diff --git a/milvus-plus-core/src/main/java/org/dromara/milvus/plus/core/conditions/LambdaQueryWrapper.java b/milvus-plus-core/src/main/java/org/dromara/milvus/plus/core/conditions/LambdaQueryWrapper.java
index 6722b20..6063ba4 100644
--- a/milvus-plus-core/src/main/java/org/dromara/milvus/plus/core/conditions/LambdaQueryWrapper.java
+++ b/milvus-plus-core/src/main/java/org/dromara/milvus/plus/core/conditions/LambdaQueryWrapper.java
@@ -4,11 +4,10 @@ import com.alibaba.fastjson2.JSON;
 import io.milvus.exception.MilvusException;
 import io.milvus.v2.client.MilvusClientV2;
 import io.milvus.v2.common.ConsistencyLevel;
-import io.milvus.v2.service.vector.request.GetReq;
-import io.milvus.v2.service.vector.request.QueryReq;
-import io.milvus.v2.service.vector.request.SearchReq;
+import io.milvus.v2.service.vector.request.*;
 import io.milvus.v2.service.vector.request.data.BaseVector;
 import io.milvus.v2.service.vector.request.data.FloatVec;
+import io.milvus.v2.service.vector.request.ranker.BaseRanker;
 import io.milvus.v2.service.vector.response.GetResp;
 import io.milvus.v2.service.vector.response.QueryResp;
 import io.milvus.v2.service.vector.response.SearchResp;
@@ -53,6 +52,10 @@ public class LambdaQueryWrapper<T> extends AbstractChainWrapper<T> implements Wr
     private MilvusClientV2 client;
     private Map<String, Object> searchParams = new HashMap<>(16);
 
+    private List<LambdaQueryWrapper<T>> hybridWrapper=new ArrayList<>();
+
+    private BaseRanker ranker;
+
     public LambdaQueryWrapper(String collectionName, MilvusClientV2 client, ConversionCache conversionCache, Class<T> entityType) {
         this.collectionName = collectionName;
         this.client = client;
@@ -63,6 +66,10 @@ public class LambdaQueryWrapper<T> extends AbstractChainWrapper<T> implements Wr
     public LambdaQueryWrapper() {
 
     }
+    public LambdaQueryWrapper<T> hybrid(LambdaQueryWrapper<T> wrapper) {
+        this.hybridWrapper.add(wrapper);
+        return this;
+    }
 
     /**
      * 添加集合别名
@@ -408,6 +415,10 @@ public class LambdaQueryWrapper<T> extends AbstractChainWrapper<T> implements Wr
         this.annsField=annsField.getFieldName(annsField);
         return this;
     }
+    public LambdaQueryWrapper<T> ranker(BaseRanker ranker){
+        this.ranker=ranker;
+        return this;
+    }
     public LambdaQueryWrapper<T> vector(List<? extends Float> vector) {
         BaseVector baseVector = new FloatVec((List<Float>) vector);
         vectors.add(baseVector);
@@ -426,6 +437,7 @@ public class LambdaQueryWrapper<T> extends AbstractChainWrapper<T> implements Wr
         return this;
     }
 
+
     public LambdaQueryWrapper<T> vector(BaseVector vector) {
         vectors.add(vector);
         return this;
@@ -444,6 +456,11 @@ public class LambdaQueryWrapper<T> extends AbstractChainWrapper<T> implements Wr
         this.setLimit(limit);
         return this;
     }
+    public LambdaQueryWrapper<T> offset(Long offset) {
+        this.setOffset(offset);
+        return this;
+    }
+
     public LambdaQueryWrapper<T> topK(Integer topK) {
         this.setTopK(topK);
         return this;
@@ -474,6 +491,9 @@ public class LambdaQueryWrapper<T> extends AbstractChainWrapper<T> implements Wr
         if (limit > 0) {
             builder.limit(limit);
         }
+        if(offset > 0){
+            builder.offset(offset);
+        }
         if (!CollectionUtils.isEmpty(partitionNames)) {
             builder.partitionNames(partitionNames);
         }
@@ -493,7 +513,7 @@ public class LambdaQueryWrapper<T> extends AbstractChainWrapper<T> implements Wr
         return builder.build();
     }
 
