Merge branch 'feature' into 'release'

2024/4/25 指定标题不进行聚合、数字降低聚合相似度

See merge request !90

middleware-automatic-center-client-autoconfigure/pom.xml

@@ -11,13 +11,13 @@
     </parent>
 
     <artifactId>middleware-automatic-center-autoconfigure</artifactId>
-    <version>1.0.0.1-SNAPSHOT</version>
+    <version>1.0.0.3-SNAPSHOT</version>
     <packaging>jar</packaging>
 
     <properties>
         <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
         <java.version>1.8</java.version>
-        <automatic.version>1.0.0.2-SNAPSHOT</automatic.version>
+        <automatic.version>1.0.0.3-SNAPSHOT</automatic.version>
     </properties>
 
     <dependencies>

middleware-automatic-center-client/pom.xml

@@ -11,7 +11,7 @@
     </parent>
 
     <artifactId>middleware-automatic-center-client</artifactId>
-    <version>1.0.0.2-SNAPSHOT</version>
+    <version>1.0.0.3-SNAPSHOT</version>
 
     <properties>
         <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>

middleware-automatic-center-client/src/main/java/com/zhiwei/middleware/automatic/server/core/AutoMaticClient.java

@@ -53,6 +53,10 @@ public class AutoMaticClient {
         return autoMaticService.compareWithTemplateTileOL(project, title);
     }
 
+    public Map<String, Object> compareWithTemplateTileOL(String project, String title, boolean isUse) {
+        return autoMaticService.compareWithTemplateTileOL(project, title, isUse);
+    }
+
     public PageVO<JSONObject> getTemplateDaySumData(int page, int pageSize, String templateId) {
         return autoMaticService.getTemplateDaySumData(page, pageSize, templateId);
     }

middleware-automatic-center-client/src/main/java/com/zhiwei/middleware/automatic/server/dubbo/service/AutoMaticService.java

@@ -62,6 +62,17 @@ public interface AutoMaticService {
      * @return 返回值
      */
     Map<String, Object> compareWithTemplateTileOL(String project, String title);
+
+    /**
+     * 根据项目组和标题在线匹配已有聚合标题 (使用中/已弃用)
+     *
+     * @param project 项目
+     * @param title 标题
+     * @param isUse 使用中
+     * @return 返回值
+     */
+    Map<String, Object> compareWithTemplateTileOL(String project, String title, boolean isUse);
+
     /**
      * 分页查询模板声量统计详细数据
      * @param templateId 模板id

middleware-automatic-center-client/src/main/java/com/zhiwei/middleware/automatic/server/graphs/GraphsServer.java

-package com.zhiwei.middleware.automatic.server.graphs;
-
-import java.util.List;
-import java.util.Map;
-
-public interface GraphsServer<T, O> {
-
-    void addGraph(List<T> t);
-
-    List<O> find(String text);
-}

middleware-automatic-center-client/src/main/java/com/zhiwei/middleware/automatic/server/graphs/MonitorGraphsImpl.java

