diff --git a/src/main/java/com/project/milvus/application/impl/MilvusApplicationServiceImpl.java b/src/main/java/com/project/milvus/application/impl/MilvusApplicationServiceImpl.java
index f716511..107f578 100644
--- a/src/main/java/com/project/milvus/application/impl/MilvusApplicationServiceImpl.java
+++ b/src/main/java/com/project/milvus/application/impl/MilvusApplicationServiceImpl.java
@@ -1,6 +1,7 @@
 package com.project.milvus.application.impl;
 
 import cn.hutool.core.collection.CollectionUtil;
+import cn.hutool.core.util.RandomUtil;
 import com.project.base.config.CustomIdGenerator;
 import com.project.base.domain.exception.MissingParameterException;
 import com.project.milvus.application.MilvusApplicationService;
@@ -13,12 +14,10 @@ import org.apache.commons.codec.digest.DigestUtils;
 import org.redisson.api.RLock;
 import org.redisson.api.RedissonClient;
 import org.springframework.beans.factory.annotation.Autowired;
-import org.springframework.data.redis.core.StringRedisTemplate;
 import org.springframework.stereotype.Service;
+import org.springframework.web.client.RestTemplate;
 
-import java.util.Collections;
-import java.util.List;
-import java.util.Random;
+import java.util.*;
 import java.util.concurrent.TimeUnit;
 import java.util.stream.Collectors;
 
@@ -64,7 +63,7 @@ public class MilvusApplicationServiceImpl implements MilvusApplicationService {
             }
 
             //比较相似度
-            List<List<SearchResp.SearchResult>> query = milvusDemoService.query(title.getPointIdsList(), title.getTitleVectorList());
+            List<List<SearchResp.SearchResult>> query = milvusDemoService.query(title);
             if (CollectionUtil.isNotEmpty(query) && CollectionUtil.isNotEmpty(query.get(0))) {
                 SearchResp.SearchResult searchResult = query.get(0).get(0);
                 Float score = searchResult.getScore();
@@ -91,7 +90,6 @@ public class MilvusApplicationServiceImpl implements MilvusApplicationService {
      * 构建锁的key
      */
     private String buildLockKey(List<Long> poinIds){
-        Collections.sort(poinIds);
         String collect = poinIds.stream().map(String::valueOf).collect(Collectors.joining(","));
         return LOCK_KEY + DigestUtils.md5Hex(collect);
     }
diff --git a/src/main/java/com/project/milvus/domain/dto/TitleVector.java b/src/main/java/com/project/milvus/domain/dto/TitleVector.java
index 669eb8b..edd1c04 100644
--- a/src/main/java/com/project/milvus/domain/dto/TitleVector.java
+++ b/src/main/java/com/project/milvus/domain/dto/TitleVector.java
@@ -3,8 +3,12 @@ package com.project.milvus.domain.dto;
 import com.google.gson.Gson;
 import com.google.gson.JsonElement;
 import lombok.Data;
+import org.apache.commons.codec.digest.DigestUtils;
 
+import java.util.ArrayList;
+import java.util.Collections;
 import java.util.List;
+import java.util.stream.Collectors;
 
 @Data
 public class TitleVector {
@@ -13,14 +17,23 @@ public class TitleVector {
     public List<Long> pointIds;
     //题目向量
     public List<Float> titleVector;
+    //题目类型
+    public String type;
 
-    public JsonElement getPointIdsJson() {
-        Gson gson = new Gson();
-        return gson.toJsonTree(pointIds);
+    public String getPointIdsHash() {
+        List<Long> sorted = new ArrayList<>(pointIds);
+        Collections.sort(sorted);
+        String canonical = sorted.stream()
+                .map(String::valueOf)
+                .collect(Collectors.joining(","));
+
+        return DigestUtils.md5Hex(canonical);
     }
 
     public List<Long> getPointIdsList() {
-        return pointIds;
+        List<Long> sorted = new ArrayList<>(pointIds);
+        Collections.sort(sorted);
+        return sorted;
     }
 
     public JsonElement getTitleVectorJson() {
diff --git a/src/main/java/com/project/milvus/domain/service/MilvusDemoService.java b/src/main/java/com/project/milvus/domain/service/MilvusDemoService.java
index 82304cd..ff0b43d 100644
--- a/src/main/java/com/project/milvus/domain/service/MilvusDemoService.java
+++ b/src/main/java/com/project/milvus/domain/service/MilvusDemoService.java
@@ -27,5 +27,5 @@ public interface MilvusDemoService {
     /**
      * 查询关联知识点相似度最大的题目
      */
-    List<List<SearchResp.SearchResult>> query(List<Long> point_id,List<Float> titleVector);
+    List<List<SearchResp.SearchResult>> query(TitleVector title);
 }
diff --git a/src/main/java/com/project/milvus/domain/service/impl/CheckMilvusDomainServiceImpl.java b/src/main/java/com/project/milvus/domain/service/impl/CheckMilvusDomainServiceImpl.java
index 5aa3aff..3c06459 100644
--- a/src/main/java/com/project/milvus/domain/service/impl/CheckMilvusDomainServiceImpl.java
+++ b/src/main/java/com/project/milvus/domain/service/impl/CheckMilvusDomainServiceImpl.java
@@ -1,9 +1,11 @@
 package com.project.milvus.domain.service.impl;
 
 import cn.hutool.core.collection.CollectionUtil;
+import cn.hutool.core.util.EnumUtil;
 import com.project.base.domain.exception.MissingParameterException;
 import com.project.milvus.domain.dto.TitleVector;
 import com.project.milvus.domain.service.CheckMilvusDomainService;
+import com.project.task.domain.enums.QuestionTypeEnum;
 import org.springframework.stereotype.Service;
 
