D:\anaconda3\envs\rag\python.exe D:\dsWork\dsProject\dsRag\T7_Query.py D:\anaconda3\envs\rag\lib\site-packages\jieba\_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81. import pkg_resources 2025-06-23 20:03:12,025 - INFO - loading projection weights from D:\Tencent_AILab_ChineseEmbedding\Tencent_AILab_ChineseEmbedding.txt 2025-06-23 20:03:13,349 - INFO - KeyedVectors lifecycle event {'msg': 'loaded (10000, 200) matrix of type float32 from D:\\Tencent_AILab_ChineseEmbedding\\Tencent_AILab_ChineseEmbedding.txt', 'binary': False, 'encoding': 'utf8', 'datetime': '2025-06-23T20:03:13.329238', 'gensim': '4.3.3', 'python': '3.10.18 | packaged by conda-forge | (main, Jun 4 2025, 14:42:04) [MSC v.1943 64 bit (AMD64)]', 'platform': 'Windows-10-10.0.19044-SP0', 'event': 'load_word2vec_format'} 2025-06-23 20:03:13,349 - INFO - 模型加载成功，词向量维度: 200 D:\anaconda3\envs\rag\lib\site-packages\elasticsearch\_sync\client\__init__.py:311: SecurityWarning: Connecting to 'https://10.10.14.206:9200' using TLS with verify_certs=False is insecure _transport = transport_class( Building prefix dict from the default dictionary ... 2025-06-23 20:03:13,622 - DEBUG - Building prefix dict from the default dictionary ... Loading model from cache C:\Users\ADMINI~1\AppData\Local\Temp\jieba.cache 2025-06-23 20:03:13,622 - DEBUG - Loading model from cache C:\Users\ADMINI~1\AppData\Local\Temp\jieba.cache 测试句子: （万人） 教职工数需求 向量搜索结果: Loading model cost 0.655 seconds. 2025-06-23 20:03:14,277 - DEBUG - Loading model cost 0.655 seconds. Prefix dict has been built successfully. 2025-06-23 20:03:14,278 - DEBUG - Prefix dict has been built successfully. 2025-06-23 20:03:14,278 - INFO - 文本: （万人） 教职工数需求, 分词结果: ['（', '万人', '）', '\t', '教职工', '数', '需求'] 2025-06-23 20:03:14,278 - INFO - 有效词向量数量: 5 2025-06-23 20:03:14,278 - INFO - 生成的平均向量: [-0.0246012 -0.1393744 -0.0812634 0.22129479 -0.0203214 ]... D:\anaconda3\envs\rag\lib\site-packages\urllib3\connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '10.10.14.206'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings warnings.warn( 2025-06-23 20:03:14,384 - INFO - POST https://10.10.14.206:9200/knowledge_base/_search [status:200 duration:0.104s] D:\anaconda3\envs\rag\lib\site-packages\urllib3\connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '10.10.14.206'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings warnings.warn( - （万人） 教职工数需求 - （万人） 教职工数需求 - （万人） 专任教师数需求 - （万人） 教职工数需求 - （万人） 教职工需求 文本精确搜索结果: 2025-06-23 20:03:14,419 - INFO - POST https://10.10.14.206:9200/raw_texts/_search [status:200 duration:0.033s] 2025-06-23 20:03:14,420 - INFO - 文本: 表 6 高等教育规模及资源配置需求预测统计表, 分词结果: ['表', ' ', '6', ' ', '高等教育', '规模', '及', '资源配置', '需求预测', '统计表'] 2025-06-23 20:03:14,420 - INFO - 有效词向量数量: 4 2025-06-23 20:03:14,421 - INFO - 生成的平均向量: [ 0.18066275 -0.12073625 -0.12693274 0.219709 0.00525575]... D:\anaconda3\envs\rag\lib\site-packages\urllib3\connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '10.10.14.206'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings warnings.warn( - （万人） 教职工数需求 - （万人） 教职工数需求 - （万人） 教职工数需求 ================================================== 测试句子: 表 6 高等教育规模及资源配置需求预测统计表 向量搜索结果: - 表 6 高等教育规模及资源配置需求预测统计表 - 表 1 学前教育规模及资源配置需求预测统计表 - 表 5 中等职业教育规模及资源配置需求预测统计表 - 表 4 普通高中教育规模及资源配置需求预测统计表 - 表 3 初中教育规模及资源配置需求预测统计表 文本精确搜索结果: - 表 6 高等教育规模及资源配置需求预测统计表 ================================================== 测试句子: 指标 向量搜索结果: 2025-06-23 20:03:14,431 - INFO - POST https://10.10.14.206:9200/knowledge_base/_search [status:200 duration:0.008s] D:\anaconda3\envs\rag\lib\site-packages\urllib3\connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '10.10.14.206'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings warnings.warn( 2025-06-23 20:03:14,440 - INFO - POST https://10.10.14.206:9200/raw_texts/_search [status:200 duration:0.008s] 2025-06-23 20:03:14,440 - INFO - 文本: 指标, 分词结果: ['指标'] 2025-06-23 