pachyderm
Bup
pachyderm | Bup | |
---|---|---|
8 | 20 | |
6,077 | 7,077 | |
0.2% | 0.1% | |
9.8 | 7.7 | |
4 days ago | 18 days ago | |
Go | Python | |
Apache License 2.0 | GNU General Public License v3.0 or later |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
pachyderm
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Open Source Advent Fun Wraps Up!
20. Pachyderm | Github | tutorial
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Exploring Open-Source Alternatives to Landing AI for Robust MLOps
Pachyderm specializes in creating compliance-focused pipelines that integrate with enterprise-level storage solutions.
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Show HN: We scaled Git to support 1 TB repos
There are a couple of other contenders in this space. DVC (https://dvc.org/) seems most similar.
If you're interested in something you can self-host... I work on Pachyderm (https://github.com/pachyderm/pachyderm), which doesn't have a Git-like interface, but also implements data versioning. Our approach de-duplicates between files (even very small files), and our storage algorithm doesn't create objects proportional to O(n) directory nesting depth as Xet appears to. (Xet is very much like Git in that respect.)
The data versioning system enables us to run pipelines based on changes to your data; the pipelines declare what files they read, and that allows us to schedule processing jobs that only reprocess new or changed data, while still giving you a full view of what "would" have happened if all the data had been reprocessed. This, to me, is the key advantage of data versioning; you can save hundreds of thousands of dollars on compute. Being able to undo an oopsie is just icing on the cake.
Xet's system for mounting a remote repo as a filesystem is a good idea. We do that too :)
- pachyderm: Data-Centric Pipelines and Data Versioning
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Awesome list of VCs investing in commercial open-source startups
Pachyderm - License prevents competition.
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Airflow's Problem
I was at Airbnb when we open-sourced Airflow, it was a great solution to the problems we had at the time. It's amazing how many more use cases people have found for it since then. At the time it was pretty focused on solving our problem of orchestrating a largely static DAG of SQL jobs. It could do other stuff even then, but that was mostly what we were using it for. Airflow has become a victim of its success as it's expanded to meet every problem which could ever be considered a data workflow. The flaws and horror stories in the post and comments here definitely resonate with me. Around the time Airflow was opensource I starting working on data-centric approach to workflow management called Pachyderm[0]. By data-centric I mean that it's focused around the data itself, and its storage, versioning, orchestration and lineage. This leads to a system that feels radically different from a job focused system like Airflow. In a data-centric system your spaghetti nest of DAGs is greatly simplified as the data itself is used to describe most of the complexity. The benefit is that data is a lot simpler to reason about, it's not a living thing that needs to run in a certain way, it just exists, and because it's versioned you have strong guarantees about how it can change.
[0] https://github.com/pachyderm/pachyderm
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One secret tip for first-time OSS contributors. Shh! 🤫 don't tell anyone else
Here is a demo run of lgtm on pachyderm
- Dud: a tool for versioning data alongside source code, written in Go
Bup
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GitMounter: A FUSE filesystem for Git repositories
The presented idea (one folder per commit, as FUSE fs) seems indeed largely impractical.
But there are good uses for mountable "git like" repos. For example for backup systems.
https://github.com/bup/bup
- Bup – Backup system based on Git
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Framework Laptop 16 Deep Dive - Memory and Storage
For example bup
- Manjaro / KDE — hard to dislike
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How to log only the content that has been changed in a file?
https://github.com/bup/bup ?
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duplicati has crossed me for the last time; looking for other recovery options to back up my system and docker containers (databases + configs)
Recently testing bup https://bup.github.io
- Show HN: We scaled Git to support 1 TB repos
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The various scripts I use to back up my home computers using SSH and rsync
You may really like https://github.com/bup/bup if you want something a bit more modern but in the same style
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Any plans for kernel version in the future?
That's really good to hear! They got a (well deserved!) 100M investment recently. I didn't know it until recently, but apenwarr made some of my favourite tools (sshuttle, bup) and now tailscale! If you come across the podcast again, please post the link, I'd love to listen to it.
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What is the best way to back up a dual-booting Windows and Linux PC?
https://bup.github.io/
What are some alternatives?
flyte - Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
BorgBackup - Deduplicating archiver with compression and authenticated encryption.
trivy - Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more
restic - Fast, secure, efficient backup program
dud - A lightweight CLI tool for versioning data alongside source code and building data pipelines.
Duplicity - Unnoficial fork of Duplicity - Bandwidth Efficient Encrypted Backup
beneath - Beneath is a serverless real-time data platform ⚡️
bupstash - Easy and efficient encrypted backups.
typhoon-orchestrator - Create elegant data pipelines and deploy to AWS Lambda or Airflow
Rdiff-backup - Reverse differential backup tool, over a network or locally.
tsuru - Open source and extensible Platform as a Service (PaaS).
Kup Backup System - A backup scheduler for KDE's Plasma desktop