diff --git a/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/impl/VectorStoreServiceImpl.java b/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/impl/VectorStoreServiceImpl.java
index 7e1f6f9b..917652c4 100644
--- a/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/impl/VectorStoreServiceImpl.java
+++ b/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/impl/VectorStoreServiceImpl.java
@@ -131,7 +131,31 @@ public class VectorStoreServiceImpl implements VectorStoreService {
         createSchema(kid,modelName);
         // 根据条件删除向量数据
         Filter simpleFilter = new IsEqualTo("kid", kid);
-        embeddingStore.removeAll(simpleFilter);
+        removeByFilter(simpleFilter);
+    }
+
+    public void removeByFilter(Filter filter) {
+        List<Float> dummyVector = new ArrayList<>();
+        // TODO 模型维度
+        int dimension = 1024;
+        for (int i = 0; i < dimension; i++) {
+            dummyVector.add(0.0f);
+        }
+        Embedding dummyEmbedding = Embedding.from(dummyVector);
+        EmbeddingSearchRequest request = EmbeddingSearchRequest.builder()
+                .queryEmbedding(dummyEmbedding)
+                .filter(filter)
+                .maxResults(10000)
+                .build();
+        // 搜索
+        List<String> idsToDelete = embeddingStore.search(request)
+                .matches().stream()
+                .map(EmbeddingMatch::embeddingId)
+                .collect(Collectors.toList());
+        // 删除
+        if (!idsToDelete.isEmpty()) {
+            embeddingStore.removeAll(idsToDelete);
+        }
     }
 
     @Override
diff --git a/ruoyi-modules/ruoyi-chat/src/main/java/org/ruoyi/chat/service/knowledge/KnowledgeInfoServiceImpl.java b/ruoyi-modules/ruoyi-chat/src/main/java/org/ruoyi/chat/service/knowledge/KnowledgeInfoServiceImpl.java
index 89b68630..06ad06b6 100644
--- a/ruoyi-modules/ruoyi-chat/src/main/java/org/ruoyi/chat/service/knowledge/KnowledgeInfoServiceImpl.java
+++ b/ruoyi-modules/ruoyi-chat/src/main/java/org/ruoyi/chat/service/knowledge/KnowledgeInfoServiceImpl.java
@@ -405,4 +405,5 @@ public class KnowledgeInfoServiceImpl implements IKnowledgeInfoService {
           .set(KnowledgeAttach::getVectorStatus, DealStatus.STATUS_10)
           .eq(KnowledgeAttach::getVectorStatus, DealStatus.STATUS_40));
   }
+    @Scheduled(fixedDelay = 180000) // 3分钟执行一次
 }