From 3b359df02fe470546e616a1f6faace74e75500bd Mon Sep 17 00:00:00 2001
From: Mark <348207283@qq.com>
Date: Tue, 14 Apr 2026 17:02:11 +0800
Subject: [PATCH] [modify] fix

---
 .../rag/vdb/elasticsearch/elasticsearch_vector.py    | 12 ++++--------
 1 file changed, 4 insertions(+), 8 deletions(-)

diff --git a/api/app/core/rag/vdb/elasticsearch/elasticsearch_vector.py b/api/app/core/rag/vdb/elasticsearch/elasticsearch_vector.py
index b388e9be..cc9ec120 100644
--- a/api/app/core/rag/vdb/elasticsearch/elasticsearch_vector.py
+++ b/api/app/core/rag/vdb/elasticsearch/elasticsearch_vector.py
@@ -1,8 +1,8 @@
 import os
 import logging
-from typing import Any, cast
+import threading
+from typing import Any
 from urllib.parse import urlparse
-import uuid
 
 import requests
 from elasticsearch import Elasticsearch, helpers
@@ -14,10 +14,9 @@ from packaging.version import parse as parse_version
 # from langchain_xinference import XinferenceRerank
 from langchain_core.documents import Document
 from app.core.models.base import RedBearModelConfig
-from app.core.models import RedBearLLM, RedBearRerank
+from app.core.models import RedBearRerank
 from app.core.models.embedding import RedBearEmbeddings
-from app.models.models_model import ModelConfig, ModelApiKey
-from app.services.model_service import ModelConfigService
+from app.models.models_model import ModelApiKey
 
 from app.models.knowledge_model import Knowledge
 from app.core.rag.vdb.field import Field
@@ -664,9 +663,6 @@ class ElasticSearchVector(BaseVector):
             self._client.indices.create(index=self._collection_name, body=index_mapping)
 
 
-import threading
-
-
 class ElasticSearchVectorFactory:
     """ES 向量服务工厂 - 单例共享连接"""