更新API密钥管理逻辑，优化意图识别示例，增强Excel数据验证功能，移除冗余名词条目，更新多个二进制索引文件

rag2_0/demo/intent_recognition_example.py

@@ -63,7 +63,11 @@ def process_query(recognizer: IntentRecognizer, query: str, conversation_context
         try:
             # 使用新的process_query_with_slots方法处理查询
             # result = recognizer.process_query_with_slots(query)
-            result = recognizer.process_query(query, conversation_context=conversation_context, chat_history=chat_history, previous_slots=previous_slots)
+            result = recognizer.process_query(query, 
+                                              conversation_context=conversation_context, 
+                                              chat_history=chat_history, 
+                                              previous_slots=previous_slots, 
+                                              enable_query_expansion=True)
             # 提取分类信息
             classification = result["classification"]
             
@@ -176,7 +180,7 @@ def save_results_to_excel(results, output_file, is_final=False):
     logging.info(f"已保存{len(valid_results)}条结果至: {temp_output_file}")
 
 # 示例查询
-examples_query = """D3软件结算工程怎么解锁清单"""
+examples_query = """主网电力建设计价通软件, 35kV的软件   土质比例不能一起设置吗"""
 conversation_context=""
 chat_history=[
         {

rag2_0/demo/validate_excel_data_batch.py

@@ -98,7 +98,7 @@ class ExcelDataValidator:
             logging.error(f"读取Excel文件时出错: {e}")
             return None
     
-    def validate_classification(self, llm, query, vertical_class, sub_class):
+    def validate_classification(self, llm:OpenAiLLM , query:str, vertical_class:str, sub_class:str):
         """
         验证问题分类是否正确