优化多线程处理，调整嵌入获取和存储逻辑，增强模型一致性校验

src/chat/knowledge/knowledge_lib.py

@@ -6,7 +6,6 @@ from src.chat.knowledge.qa_manager import QAManager
 from src.chat.knowledge.kg_manager import KGManager
 from src.chat.knowledge.global_logger import logger
 from src.config.config import global_config as bot_global_config
-from src.manager.local_store_manager import local_storage
 import os
 
 INVALID_ENTITY = [
@@ -21,9 +20,6 @@ INVALID_ENTITY = [
     "她们",
     "它们",
 ]
-PG_NAMESPACE = "paragraph"
-ENT_NAMESPACE = "entity"
-REL_NAMESPACE = "relation"
 
 RAG_GRAPH_NAMESPACE = "rag-graph"
 RAG_ENT_CNT_NAMESPACE = "rag-ent-cnt"
@@ -34,54 +30,6 @@ ROOT_PATH = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..",
 DATA_PATH = os.path.join(ROOT_PATH, "data")
 
 
-def _initialize_knowledge_local_storage():
-    """
-    初始化知识库相关的本地存储配置
-    使用字典批量设置，避免重复的if判断
-    """
-    # 定义所有需要初始化的配置项
-    default_configs = {
-        # 路径配置
-        "root_path": ROOT_PATH,
-        "data_path": f"{ROOT_PATH}/data",
-        # 实体和命名空间配置
-        "lpmm_invalid_entity": INVALID_ENTITY,
-        "pg_namespace": PG_NAMESPACE,
-        "ent_namespace": ENT_NAMESPACE,
-        "rel_namespace": REL_NAMESPACE,
-        # RAG相关命名空间配置
-        "rag_graph_namespace": RAG_GRAPH_NAMESPACE,
-        "rag_ent_cnt_namespace": RAG_ENT_CNT_NAMESPACE,
-        "rag_pg_hash_namespace": RAG_PG_HASH_NAMESPACE,
-    }
-
-    # 日志级别映射：重要配置用info，其他用debug
-    important_configs = {"root_path", "data_path"}
-
-    # 批量设置配置项
-    initialized_count = 0
-    for key, default_value in default_configs.items():
-        if local_storage[key] is None:
-            local_storage[key] = default_value
-
-            # 根据重要性选择日志级别
-            if key in important_configs:
-                logger.info(f"设置{key}: {default_value}")
-            else:
-                logger.debug(f"设置{key}: {default_value}")
-
-            initialized_count += 1
-
-    if initialized_count > 0:
-        logger.info(f"知识库本地存储初始化完成，共设置 {initialized_count} 项配置")
-    else:
-        logger.debug("知识库本地存储配置已存在，跳过初始化")
-
-
-# 初始化本地存储路径
-# sourcery skip: dict-comprehension
-_initialize_knowledge_local_storage()
-
 qa_manager = None
 inspire_manager = None
 
@@ -120,7 +68,7 @@ if bot_global_config.lpmm_knowledge.enable:
 
     # 数据比对：Embedding库与KG的段落hash集合
     for pg_hash in kg_manager.stored_paragraph_hashes:
-        key = f"{PG_NAMESPACE}-{pg_hash}"
+        key = f"paragraph-{pg_hash}"
         if key not in embed_manager.stored_pg_hashes:
             logger.warning(f"KG中存在Embedding库中不存在的段落：{key}")