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reductive reviews and mentions

Posts with mentions or reviews of reductive. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-09-02.

Compressing high-dimensional vectors by 97%
4 projects | news.ycombinator.com | 2 Sep 2021

Nice article that explains product quantization very well!
PQ is really a nice compression technique. I implemented PQ and Optimized PQ [1] a while back in our word embedding package for Rust:
https://github.com/finalfusion/finalfusion-rust/
https://github.com/finalfusion/reductive/
Particularly Optimized PQ was effective in reducing vector sizes ~10 times with virtually no reconstruction loss. This made it much easier to ship models (no more 3GB embedding matrix with a neural net that is just a few megabytes large).
[1] http://kaiminghe.com/publications/pami13opq.pdf