-package com.zhiwei.middleware.automatic.server.graphs;
-
-import com.zhiwei.middleware.automatic.server.pojo.GroupTerm;
-import com.zhiwei.middleware.automatic.server.pojo.MonitorKeyword;
-import com.zhiwei.middleware.automatic.server.pojo.QbjcRuleMatchedInfo;
-import org.apache.commons.lang3.StringUtils;
-
-import java.util.*;
-import java.util.stream.Collectors;
-
-public class MonitorGraphsImpl implements GraphsServer<MonitorKeyword, QbjcRuleMatchedInfo> {
-
-    /**
-     * 匹配图
-     */
-    private Graphs graphs;
-
-    /**
-     * 匹配图对应的绑定信息
-     */
-    private Map<String, List<GroupTerm>> terms;
-
-    public MonitorGraphsImpl() {
-        this.graphs = new Graphs();
-        this.terms = new HashMap<>();
-    }
-
-    @Override
-    public void addGraph(List<MonitorKeyword> monitorKeyword) {
-        Graphs tempGraphs = new Graphs();
-        Map<String, List<GroupTerm>> tempTerms = new HashMap<>();
-        monitorKeyword.forEach(keyword -> {
-            if (null != keyword.getMonitorLevel()) {
-                preGraphs(keyword.getKeywords(), tempGraphs);
-                preTerms(keyword, tempTerms);
-            }
-        });
-        graphs = tempGraphs;
-        terms = tempTerms;
-    }
-
-    @Override
-    public List<QbjcRuleMatchedInfo> find(String text) {
-        text = StringUtils.lowerCase(text);
-        // 返回值
-        List<QbjcRuleMatchedInfo> res = new ArrayList<>();
-        // 匹配
-        List<Keyword> results = graphs.find(text);
-        // 根据Keyword:key 统计分组
-        Map<String, List<Keyword>> kResults = results.stream().collect(Collectors.groupingBy(Keyword::getKey));
-        // 已统计列表,防止A&B 被统计两次
-        Set<String> hasMatched = new HashSet<>();
-        // 统计结果
-        Map<String, Integer> statis = graphs.change2Statistics(results);
-        statis.forEach((keyword, rate) -> {
-            Set<Keyword> hitKeywords = new HashSet<>();
-            List<GroupTerm> list = terms.get(keyword);
-            if (null == list) {
-                throw new IllegalStateException("keyword不存在:" + keyword);
-            }
-            // 可能符合的结果
-            list.forEach(groupTerm -> {
-                MonitorKeyword monitorKeyword = groupTerm.getMonitorKeyword();
-                int count = -1;
-                for (String checkWord : groupTerm.getAndKeywords()) {
-                    // 已统计过,跳过该词组
-                    if (hasMatched.contains(checkWord)) {
-                        count = -1;
-                        break;
-                    }
-                    int current = statis.getOrDefault(checkWord, 0);
-                    if (current > 0) {
-                        hitKeywords.addAll(kResults.get(checkWord));
-                    }
-                    // 初次重置或大于最小值
-                    count = (count == -1 || current < count) ? current : count;
-                }
-                // 大于0判定为命中
-                if (count > 0) {
-                    QbjcRuleMatchedInfo ruleMatchedInfo = new QbjcRuleMatchedInfo();
-                    // 设置基本信息
-                    ruleMatchedInfo.setId(monitorKeyword.getId());
-                    ruleMatchedInfo.setProject(monitorKeyword.getProject());
-                    ruleMatchedInfo.setRuleType(QbjcRuleMatchedInfo.RuleType.getByName(monitorKeyword.getType()));
-                    ruleMatchedInfo.setChannels(monitorKeyword.getChannels());
-                    ruleMatchedInfo.setPlatforms(monitorKeyword.getPlatforms());
-                    ruleMatchedInfo.setMonitorLevel(monitorKeyword.getMonitorLevel());
-                    // 设置匹配关键词相关信息
-                    List<QbjcRuleMatchedInfo.HitInfo> infos = new ArrayList<>();
-                    infos.add(new QbjcRuleMatchedInfo.HitInfo(hitKeywords, groupTerm.getFullName(), count));
-                    ruleMatchedInfo.setHitInfos(infos);
-                    res.add(ruleMatchedInfo);
-                }
-            });
-            hasMatched.add(keyword);
-        });
-        return res;
-    }
-
-    /**
-     * 添加词关联表
-     */
-    private void preTerms(MonitorKeyword monitorKeyword, Map<String, List<GroupTerm>> terms) {
-        List<String> usedKeywords = monitorKeyword.getKeywords();
-        // 解析字词
-        usedKeywords.forEach(usedKeyword -> {
-            usedKeyword = StringUtils.lowerCase(usedKeyword);
-            // 拆分或逻辑（都可以作为主键）
-            String[] andStrs = usedKeyword.split("\\|");
-            for (String andStr : andStrs) {
-                String[] ands = andStr.trim().split(" +");
-                for (String str : ands) {
-                    // 初次创建
-                    terms.putIfAbsent(str, new ArrayList<>());
-                    // 添加对应节点
-                    terms.get(str).add(new GroupTerm(Arrays.asList(ands), usedKeyword, monitorKeyword));
-                }
-            }
-        });
-    }
-
-    /**
-     * 添加关键字表
-     *
-     * @param usedKeywords void
-     */
-    private void preGraphs(List<String> usedKeywords, Graphs graphs) {
-        // 拆分关键词到子
-        usedKeywords.forEach(usedKeyword -> {
-            usedKeyword = StringUtils.lowerCase(usedKeyword);
-            String[] andStrs = usedKeyword.split("\\|");
-            for (String andStr : andStrs) {
-                for (String str : andStr.trim().split(" +")) {
-                    graphs.addGraph(str);
-                }
-            }
-        });
-    }
-}

middleware-automatic-center-client/src/main/java/com/zhiwei/middleware/automatic/server/pojo/TemplateTitleVo.java