-    public QueryReq buildQuery() {
+    private QueryReq buildQuery() {
         QueryReq.QueryReqBuilder<?, ?> builder = QueryReq.builder()
                 .collectionName(StringUtils.isNotBlank(collectionAlias) ? collectionAlias : collectionName);
         String filterStr = buildFilters();
@@ -506,6 +526,12 @@ public class LambdaQueryWrapper<T> extends AbstractChainWrapper<T> implements Wr
         if (limit > 0L) {
             builder.limit(limit);
         }
+        if(offset > 0){
+            builder.offset(offset);
+        }
+        if(consistencyLevel!=null){
+            builder.consistencyLevel(consistencyLevel);
+        }
         if (!CollectionUtils.isEmpty(partitionNames)) {
             builder.partitionNames(partitionNames);
         }
@@ -517,6 +543,42 @@ public class LambdaQueryWrapper<T> extends AbstractChainWrapper<T> implements Wr
         }
         return builder.build();
     }
+    private HybridSearchReq buildHybrid(){
+        //混合查询
+        List<AnnSearchReq> searchRequests = hybridWrapper.stream().filter(v -> StringUtils.isNotEmpty(v.getAnnsField()) && !v.getVectors().isEmpty()).map(
+                v -> {
+                    AnnSearchReq.AnnSearchReqBuilder<?, ?> annBuilder = AnnSearchReq.builder()
+                            .vectorFieldName(v.getAnnsField())
+                            .vectors(v.getVectors());
+                    if (v.getTopK() > 0) {
+                        annBuilder.topK(v.getTopK());
+                    }
+                    String expr = v.buildFilters();
+                    if (StringUtils.isNotEmpty(expr)) {
+                        annBuilder.expr(expr);
+                    }
+                    Map<String, Object> params = v.searchParams;
+                    if (!params.isEmpty()) {
+                        annBuilder.params(JSON.toJSONString(params));
+                    }
+                    return annBuilder.build();
+                }
+        ).collect(Collectors.toList());
+        HybridSearchReq.HybridSearchReqBuilder<?, ?> reqBuilder = HybridSearchReq.builder()
+                .collectionName(collectionName)
+                .searchRequests(searchRequests);
+        if(ranker!=null){
+            reqBuilder.ranker(ranker);
+        }
+        if(topK>0){
+            reqBuilder.topK(topK);
+        }
+        if(consistencyLevel!=null){
+            reqBuilder.consistencyLevel(consistencyLevel);
+        }
+        HybridSearchReq hybridSearchReq= reqBuilder.build();
+        return hybridSearchReq;
+    }
 
     /**
      * 执行搜索
@@ -526,6 +588,11 @@ public class LambdaQueryWrapper<T> extends AbstractChainWrapper<T> implements Wr
     public MilvusResp<List<MilvusResult<T>>> query() throws MilvusException{
         return executeWithRetry(
                 () -> {
+                    if(hybridWrapper.size()>0){
+                        HybridSearchReq hybridSearchReq = buildHybrid();
+                        SearchResp searchResp = client.hybridSearch(hybridSearchReq);
+                        return SearchRespConverter.convertSearchRespToMilvusResp(searchResp, entityType);
+                    }
                     if (!vectors.isEmpty()) {
                         SearchReq searchReq = buildSearch();
                         log.info("Build search param--> {}", JSON.toJSONString(searchReq));
diff --git a/milvus-spring-demo/src/main/java/org/dromara/milvus/demo/ApplicationRunnerTest.java b/milvus-spring-demo/src/main/java/org/dromara/milvus/demo/ApplicationRunnerTest.java
index f7d630a..1c5e6f8 100644
--- a/milvus-spring-demo/src/main/java/org/dromara/milvus/demo/ApplicationRunnerTest.java
+++ b/milvus-spring-demo/src/main/java/org/dromara/milvus/demo/ApplicationRunnerTest.java
@@ -1,15 +1,15 @@
 package org.dromara.milvus.demo;
 
