from elasticsearch import Elasticsearch import warnings from Config import Config from Config.Config import ES_CONFIG # 1. 初始化Elasticsearch连接 warnings.filterwarnings('ignore', category=DeprecationWarning) es = Elasticsearch( hosts=Config.ES_CONFIG['hosts'], basic_auth=Config.ES_CONFIG['basic_auth'], verify_certs=False ) # 2. 直接在代码中指定要查询的标签 query_tag = "MATH_DATA_1" # 可以修改为其他需要的标签 # 3. 构建查询条件 query = { "query": { "bool": { "must": [ { "term": { "tags": query_tag } } ] } }, "size": 1000 } # 4. 执行查询 try: results = es.search(index=ES_CONFIG['index_name'], body=query) print(f"查询标签 '{query_tag}' 结果:") if results['hits']['hits']: for hit in results['hits']['hits']: doc = hit['_source'] print(f"ID: {hit['_id']}") print(f"标签: {doc['tags']['tags']}") print(f"用户问题: {doc['user_input']}") print(f"时间: {doc['timestamp']}") print(f"向量: {doc['embedding'][:5]}...") print("-" * 40) else: print(f"未找到标签为 '{query_tag}' 的数据。") except Exception as e: print(f"查询失败: {e}")