Comments (1)
Hi @krleonie, I think the most efficient way would be to calculate a distance matrix between all vectors.
You could do this in SQL:
SELECT t.id, t2.id, t.embedding <=> t2.embedding AS distance
FROM items t INNER JOIN items t2 ON t.id > t2.id
WHERE (t.embedding <=> t2.embedding) < 0.001;
but I suspect a faster way is to export the data with COPY ... (FORMAT BINARY)
and do this in-memory with a library that has optimized matrix operations (like NumPy).
Then for new records, you could do an ANN search in Postgres like you are now.
from pgvector-python.
Related Issues (20)
- How insert embedding data use sqlalchemy session.execute HOT 1
- Using with psycopg 3 pools throws thread error HOT 6
- Sqlalchemy example not working HOT 2
- Questions on HOT 1
- Django support for empty fields HOT 3
- pgvector-python client support for sparse vectors. HOT 3
- Migrating From `VectorField` -> `HalfVectorField` HOT 1
- SQLAlchemy does not recognize vector column HOT 1
- NameError: name 'psycopg' is not defined when register_vector fails HOT 1
- Can't adapt type 'numpy.ndarray' when used via polars HOT 3
- register_vector() Fails When Only 'vector' Extension is Installed, Missing 'halfvec' and 'sparsevec HOT 2
- Maybe spurious exception (ValueError: missing dimensions) when using sparsevec with django HOT 2
- Have you tought about supporting Piccolo? HOT 1
- Adding type annotations? HOT 2
- register_vector fails with asyncpg (v0.3.1) HOT 2
- Inserting binary vectors using SQLalchemy HOT 2
- Having trouble when try to insert OpenAI embedding by sqlalchemy to CloudSQL HOT 6
- Takes more time to get the value from Class django.db.models.query.QuerySet HOT 1
- sqladmin - pgvector field converter HOT 2
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from pgvector-python.