@@ -7,6 +7,7 @@ import java.math.BigInteger;
 import java.security.MessageDigest;
 import java.security.NoSuchAlgorithmException;
 import java.util.Date;
+import java.util.List;
 import java.util.concurrent.atomic.AtomicLong;
 
 public class TemplateTitleVo implements Serializable {
@@ -19,6 +20,9 @@ public class TemplateTitleVo implements Serializable {
     private long daySum;
     private String mtag;
     private String url;
+
+    private List<String> textNumbers;
+
     private TemplateStatus status;
 
     public String getId() {
@@ -99,6 +103,14 @@ public class TemplateTitleVo implements Serializable {
         this.url = url;
     }
 
+    public List<String> getTextNumbers() {
+        return textNumbers;
+    }
+
+    public void setTextNumbers(List<String> textNumbers) {
+        this.textNumbers = textNumbers;
+    }
+
     public TemplateStatus getStatus() {
         return status;
     }
@@ -108,7 +120,7 @@ public class TemplateTitleVo implements Serializable {
     }
 
 
-    public TemplateTitleVo(String templateTitle, String mtag, String url) {
+    public TemplateTitleVo(String templateTitle, String mtag, String url, List<String> textNumbers) {
         this.updateTime = new Date();
         this.createTime = new Date();
         this.templateTitle = templateTitle;
@@ -116,6 +128,7 @@ public class TemplateTitleVo implements Serializable {
         this.daySum = 0L;
         this.mtag = mtag;
         this.url = url;
+        this.textNumbers = textNumbers;
         this.status = TemplateStatus.运行中;
     }
 

middleware-automatic-center-server/pom.xml

@@ -21,7 +21,7 @@
         <qbjc-bean.version>1.1.4.1-SNAPSHOT</qbjc-bean.version>
         <nlp-aggree.version>0.0.5-SNAPSHOT</nlp-aggree.version>
         <dubbo-server.version>2.7.4.1</dubbo-server.version>
-        <automatic.version>1.0.0.2-SNAPSHOT</automatic.version>
+        <automatic.version>1.0.0.3-SNAPSHOT</automatic.version>
         <base.version>2.0.0-SNAPSHOT</base.version>
     </properties>
 

middleware-automatic-center-server/src/main/java/com/zhiwei/middleware/automatic/server/dubbo/service/AutoMaticService.java

@@ -69,6 +69,17 @@ public interface AutoMaticService {
      */
     Map<String, Object> compareWithTemplateTileOL(String project, String title);
 
+
+    /**
+     * 根据项目组和标题在线匹配已有聚合标题 (使用中/已弃用)
+     *
+     * @param project 项目
+     * @param title 标题
+     * @param isUse 使用中
+     * @return 返回值
+     */
+    Map<String, Object> compareWithTemplateTileOL(String project, String title, boolean isUse);
+
     /**
      * 分页查询模板声量统计详细数据
      * @param templateId 模板id

middleware-automatic-center-server/src/main/java/com/zhiwei/middleware/automatic/server/dubbo/service/impl/AutoMaticServiceImpl.java

@@ -68,7 +68,7 @@ public class AutoMaticServiceImpl implements AutoMaticService {
     }
 
     @Override
-    public Map<String, Object> getTemplateTitleByProjectByLive( String project, String searchInfo, List<String> tags, long startTime,
+    public Map<String, Object> getTemplateTitleByProjectByLive(String project, String searchInfo, List<String> tags, long startTime,
                                                                       long endTime, int page, int size, String orderField, boolean isAsc) {
         return templateTitleService.searchTemplateTitle(GenericAttribute.REDIS_MAP_KEY, project, searchInfo, tags, startTime, endTime, page, size, orderField, isAsc);
     }
@@ -86,7 +86,12 @@ public class AutoMaticServiceImpl implements AutoMaticService {
 