-import com.alibaba.fastjson.JSON;
 import com.alibaba.fastjson.JSONObject;
 import com.google.common.collect.Lists;
+import io.milvus.v2.service.vector.request.data.FloatVec;
+import io.milvus.v2.service.vector.request.ranker.RRFRanker;
 import io.milvus.v2.service.vector.response.InsertResp;
-import io.milvus.v2.service.vector.response.UpsertResp;
 import lombok.extern.slf4j.Slf4j;
 import org.dromara.milvus.demo.model.Face;
-import org.dromara.milvus.demo.model.FaceConstants;
 import org.dromara.milvus.demo.model.FaceMilvusMapper;
 import org.dromara.milvus.demo.model.Person;
+import org.dromara.milvus.plus.core.conditions.LambdaQueryWrapper;
 import org.dromara.milvus.plus.model.vo.MilvusResp;
 import org.dromara.milvus.plus.model.vo.MilvusResult;
 import org.springframework.boot.ApplicationArguments;
@@ -32,10 +32,10 @@ public class ApplicationRunnerTest implements ApplicationRunner {
 
     @Override
     public void run(ApplicationArguments args) {
- //       insertFace();
+        insertFace();
 //        getByIdTest();
-//        vectorQuery();
-        scalarQuery();
+        vectorQuery();
+  //      scalarQuery();
   //        update();
     }
 
@@ -75,12 +75,24 @@ public class ApplicationRunnerTest implements ApplicationRunner {
         List<Float> vector = IntStream.range(0, 128)
                 .mapToObj(i -> (float) (Math.random() * 100))
                 .collect(Collectors.toList());
-        MilvusResp<List<MilvusResult<Face>>> query1 = mapper.queryWrapper()
-                .vector(Face::getFaceVector, vector)
-                .like(Face::getPersonName, "张三")
-                .topK(3)
-                .query();
-        log.info("向量查询 query--queryWrapper---{}", JSONObject.toJSONString(query1));
+        List<Float> vector1 = IntStream.range(0, 128)
+                .mapToObj(i -> (float) (Math.random() * 100))
+                .collect(Collectors.toList());
+//        MilvusResp<List<MilvusResult<Face>>> query1 = mapper.queryWrapper()
+//                .vector(Face::getFaceVector, new FloatVec(vector))
+//                .like(Face::getPersonName, "张三")
+//                .topK(3)
+//                .query();
+//        log.info("向量查询 query--queryWrapper---{}", JSONObject.toJSONString(query1));
+
+        MilvusResp<List<MilvusResult<Face>>> query = mapper.queryWrapper().
+                hybrid(new LambdaQueryWrapper<Face>().vector(Face::getFaceVector, new FloatVec(vector)).topK(2)).
+                hybrid(new LambdaQueryWrapper<Face>().vector(Face::getFaceVector, new FloatVec(vector1)).topK(4)).
+                ranker(new RRFRanker(20)).
+                topK(2).
+                query();
+        log.info("向量混合查询 query--queryWrapper---{}", JSONObject.toJSONString(query));
+
     }
 
     public void scalarQuery() {
@@ -92,14 +104,14 @@ public class ApplicationRunnerTest implements ApplicationRunner {
                 .query();
         log.info("标量查询   query--queryWrapper---{}", JSONObject.toJSONString(query2));
     }
-    public void update(){
-        Face faceTmp = new Face();
-        List<Float> vectorTmp = IntStream.range(0, 128)
-                .mapToObj(j -> (float) (Math.random() * 100))
-                .collect(Collectors.toList());
-        faceTmp.setFaceVector(vectorTmp);
-        faceTmp.setPersonName("赵六");
-        MilvusResp<UpsertResp> resp = mapper.updateWrapper().eq(FaceConstants.PERSON_NAME,"张三").update(faceTmp);
-        System.out.printf("===="+ JSON.toJSONString(resp));
-    }
+//    public void update(){
+//        Face faceTmp = new Face();
+//        List<Float> vectorTmp = IntStream.range(0, 128)
+//                .mapToObj(j -> (float) (Math.random() * 100))
+//                .collect(Collectors.toList());
+//        faceTmp.setFaceVector(vectorTmp);
+//        faceTmp.setPersonName("赵六");
+//        MilvusResp<UpsertResp> resp = mapper.updateWrapper().eq(FaceConstants.PERSON_NAME,"张三").update(faceTmp);
+//        System.out.printf("===="+ JSON.toJSONString(resp));
+//    }
 }
\ No newline at end of file