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SQL Server RAG 笔记3：SQLServer2025 向量数据库

news 2026/5/23 20:22:38

在大模型RAG应用中，提起向量数据库大家想到的更多的是Chroma和FAISS，微软也紧跟时代的步伐，并且在2025年底发布的 SQLServer 2025 也提供了原生向量支持，此篇将介绍如何在SQLServer 2025里搭建向量数据库环境。

环境准备

软件版本要求

组件	版本要求	说明
SQL Server	2025	此版本开始支持原生 VECTOR 数据类型
ODBC Driver	17+	用于 Python 连接 SQL Server
Python	3.9+	后端运行环境
Ollama	最新版	本地运行 LLM 和嵌入模型

本地嵌入模型也可以考虑使用Microsoft Foundry Local，只是模型的支持数量上比较有限，所以此篇使用ollama做演示。

验证 SQL Server 版本

-- 查询 SQL Server 版本
SELECT @@VERSION;-- 版本号对照，SQL Server 2025 主版本号为 17.x

大家需要下载目前最新的SQLServer 2025，从这个版本起微软才开始支持向量数据库。

根据部分文档描述，后续微软可能对相应部分做调整，所以也请留意后续微软的变化。

撰写此篇时是2026年5月4日，从微软下载的SQLServer 2025 Developer版本也是在这一天。

安装 Ollama 及嵌入模型

RAG系统中嵌入模型是很关键的，用于将文本转换为向量表示，从而实现向量检索。

这里为了实现和部署的方便，我们选择的是本地部署Ollama加一个很小的嵌入模型。

# 安装 Ollama (macOS)
brew install ollama# 安装嵌入模型
ollama pull nomic-embed-text# 验证模型，在返回的结果中看到nomic-embed-text就说明模型下载成功了。
ollama list

以上Ollama的安装时在命令模式下用brew安装，在widows下或者macOS下也可以选择桌面安装，相对更容易一些。

本文使用的嵌入模型体积很小，所以基本在国内网络环境也可以很快的下载完。

数据库创建

创建向量数据库

USE master;
GOIF NOT EXISTS (SELECT name FROM sys.databases WHERE name = 'VectorDB')
BEGINCREATE DATABASE VectorDBCOLLATE Chinese_PRC_CI_AS;
END;
GO

数据库的创建跟普通数据库创建没任何区别。

表结构设计

三张表概述

为减少信息冗余，这里我们采用三张表结构设计：

┌─────────────┐     ┌─────────────┐     ┌─────────────┐
│  Documents  │────▶│  TextChunks │────▶│ VectorIndex │
│   文档表     │ 1:N │   文本块表   │ 1:1 │  向量索引表  │
└─────────────┘     └─────────────┘     └─────────────┘

大体的切分就是：文档信息 -> 文本切块原始信息 -> 文本切块向量数据信息。

文档表 - 存储原始文档

CREATE TABLE Documents (DocumentId BIGINT IDENTITY(1,1) PRIMARY KEY,Title NVARCHAR(500) NOT NULL,Content NVARCHAR(MAX) NOT NULL,Source NVARCHAR(500) NULL,Metadata NVARCHAR(MAX) DEFAULT '{}',CreatedAt DATETIME2 DEFAULT GETDATE(),UpdatedAt DATETIME2 DEFAULT GETDATE(),IsDeleted BIT DEFAULT 0
);

文本块表 - 存储分块文本

CREATE TABLE TextChunks (ChunkId BIGINT IDENTITY(1,1) PRIMARY KEY,DocumentId BIGINT NOT NULL,ChunkIndex INT NOT NULL,ChunkText NVARCHAR(MAX) NOT NULL,ChunkHash NVARCHAR(64) NULL,CreatedAt DATETIME2 DEFAULT GETDATE(),IsDeleted BIT DEFAULT 0,FOREIGN KEY (DocumentId) REFERENCES Documents(DocumentId)
);

以上两个表跟创建传统表没有任何区别。

向量索引表 - 存储分块文本向量化之后的内容

CREATE TABLE VectorIndex (VectorId BIGINT IDENTITY(1,1) PRIMARY KEY,ChunkId BIGINT NOT NULL UNIQUE,EmbeddingVector VECTOR(768) NOT NULL,CreatedAt DATETIME2 DEFAULT GETDATE(),IsDeleted BIT DEFAULT 0,FOREIGN KEY (ChunkId) REFERENCES TextChunks(ChunkId)
);

留意字段：EmbeddingVector，它的类型是VECTOR。

EmbeddingVector VECTOR(768) NOT NULL

这是 SQL Server 2025 的原生向量类型：

VECTOR(768)：表示 768 维向量，与 nomic-embed-text 模型输出维度一致
原生支持向量存储，无需像旧版本那样将向量序列化为 JSON 或 Base64
向量格式为方括号数组：[0.123, -0.456, 0.789, ...]