     @Override
     public Map<String, Object> compareWithTemplateTileOL(String project, String title) {
-        return templateTitleService.compareWithTemplateTileOL(project, title);
+        return templateTitleService.compareWithTemplateTileOL(project, title, true);
+    }
+
+    @Override
+    public Map<String, Object> compareWithTemplateTileOL(String project, String title, boolean isUse) {
+        return templateTitleService.compareWithTemplateTileOL(project, title, isUse);
     }
 
     @Override

middleware-automatic-center-server/src/main/java/com/zhiwei/middleware/automatic/server/service/TemplateTitleService.java

@@ -56,7 +56,7 @@ public interface TemplateTitleService {
      * @param title 标题
      * @return 返回值
      */
-    Map<String, Object> compareWithTemplateTileOL(String project, String title);
+    Map<String, Object> compareWithTemplateTileOL(String project, String title, boolean isUse);
 
     /**
      * 分页查询模板声量统计详细数据

middleware-automatic-center-server/src/main/java/com/zhiwei/middleware/automatic/server/service/impl/TemplateTitleServiceImpl.java

@@ -126,21 +126,20 @@ public class TemplateTitleServiceImpl implements TemplateTitleService {
     }
 
     @Override
-    public Map<String, Object> compareWithTemplateTileOL(String project, String title) {
+    public Map<String, Object> compareWithTemplateTileOL(String project, String title, boolean isUse) {
         Map<String, Object> res = new HashMap<>(3);
         res.put("isMatched", false);
         if (StringUtils.isEmpty(title) || StringUtils.isEmpty(project)) {
             res.put("errorMessage", "标题或项目为空");
             return res;
         }
-        Map<String, TemplateTitleVo> templateTitleVoMap = getTemplateTitleByProjectLive(project);
+        Map<String, TemplateTitleVo> templateTitleVoMap = isUse ? getTemplateTitleByProjectLive(project) : getTemplateTitleByProjectLost(project);
         if (templateTitleVoMap.isEmpty()) {
             res.put("errorMessage", "该项目组未有聚合集");
             return res;
         }
         TemplateTitleVo titleVo = null;
         double similarity = 0.0;
-        String group = null;
         for (Map.Entry<String, TemplateTitleVo> entry : templateTitleVoMap.entrySet()) {
             if (TemplateStatus.已重置 == entry.getValue().getStatus()) {
                 continue;
@@ -150,7 +149,6 @@ public class TemplateTitleServiceImpl implements TemplateTitleService {
             if (currentSimilarity > GenericAttribute.SIMILAR_STANDARD && currentSimilarity > similarity) {
                 similarity = currentSimilarity;
                 titleVo = entry.getValue();
-                group = entry.getKey();
             }
         }
         if (Objects.nonNull(titleVo)) {

middleware-automatic-center-server/src/main/java/com/zhiwei/middleware/automatic/server/util/Tools.java

@@ -35,15 +35,22 @@ public class Tools {
      * @return true:符合 false:不符合
      */
     public static boolean filterTag(List<String> tags, String mtag) {
+        boolean res = true;
         if (tags != null) {
             for (String tag : tags) {
-                if (mtag.equals(Tools.sortTag(tag))) {
-                    return true;
+//				if (mtag.equals(Tools.sortTag(tag))) {
+//					return true;
+//				}
+                if (!res) {
+                    break;
                 }
+                res = mtag.contains(tag);
+            }
+            if (tags.isEmpty() && "".equals(mtag)) {
+                return true;
             }
-            return tags.isEmpty() && "".equals(mtag);
         }
-        return true;
+        return res;
     }
 
 

middleware-automatic-center-son/pom.xml

@@ -24,7 +24,7 @@
         <qbjc-bean.version>1.1.4.1-SNAPSHOT</qbjc-bean.version>
         <kafka.version>2.4.1.RELEASE</kafka.version>
         <base.version>2.0.0-SNAPSHOT</base.version>
-        <automatic.version>1.0.0.2-SNAPSHOT</automatic.version>
+        <automatic.version>1.0.0.3-SNAPSHOT</automatic.version>
         <marker.version>1.2.3-SNAPSHOT</marker.version>
         <filter.version>1.1.6-SNAPSHOT</filter.version>
         <nlp-aggree.version>0.0.5-SNAPSHOT</nlp-aggree.version>

middleware-automatic-center-son/src/main/java/com/zhiwei/middleware/automatic/son/task/holder/TaskServiceHandler.java

 package com.zhiwei.middleware.automatic.son.task.holder;
 
