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点积 a·b等于0.484106 ，
余弦相似度 cos=(a·b)/(||a||*||b||):等于0.484106
因为其中||a||=1 ，||b||=1，所以点积等于余弦相似度，从||a||=1 ，||b||=1看出，Openai-embedding算法的归一化处理还行，所以我使用他的接口来求文本向量数字。

对两个非零向量 a = (a₁, …, aₙ)、b = (b₁, …, bₙ)，它们夹角 θ 的余弦为：
cos θ = (a · b) / (||a|| · ||b||)
其中：点积：a · b = Σᵢ aᵢbᵢ  

  __  __ _ _                    ____ _     ___
 |  \/  (_) |_   ___   _ ___   / ___| |   |_ _|
 | |\/| | | \ \ / / | | / __| | |   | |    | |
 | |  | | | |\ V /| |_| \__ \ | |___| |___ | |
 |_|  |_|_|_| \_/  \__,_|___/  \____|_____|___|

Milvus cli version: 1.2.1
Pymilvus version: 2.6.11

Learn more: https://github.com/zilliztech/milvus_cli.


milvus_cli > connect -uri http://linux-main-01:19530
Connect Milvus successfully.
+---------+----------------------------+
| Address | http://linux-main-01:19530 |
|  Alias  |          default           |
+---------+----------------------------+
milvus_cli > query
Collection name (liudehua_qa): liudehua_qa
The query expression: id>=0
The names of partitions to query (split by "," if multiple, press Enter to skip) []:
Fields to return(split by "," if multiple) ['id', 'vector', 'original_text', 'category'] []: 'id', 'vector', 'original_text', 'category'
timeout []:
Guarantee timestamp. This instructs Milvus to see all operations performed before a provided timestamp. If no such timestamp is provided, then Milvus will search all operations performed to date. [0]:
Graceful time. Only used in bounded consistency level. If graceful_time is set, PyMilvus will use current timestamp minus the graceful_time as the guarantee_timestamp. This option is 5s by default if not set. [5]:
+----+-------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------+----------+
| id |                                             vector                                              |                                            original_text                                             | category |
+----+-------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------+----------+
| 1  |  [-0.017655672505497932, -0.04849871248006821, 0.021437836810946465, '... (1536 dims total)']   |                                     问题：刘德华出生于何时何地？                                     | 生平事业 |
|    |                                                                                                 |                       答案：1961 年 9 月 27 日出生于中国香港新界大埔镇泰亨村。                       |          |
| 2  |   [-0.01751026138663292, -0.06727197766304016, -0.01470047514885664, '... (1536 dims total)']   |                              问题：刘德华在香港乐坛常被归入哪一类称谓？                              | 生平事业 |
|    |                                                                                                 | 答案：常与张学友、郭富城、黎明并称为香港乐坛「四大天王」，是上世纪九十年代极具代表性的偶像歌手之一。 |          |
| 3  | [-0.0018939172150567174, -0.039922259747982025, -0.018039165064692497, '... (1536 dims total)'] |                                   问题：刘德华是如何进入演艺圈的？                                   | 生平事业 |
|    |                                                                                                 |      答案：1981 年考入第 10 期无线电视艺员训练班，后以电视剧演员出道，再逐步拓展至电影与歌坛。       |          |
| 4  |   [0.04567236453294754, -0.03300224244594574, -0.01698267087340355, '... (1536 dims total)']    |                             问题：刘德华除歌手、演员外还有哪些常见身份？                             | 生平事业 |
|    |                                                                                                 |            答案：还担任监制、制作人、填词等，并长期参与公益与慈善活动，公众形象较为正面。            |          |
| 5  |   [0.013363399542868137, -0.03833972290158272, -0.05541754886507988, '... (1536 dims total)']   |                                    问题：「华仔」通常指哪位艺人？                                    | 生平事业 |
|    |                                                                                                 |                   答案：「华仔」是影迷与歌迷对刘德华的亲切称呼，在华语圈广为人知。                   |          |
| 6  |   [0.04419504851102829, -0.04446737840771675, -0.012984241358935833, '... (1536 dims total)']   |                                 问题：刘德华有哪些传唱度较高的歌曲？                                 | 影乐代表 |
|    |                                                                                                 |      答案：如《忘情水》《中国人》《冰雨》《谢谢你的爱》《一起走过的日子》等在华语地区影响较大。      |          |
| 7  |  [-0.010981481522321701, -0.03219740465283394, -0.06267661601305008, '... (1536 dims total)']   |                          问题：刘德华参演过哪部常被提及的警匪卧底题材电影？                          | 影乐代表 |
|    |                                                                                                 |             答案：《无间道》系列中其饰演的刘建明等角色深入人心，被视为香港电影经典之一。             |          |
| 8  |   [-0.005043107084929943, -0.04024449735879898, -0.0812249705195427, '... (1536 dims total)']   |                      问题：刘德华首次获得香港电影金像奖最佳男主角是凭哪部作品？                      | 影乐代表 |
|    |                                                                                                 |                   答案：2012 年凭电影《桃姐》首次夺得香港电影金像奖最佳男主角奖。                    |          |
| 9  |   [0.005205986090004444, -0.04413096234202385, -0.07670435309410095, '... (1536 dims total)']   |                            问题：刘德华早期有哪些令人印象深刻的银幕形象？                            | 影乐代表 |
|    |                                                                                                 |                  答案：《天若有情》中骑摩托的「华弟」等角色成为一代观众的青春记忆。                  |          |
| 10 |  [-0.010689610615372658, -0.05312051624059677, -0.022332055494189262, '... (1536 dims total)']  |                              问题：刘德华是否参与过电影出品或扶持新人？                              | 影乐代表 |
|    |                                                                                                 |            答案：他曾通过映艺娱乐等公司参与出品与项目扶持，对香港电影产业有一定推动作用。            |          |
+----+-------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------+----------+
milvus_cli > 

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--- Milvus 检索 hits (TOP-3) ---
[1] id=5  distance=0.603778064250946  category='生平事业'
original_text: 问题：「华仔」通常指哪位艺人？
答案：「华仔」是影迷与歌迷对刘德华的亲切称呼，在华语圈广为人知。

[2] id=1  distance=0.592343807220459  category='生平事业'
original_text: 问题：刘德华出生于何时何地？
答案：1961 年 9 月 27 日出生于中国香港新界大埔镇泰亨村。

[3] id=4  distance=0.5258437991142273  category='生平事业'
original_text: 问题：刘德华除歌手、演员外还有哪些常见身份？
答案：还担任监制、制作人、填词等，并长期参与公益与慈善活动，公众形象较为正面。
---

刘德华，通常被称为「华仔」，是华语圈内广为人知的艺人。他于1961年9月27日出生于中国香港新界大埔镇泰亨村。除了作为歌手和演员外，刘德华还担任监制、制作人和填词人，并积极参与公益与慈善活动，公众形象相对正面。