bees
dedupe
bees | dedupe | |
---|---|---|
21 | 9 | |
603 | 3,992 | |
- | 0.8% | |
4.0 | 7.1 | |
about 1 month ago | 3 months ago | |
C++ | Python | |
GNU General Public License v3.0 only | MIT License |
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bees
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Converted ext4 to btrfs, tried defrag and ran out of space
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).
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Introducing Pins: Permanent Nix Binary Storage
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.
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rule
bees
- Should you remove duplicate files?
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Poke holes in my git-annex + ZFS offline storage system
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
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Anyone running Bees? Or deduping data some other way?
I have some time again and wondering if anyone's got Bees, https://github.com/Zygo/bees, running on their Synology.
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The goal: Use Fedora 37 with Snapper to get a "riceable" Linux desktop that can be rolled back like a time machine (and some comments on why I don't use Silverblue)
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.
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Questions Regarding BTRFS, Suspend, and Data Integrity
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.
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Compression
Maybe BEES can help you to dedup any blocks, not file.
- Is Bees a after-solution to BTRFS defragmentation breaking reflinks ?
dedupe
- Using deep learning for Fuzzy Matching
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String distance based network for fuzzy matching?
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)?
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What's the toughest DE problem you faced in your work career?
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.
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Model detects duplicate records
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.
- [D] Suggestions for large-scale company name standardization?
- Entity Resolution with Magniv
- How to do fuzzy matching in Redshift? A Python UDF, for example?
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[OC] Media bias? US Sunday news shows book Republicans more than Democrats: Three of the five top Sunday news shows, altogether watched by almost 8 million people weekly, featured Republican partisans more often than Democrats in episodes aired this year through Oct. 31.
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.
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Does there exist a python package that clears the dataset/columns in terms of exact and similar duplicates?
Try https://github.com/dedupeio/dedupe
What are some alternatives?
dduper - Fast block-level out-of-band BTRFS deduplication tool.
splink - Fast, accurate and scalable probabilistic data linkage with support for multiple SQL backends
duperemove - Tools for deduping file systems
imgdupes - Identifying and removing near-duplicate images using perceptual hashing.
btrbk - Tool for creating snapshots and remote backups of btrfs subvolumes
orange - 🍊 :bar_chart: :bulb: Orange: Interactive data analysis
yarn-deduplicate - Deduplication tool for yarn.lock files
pyDenStream - Implementation of the DenStream algorithm in Python.
jdupes - A powerful duplicate file finder and an enhanced fork of 'fdupes'.
hazelcast-python-client - Hazelcast Python Client
snap-sync - Use snapper snapshots to backup to external drive
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