 import java.util.List;
@@ -29,5 +31,9 @@ public class CheckMilvusDomainServiceImpl implements CheckMilvusDomainService {
         if(titleVectorList.size() != 1024){
             throw new MissingParameterException("向量格式错误");
         }
+
+        if(!EnumUtil.contains(QuestionTypeEnum.class,title.getType())){
+            throw new MissingParameterException("题目类型不存在");
+        }
     }
 }
diff --git a/src/main/java/com/project/milvus/domain/service/impl/MilvusDemoServiceImpl.java b/src/main/java/com/project/milvus/domain/service/impl/MilvusDemoServiceImpl.java
index babdcc3..66f97f3 100644
--- a/src/main/java/com/project/milvus/domain/service/impl/MilvusDemoServiceImpl.java
+++ b/src/main/java/com/project/milvus/domain/service/impl/MilvusDemoServiceImpl.java
@@ -3,6 +3,7 @@ package com.project.milvus.domain.service.impl;
 import com.google.gson.JsonObject;
 import com.project.milvus.domain.dto.TitleVector;
 import com.project.milvus.domain.service.MilvusDemoService;
+import com.project.task.domain.enums.QuestionTypeEnum;
 import io.milvus.v2.client.MilvusClientV2;
 import io.milvus.v2.common.DataType;
 import io.milvus.v2.common.IndexParam;
@@ -25,7 +26,7 @@ import java.util.List;
 @Slf4j
 public class MilvusDemoServiceImpl implements MilvusDemoService {
     //集合名称
-    private static final String COLLECTION_NAME = "titleCollection";
+    private static final String COLLECTION_NAME = "titleCollection_";
 
     private final MilvusClientV2 client ;
     //创建向量数据库连接
@@ -78,17 +79,19 @@ public class MilvusDemoServiceImpl implements MilvusDemoService {
      * 往collection中插入一条数据
      */
     public void insertRecord(TitleVector title) {
+        QuestionTypeEnum questionTypeEnum = QuestionTypeEnum.valueOf(title.getType());
+
         JsonObject vector = new JsonObject();
         vector.addProperty("id", title.getId());
-        vector.add("point_ids", title.getPointIdsJson());
+        vector.addProperty("point_ids", title.getPointIdsHash());
         vector.add("title_vector", title.getTitleVectorJson());
 
         InsertReq insertReq = InsertReq.builder()
-                .collectionName(COLLECTION_NAME)
+                .collectionName(COLLECTION_NAME+questionTypeEnum.getType())
                 .data(Collections.singletonList(vector))
                 .build();
-        InsertResp resp = client.insert(insertReq);
 
+        client.insert(insertReq);
     }
 
     /**
@@ -107,25 +110,16 @@ public class MilvusDemoServiceImpl implements MilvusDemoService {
      * 查询关联知识点相似度最大的题目
      */
     @Override
-    public List<List<SearchResp.SearchResult>> query(List<Long> pointIds,List<Float> titleVector){
-        StringBuffer expr = new StringBuffer();
-        for (int i = 0; i < pointIds.size(); i++) {
-            if (pointIds.size() == 1){
-                expr.append("array_contains(point_ids, " + pointIds.get(i) + ") " + " && array_length(point_ids) == 1");
-                break;
-            }
-            if(i == pointIds.size() - 1){
-                expr.append("array_contains(point_ids, " + pointIds.get(i) + ")");
-                continue;
-            }
-            expr.append("array_contains(point_ids, " + pointIds.get(i) + ") and ");
-        }
+    public List<List<SearchResp.SearchResult>> query(TitleVector title){
+        QuestionTypeEnum questionTypeEnum = QuestionTypeEnum.valueOf(title.getType());
+
+        String expr = String.format("point_ids == '%s'", title.getPointIdsHash());
 
         SearchResp searchReq = client.search(SearchReq.builder()
-                .collectionName(COLLECTION_NAME)
-                .data(Collections.singletonList(new FloatVec(titleVector)))
+                .collectionName(COLLECTION_NAME+questionTypeEnum.getType())
+                .data(Collections.singletonList(new FloatVec(title.getTitleVectorList())))
                 .topK(1)
-                .filter(expr.toString())
+                .filter(expr)
                 .outputFields(Collections.singletonList("*"))
                 .metricType(IndexParam.MetricType.COSINE) // 余弦相似度
                 .build());
diff --git a/src/main/java/com/project/task/domain/enums/QuestionTypeEnum.java b/src/main/java/com/project/task/domain/enums/QuestionTypeEnum.java
index de56c77..d179289 100644
--- a/src/main/java/com/project/task/domain/enums/QuestionTypeEnum.java
+++ b/src/main/java/com/project/task/domain/enums/QuestionTypeEnum.java
@@ -8,10 +8,11 @@ import lombok.RequiredArgsConstructor;
 @Getter
 @RequiredArgsConstructor
 public enum QuestionTypeEnum implements HasValueEnum<Integer> {
-    SINGLE_CHOICE(1, "单选题"),   // 对应黄色背景
-    MULTIPLE_CHOICE(2, "多选题"), // 对应黄色背景
-    TRUE_FALSE(3, "判断题");     // 对应绿色背景
+    SINGLE_CHOICE(1, "单选题","single"),   // 对应黄色背景
+    MULTIPLE_CHOICE(2, "多选题","multiple"), // 对应黄色背景
+    TRUE_FALSE(3, "判断题","judgment");     // 对应绿色背景
 
     private final Integer value;
     private final String description;
+    private final String type;
 }