20:03:14,441 - INFO - 有效词向量数量: 1 2025-06-23 20:03:14,441 - INFO - 生成的平均向量: [-0.24731 -0.30286 -0.223835 0.217864 -0.162194]... D:\anaconda3\envs\rag\lib\site-packages\urllib3\connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '10.10.14.206'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings warnings.warn( 2025-06-23 20:03:14,450 - INFO - POST https://10.10.14.206:9200/knowledge_base/_search [status:200 duration:0.007s] D:\anaconda3\envs\rag\lib\site-packages\urllib3\connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '10.10.14.206'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings warnings.warn( 2025-06-23 20:03:14,456 - INFO - POST https://10.10.14.206:9200/raw_texts/_search [status:200 duration:0.005s] 2025-06-23 20:03:14,457 - INFO - 文本: 二是保障随迁子女受教育权利。健全以居住证为主要依据的农业转移人口随迁子女入学保障政策，以公办学校为主将随迁子女纳入流入地义务教育保障范围，保障享受基本公共教育服务。, 分词结果: ['二是', '保障', '随迁', '子女', '受', '教育', '权利', '。', '健全', '以', '居住证', '为', '主要', '依据', '的', '农业', '转移', '人口', '随迁', '子女', '入学', '保障', '政策', '，', '以', '公办', '学校', '为主', '将', '随迁', '子女', '纳入', '流入地', '义务教育', '保障', '范围', '，', '保障', '享受', '基本', '公共', '教育', '服务', '。'] 2025-06-23 20:03:14,457 - INFO - 有效词向量数量: 32 2025-06-23 20:03:14,458 - INFO - 生成的平均向量: [ 0.18174155 -0.13902284 -0.13658895 0.17560197 0.04838478]... D:\anaconda3\envs\rag\lib\site-packages\urllib3\connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '10.10.14.206'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings warnings.warn( - 指标 - 指标 - 指标 - 指标 - 指标 文本精确搜索结果: - 指标 - 指标 - 指标 - 指标 - 指标 - 指标 - 2001-2022年云南省人口指标统计表 - 各学段数据及人口指标统计表 - 1.2001-2022年云南省人口指标统计表 33 - 2.各学段数据及人口指标统计表 34 ================================================== 测试句子: 二是保障随迁子女受教育权利。健全以居住证为主要依据的农业转移人口随迁子女入学保障政策，以公办学校为主将随迁子女纳入流入地义务教育保障范围，保障享受基本公共教育服务。 向量搜索结果: - 健全以居住证为主要依据的农业转移人口随迁子女入学保障政策，以公办学校为主将随迁子女纳入流入地义务教育保障范围，保障享受基本公共教育服务 - 在学校布局、入学政策等方面守牢底线，既适应城乡人口变化趋势，又能提供公平的受教育机会，保障不同群体受教育权利 - 健全随迁子女入学保障政策，保障各类特殊群体受教育权利 - 健全随迁子女入学保障政策，保障各类特殊群体受教育权利 - 健全随迁子女入学保障政策，保障各类特殊群体受教育权利 文本精确搜索结果: 2025-06-23 20:03:14,464 - INFO - POST https://10.10.14.206:9200/knowledge_base/_search [status:200 duration:0.005s] D:\anaconda3\envs\rag\lib\site-packages\urllib3\connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '10.10.14.206'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings warnings.warn( 2025-06-23 20:03:14,475 - INFO - POST https://10.10.14.206:9200/raw_texts/_search [status:200 duration:0.010s] 2025-06-23 20:03:14,475 - INFO - 文本: （一）2012—2022年全省人口总体呈现“长增－突降”态势, 分词结果: ['（', '一', '）', '2012', '—', '2022', '年', '全省', '人口', '总体', '呈现', '“', '长增', '－', '突降', '”', '态势'] 2025-06-23 20:03:14,476 - INFO - 有效词向量数量: 14 2025-06-23 20:03:14,476 - INFO - 生成的平均向量: [ 0.06827115 -0.212308 -0.07557671 0.21362822 0.12347364]... D:\anaconda3\envs\rag\lib\site-packages\urllib3\connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '10.10.14.206'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings warnings.warn( 2025-06-23 20:03:14,482 - INFO - POST https://10.10.14.206:9200/knowledge_base/_search [status:200 duration:0.005s] D:\anaconda3\envs\rag\lib\site-packages\urllib3\connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '10.10.14.206'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings warnings.warn( ================================================== 测试句子: （一）2012—2022年全省人口总体呈现“长增－突降”态势 向量搜索结果: - （一）2012—2022年全省人口总体呈现“长增－突降”态势 - （一）2012—2022年全省人口总体呈现“长增－突降”态势 2 - 总的看，2012—2022年全省人口变化呈现先增、突降的态势（图1） - 结合全国趋势看，预计我省2023—2035年新生人口数持续保持在较低水平（图2），从2024年起，全省人口总数呈缓慢下降趋势，与全国范围人口下降趋势基本同步（图1） - 按照全省普通高中师生比标准（1：12.5）测算，2023—2035年全省普通高中教师需求量逐年增大，2033年达到峰值（10.31万人），与2022年实际专任教师数7.64万人比，存在2.67万人的缺口（图20） 文本精确搜索结果: - （一）2012—2022年全省人口总体呈现“长增－突降”态势 - （一）2012—2022年全省人口总体呈现“长增－突降”态势 2 ================================================== 2025-06-23 20:03:14,488 - INFO - POST https://10.10.14.206:9200/raw_texts/_search [status:200 duration:0.005s] 进程已结束，退出代码为 0