关于如何确定向量类型的维度，这个是需要跟使用的嵌入模型对应的，而如何获知使用的嵌入模型的维度，最简单的方法就是问豆包加交叉验证（避免幻觉）。

需留意，如果不是SQLServer 2025，那么这个表的创建会失败。

创建向量索引

ALTER DATABASE SCOPED CONFIGURATION
SET PREVIEW_FEATURES = ON;
GOCREATE VECTOR INDEX idx_content_vectorON dbo.VectorIndex(EmbeddingVector)WITH (METRIC = 'cosine');

重要，不然后面的VECTOR_SEARCH函数会报错。而且要打开预览版功能，目前添加向量索引还是预览功能，后续应该会在增量补丁里被扶正。

向量化插入与读取

这部分的代码本应放在下一篇讲解，但涉及到如何做向量检索，所以先贴两个关键步骤出来。

插入向量

def create_vector(chunk_id: int, embedding: List[float]) -> int:# Python 列表转为 SQL Server VECTOR 格式：方括号数组embedding_str = '[' + ','.join(str(x) for x in embedding) + ']'sql = f"""DECLARE @embedding NVARCHAR(MAX) = '{embedding_str}';INSERT INTO VectorIndex (ChunkId, EmbeddingVector)VALUES ({chunk_id}, CAST(@embedding AS VECTOR(768)));"""with vdb.get_cursor() as cursor:cursor.execute(sql)

知识点笔记：

向量格式转换：
- Python: [0.1, 0.2, 0.3]
- SQL Server VECTOR: [0.1,0.2,0.3]（无空格）
为何使用 NVARCHAR(MAX) 中转：
- 直接 CAST(? AS VECTOR) 参数化查询会报错
- 原因：ODBC 驱动将字符串参数识别为 ntext 类型，无法转换为 VECTOR
- 解决：使用 T-SQL 局部变量 @embedding 中转

到入库这一步，查询的内容已经通过嵌入模型转换成向量序列了。具体如何转换会在下一篇做介绍。

相似度检索实现

使用 SQL Server VECTOR_SEARCH

关于如何检索，目前国内介绍的很少，在国外网站上能找到一些资源但都五花八门。这里我用了一个我自己已经调通的方式，就是基于SQL Server 2025 提供的原生的 VECTOR_SEARCH 函数，支持高效的向量相似度检索。

@staticmethod
def vector_search(query_embedding: List[float], top_k: int = 5, min_score: float = 0.0) -> List[dict]:embedding_str = '[' + ','.join(str(x) for x in query_embedding) + ']'sql = f"""DECLARE @qv VECTOR(768) = CAST('{embedding_str}' AS VECTOR(768))SELECTtc.ChunkId,tc.DocumentId,tc.ChunkIndex,tc.ChunkText,tc.ChunkHash,tc.CreatedAt,d.Title,vs.distanceFROM (SELECT*FROM VECTOR_SEARCH(TABLE = VectorIndex AS vi,COLUMN = EmbeddingVector,SIMILAR_TO = @qv,METRIC = 'cosine',TOP_N = {top_k}) AS vs1) AS vsINNER JOIN TextChunks tc ON vs.ChunkId = tc.ChunkIdINNER JOIN Documents d ON tc.DocumentId = d.DocumentIdWHERE tc.IsDeleted = 0ORDER BY vs.distance"""with vdb.get_cursor() as cursor:cursor.execute(sql)rows = cursor.fetchall()results = []for row in rows:distance = row[7] if row[7] is not None else 1.0score = 1.0 - distance  # 距离转相似度if score >= min_score:results.append({'chunk_id': row[0],'document_id': row[1],'chunk_index': row[2],'chunk_text': row[3],'chunk_hash': row[4],'created_at': row[5],'document_title': row[6],'score': float(score)})return results

知识点笔记：

VECTOR_SEARCH 语法：

VECTOR_SEARCH(TABLE = table_name AS alias,COLUMN = vector_column_name,SIMILAR_TO = query_vector,METRIC = 'cosine',TOP_N = n
)

参数说明：
- TABLE：指定向量索引表
- COLUMN：指定向量列（必须是 VECTOR 类型）
- SIMILAR_TO：查询向量（必须先转为 VECTOR 类型）
- METRIC：距离度量方式（'cosine'、'dot'、'euclidean'）
- TOP_N：返回前 N 个最相似的结果
为何使用 DECLARE 变量：
- 直接在 SIMILAR_TO 中使用 CAST('...' AS VECTOR) 会报错
- 使用 DECLARE @qv VECTOR(768) 声明变量后再引用可避免此问题
- 尚不清楚报错的原因
距离转相似度：
- VECTOR_SEARCH 返回的是距离值（越接近 0 越相似）
- 余弦相似度 = 1 - 余弦距离

为什么不直接去JOIN，而要套一层SELECT *。如果直接去JOIN，语法会报错说ChunkId有问题，尽管其在FROM VECTOR_SEARCH里确实是存在的，但就是找不到，所以这样折腾了一下。

阶段总结

经历N多轮报错，终于调通了一条能跑通的方式。现在社区资源关于这部分内容不是很多，所以解决起来确实花了点时间，而且有些问题看上去确实很挠头，只能根据自己的经验找办法去规避。确实相比其它技术方案，可参考的资料确实少了些，不过相信后续随着微软的推进，相关参考资料会逐渐丰富起来。

另，如果你用Vibe Coding生成SQLServer的相应代码，运行后大概率会出问题，可能当前（2026年5月）距离SQLServer 2025的发布（2025年11月前后），时间并不是很长，所以相应的代码库还没有更新，如果你在Vibe Coding中同样走不通，建议把此篇文章的URL提供给它作为参考。

也请留意如果在目前这个时间点你部署SQLServer 2025，并且使用Vibe Coding生成的话，大概率会给一套不用VECTOR字段和索引，用NVARCHAR(MAX)，然后在python代码里，把所有块都读过来，python代码里做余弦相似度计算。这个方法可行，适用数据量极小的场景，当然这在现实场景中是很难满足在数据量上的需求的，这是我在学习中踩过的坑，所以也是为什么会有这么一篇。当然随着社区内容的增多，Vibe Coding工具应该很快也会迭代知识库从而产出SQLServer 2025向量库原生支持的方法。

下一篇会继续介绍中间服务层和前端页面的构建，并且会把最终的整体代码都更细到Github上。

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