Similar to blog post, instead of at the extension layer I built a PostgreSQL ORM for Node.js based on ActiveRecord + Django's ORM that includes the concept of vector fields [0][1] that lets you write code like this:
// Stores the `title` and `content` fields together as a vector
// in the `content_embedding` vector field
BlogPost.vectorizes(
'content_embedding',
(title, content) => `Title: ${title}\n\nBody: ${content}`
);
// Find the top 10 blog posts matching "blog posts about dogs"
// Automatically converts query to a vector
let searchBlogPosts = await BlogPost.query()
.search('content_embedding', 'blog posts about dogs')
.limit(10)
.select();
I find it tremendously useful; you can query the underlying data or the embedding content, and you can define how the fields in the model get stored as embeddings in the first place.
Similar to blog post, instead of at the extension layer I built a PostgreSQL ORM for Node.js based on ActiveRecord + Django's ORM that includes the concept of vector fields [0][1] that lets you write code like this:
I find it tremendously useful; you can query the underlying data or the embedding content, and you can define how the fields in the model get stored as embeddings in the first place.[0] https://github.com/instant-dev/orm?tab=readme-ov-file#using-...
[1] https://github.com/instant-dev/orm?tab=readme-ov-file#using-...