dedupe VS bees

I think this problem is known as data deduplication, in particular, entity deduplication. I googled a bit and it seems approaches vary from manual deduplication to some sort of active learning (if I am not mistaken). I am also curios if pre-trained transformer-based cross encoders can provide any good results (they are trained on sentences I think, but may be worth a try). Another problem here is how to measure progress (compare different approaches)?

I've had a good experience in the past with the dedupe package for these type activities. Unsure if it works for out-of-core type situations though, as my data set fit easily into memory.

Data deduplication is a super common problem, so it's useful experience to work on it. It's generally useful for companies, but I don't think it could be sold as a product unless is solving a very complicated, domain-specific de-duping problem. Otherwise, there are generic, open source de-duping tools such as: dedupe. It sounds like your model is similar to that.

Tools used: Python to scrape guest lists, dedupeio to better identify guests, Google Sheets to store and analyze the data, and Datawrapper to make the charts.

Try https://github.com/dedupeio/dedupe

Btrfs defrag 'will break up the reflinks of COW data' and 'may cause considerable increase of space usage depending on the broken up reflinks'. To try to fix this, I would run bees to try and deduplicate the now duplicate reflinks. It may be worth doing this from e.g. a livedisk though as out of space errors can cause things to break (so don't upgrade packages till you fix this).

Figuring out which paths are needed outside gcroots'ed closures is pretty complicated. If you're using flakes, the main issue is duplicates, so store optimization and bees may help. With channels, once you update a channel you might as well gc everything else.

bees

I felt more confident with the code/developer/docs. The author knows his stuff regarding btrfs. Like, look at this, it's amazing: https://github.com/Zygo/bees/blob/master/docs/btrfs-kernel.md

I have some time again and wondering if anyone's got Bees, https://github.com/Zygo/bees, running on their Synology.

Even if NixOS doesn't support sending deduplicating syscalls to the kernel, you could use the Btrfs deduping daemon called bees to slowly save space over time. There might be an equivalent for ZFS, too.

This isn't much different than ext4. 0 length files can happen after a crash. You can avoid this by mounting with flushoncommit for the future. See here for details.

Maybe BEES can help you to dedup any blocks, not file.