff --git a/video_data.properties b/video_data.properties
deleted file mode 100644
index 71f069b..0000000
--- a/video_data.properties
+++ /dev/null
@@ -1,6 +0,0 @@
-#statistic interval windows
-#Fri Sep 17 16:45:09 CST 2021
-interval=22
-bootstrap.servers=192.168.10.28\:9092
-kafka.avc.topic=AV-EVENT-COMPLETED-LOG
-kafka.av.topic=AV-EVENT-LOG
author	HEATAO <[email protected]>	2021-10-22 11:35:50 +0800
committer	HEATAO <[email protected]>	2021-10-22 11:35:50 +0800
commit	cd89b971a33b5f944f07ce8dc10330dcc40298da (patch)
tree	07de63d4708f206d3456142eae3bdc2388681ea1
parent	0e56eea95c75cb23a80e3a8ed7fbbd6c2028d83a (diff)