cockroachdb / cockroachdb/sequelize-cockroachdb

Add (native) VECTOR data type support

未关闭
#158 0 条评论 0 个 reaction 已指派 0 人 在 GitHub 查看
主要语言
JavaScript
星标
55
派生
18
PR 合并指标
30 天内没有已合并 PR

描述

More recent CockroachDB versions (I think 25+) added the data type VECTOR for storing fixed-length arrays of floating-point numbers, which represent data points in multi-dimensional space. It is often used for vector search in applications with LLMs, e.g. RAG (retrieval augmented generation). See the [docs](https://www.cockroachlabs.com/docs/stable/vector) for more info.

As such, having support for this data type in sequelize-cockroachdb would be quite nice to enable such applications using CockroachDB, Sequelize and NodeJS.

The type VECTOR does not exist currently in sequelize-cockroachdb, also using ARRAY is not possible due to syntax mismatches between handling ARRAY and VECTOR in SQL. The workaround I'm using now (and documenting here for others stumbling upon this problem) is defining the column data type as STRING in the schema (but as VECTOR in the actual database) and then manually converting an array of floats to the format required by CockroachDB using JSON.stringify().

```javascript
//Schema file
...
embedding: {
type: Sequelize.DataTypes.STRING, //Should be VECTOR when supported
allowNull: true
},
...
```

Inserting/updating data in this column can be done like this:

```javascript
// Update data in VECTOR column
let embedding = [-0.03704405203461647, 0.024347146973013878, -0.007968421094119549, ...];
await model.update({ embedding: JSON.stringify(embedding) });
```

Querying works with literals:
```javascript
let queryEmbedding = [-0.03704405203461647, 0.024347146973013878, -0.007968421094119549, ...];
let results = await model.findAll({
where: Sequelize.literal(`embedding <=> '${JSON.stringify(queryEmbedding)}'::vector < 0.5`)
});
```

贡献指南

这个仓库没有索引到贡献指南

评估

这个 Issue 还没有评估数据。

把新 issue 发到你的邮箱

精选适合新手参与的 GitHub issue 摘要。