-import com.alibaba.fastjson.JSONObject;
 import com.zhiwei.middleware.automatic.server.pojo.AutoTask;
 import com.zhiwei.middleware.automatic.server.pojo.enums.TaskType;
 import com.zhiwei.middleware.automatic.son.task.service.TaskService;

middleware-automatic-center-son/src/main/java/com/zhiwei/middleware/automatic/son/task/service/TaskServiceCommon.java

@@ -26,6 +26,8 @@ import org.springframework.beans.factory.annotation.Qualifier;
 import org.springframework.scheduling.concurrent.ThreadPoolTaskExecutor;
 import org.springframework.stereotype.Service;
 import org.apache.commons.lang3.tuple.Pair;
+import org.springframework.util.CollectionUtils;
+
 import java.util.*;
 import java.util.stream.Collectors;
 
@@ -34,26 +36,22 @@ public class TaskServiceCommon extends BaseTaskTypePair<TaskServiceCommon.TaskCo
 
     private static final Logger log = LogManager.getLogger(TaskServiceCommon.class);
 
+    private final static double NUMBER_SIMILAR_STANDARD = 0.29;
+
     private final RedissonUtil redissonUtil;
 
     private final TemplateTitleService templateTitleService;
 
     private final DubboHandler dubboHandler;
 
-    private final TemplateRecordDao templateRecordDao;
-
     private final ThreadPoolTaskExecutor autoMarkExecutor;
 
-    private final static String COUNT_KEY = "count";
-
     public TaskServiceCommon(RedissonUtil redissonUtil, TemplateTitleService templateTitleService,
                              DubboHandler dubboHandler,
-                             TemplateRecordDao templateRecordDao,
                              @Qualifier("autMarkExecutor") ThreadPoolTaskExecutor autoMarkExecutor) {
         this.redissonUtil = redissonUtil;
         this.templateTitleService = templateTitleService;
         this.dubboHandler = dubboHandler;
-        this.templateRecordDao = templateRecordDao;
         this.autoMarkExecutor = autoMarkExecutor;
         taskCache(TaskType.COMMON_TWO, this::getMultiAutoInfo);
         taskCache(TaskType.COMMON_ONE, this::getOneAutoInfo);
@@ -154,7 +152,7 @@ public class TaskServiceCommon extends BaseTaskTypePair<TaskServiceCommon.TaskCo
      * 项目自动标注
      * @param groupMap 数据集 项目名分类
      */
-    private void projectAutoMark(Map<String, List<MarkInfo>> groupMap) {
+    public void projectAutoMark(Map<String, List<MarkInfo>> groupMap) {
         for (Map.Entry<String, List<MarkInfo>> entry : groupMap.entrySet()) {
             try {
                 Map<String, TemplateTitleVo> template = templateTitleService.getTemplateTitleByProjectLive(entry.getKey());
@@ -263,9 +261,6 @@ public class TaskServiceCommon extends BaseTaskTypePair<TaskServiceCommon.TaskCo
 //                // 特征值记录
                 templateTitleService.insertTemplateRecord(new TemplateRecord(templateTitleVo.getId(), title, id, getUrl(markInfo), getPlatform(markInfo),
                         sourceObj.getString("source"), sourceObj.getString("real_source"), Tools.TIME_FORMAT.format(sourceObj.getLong("time")), updates[0]));
-                // 测试环境临时添加，用于对比
-//                templateRecordDao.tempRecord(new TemplateTempRecord(templateTitleVo.getId(), templateTitleVo.getTemplateTitle(), group, getUrl(markInfo),
-//                        id, templateTitleVo.getMtag()));
                 return true;
             } catch (Exception e) {
                 log.error("记录事件采集-标注数据特征值失败", e);
@@ -305,19 +300,41 @@ public class TaskServiceCommon extends BaseTaskTypePair<TaskServiceCommon.TaskCo
                 continue;
             }
             String aggreTitle = templateTitleVo.getTemplateTitle();
+//            templateTitleVo.setTextNumbers(Tools.numberMatch(Tools.filterSymbol(aggreTitle)));
             // 过滤掉标题里面的特殊符号
             double similar = CosineSimilarity.calculateTextSimWithBrand(aggreTitle, title);
             double currentSimilar = similarMap.get("similar") != null ? (double) similarMap.get("similar") : 0.0;
+            double similarStandard = textNumberMatch(templateTitleVo.getTextNumbers(), title) ? GenericAttribute.SIMILAR_STANDARD : GenericAttribute.SIMILAR_STANDARD - NUMBER_SIMILAR_STANDARD;
             // 选取相似度最大的标注
-            if (similar >= GenericAttribute.SIMILAR_STANDARD && similar > currentSimilar) {
+            if (similar >= similarStandard && similar > currentSimilar) {
                 similarMap.put("similar", similar);
                 similarMap.put("aggreeTitle", aggreTitle);
             }
+            if (similar == 1.0) {
+                break;
+            }
         }
         return similarMap;
     }
 
-    public static MarkInfo getMarkInfo(JSONObject hit) {
+    private boolean textNumberMatch(List<String> textNumber, String text) {
+        boolean res = false;
+        if (CollectionUtils.isEmpty(textNumber)) {
+            return res;
+        }
+        List<String> numberMatch = Tools.numberMatch(text);
+        if (CollectionUtils.isEmpty(numberMatch) || numberMatch.size() != textNumber.size()) {
+            return res;
+        }
+        for (String number : textNumber) {
+            if (!numberMatch.contains(number)) {
+                return res;
+            }
+        }
+        return true;
+    }
+
+    private static MarkInfo getMarkInfo(JSONObject hit) {
         int c2 = Integer.parseInt(String.valueOf(hit.get("c2")));
         switch (ClassB.TypeB.fromEncode(c2)){
             case COMPLETE:

middleware-automatic-center-son/src/main/java/com/zhiwei/middleware/automatic/son/task/service/TaskServiceTemplate.java

@@ -43,6 +43,8 @@ public class TaskServiceTemplate extends BaseTaskTypePair<TaskServiceTemplate.Ta
 
     private final Logger log = LogManager.getLogger(TaskServiceTemplate.class);
 
+    private static final List<String> FILTER_TITLE = Arrays.asList("Notitle");
+
     private final TemplateTitleService templateTitleService;
 
     private final EsDao esDao;
@@ -245,7 +247,11 @@ public class TaskServiceTemplate extends BaseTaskTypePair<TaskServiceTemplate.Ta
             if (title.length() < 6) {
                 continue;
             }
-            TemplateTitleVo templateTitleVo = new TemplateTitleVo(title, tag, sourceList.get(result.getDataPoints().get(0)).getUrl());
+            // 指定标题 不进行聚合
+            if (FILTER_TITLE.contains(title)) {
+                continue;
+            }
+            TemplateTitleVo templateTitleVo = new TemplateTitleVo(title, tag, sourceList.get(result.getDataPoints().get(0)).getUrl(), Tools.numberMatch(title));
             templateTitleVo.buildId(group);
             aggregationTitleTagMap.put(title, templateTitleVo);
         }

middleware-automatic-center-son/src/main/java/com/zhiwei/middleware/automatic/son/util/Tools.java

 package com.zhiwei.middleware.automatic.son.util;
 
 import com.alibaba.fastjson.JSON;
-import com.zhiwei.middleware.automatic.server.pojo.AutoTask;
 import org.apache.commons.collections4.CollectionUtils;
 import org.apache.commons.collections4.MapUtils;
 import org.apache.commons.lang3.StringUtils;
 import org.apache.commons.lang3.time.FastDateFormat;
 
 import java.util.*;
+import java.util.regex.Matcher;
 import java.util.regex.Pattern;
 
 public class Tools {
 
     private static final Pattern SYMBOL_PATTERN = Pattern
             .compile("[\\p{P}+~$`^=丨|<>～｀＄＾＋＝｜＜＞￥×\\s\u200B\u200C\u200D\u00A0\u0020\u3000]");
+
+    private static final Pattern NUMBER_PATTERN = Pattern.compile("\\d+");
+
     public static final FastDateFormat TIME_FORMAT = FastDateFormat.getInstance("yyyy-MM-dd HH:mm:ss");
     /**
      * 是否为空，数据为空
@@ -116,4 +119,13 @@ public class Tools {
         }
         return res;
     }
+
+    public static List<String> numberMatch(String text) {
+        List<String> res = new ArrayList<>();
+        Matcher matcher = NUMBER_PATTERN.matcher(text);
+        while (matcher.find()) {
+            res.add(matcher.group());
+        }
+        return res;
+    }
 }