dvc
EdenSCM
| dvc | EdenSCM | |
|---|---|---|
| 109 | 23 | |
| 13,166 | 3,040 | |
| 1.0% | - | |
| 9.6 | 9.6 | |
| 4 days ago | over 1 year ago | |
| Python | Rust | |
| Apache License 2.0 | GNU General Public License v3.0 only |
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.
dvc
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My Favorite DevTools to Build AI/ML Applications!
Collaboration and version control are crucial in AI/ML development projects due to the iterative nature of model development and the need for reproducibility. GitHub is the leading platform for source code management, allowing teams to collaborate on code, track issues, and manage project milestones. DVC (Data Version Control) complements Git by handling large data files, data sets, and machine learning models that Git can't manage effectively, enabling version control for the data and model files used in AI projects.
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Why bad scientific code beats code following "best practices"
What you’re describing sounds like DVC (at a higher-ish—80%-solution level).
https://dvc.org/
See pachyderm too.
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First 15 Open Source Advent projects
10. DVC by Iterative | Github | tutorial
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Exploring Open-Source Alternatives to Landing AI for Robust MLOps
Platforms such as MLflow monitor the development stages of machine learning models. In parallel, Data Version Control (DVC) brings version control system-like functions to the realm of data sets and models.
- ML Experiments Management with Git
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Git Version Controlled Datasets in S3
I was using DVC (https://dvc.org/) for some time to help solve this but it was getting hard to manage the storage connections and I would run into cache issues a lot, but this solves it using git-lfs itself.
- Ask HN: How do your ML teams version datasets and models?
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Exploring MLOps Tools and Frameworks: Enhancing Machine Learning Operations
DVC (Data Version Control):
- Evaluate and Track Your LLM Experiments: Introducing TruLens for LLMs
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[D] Is there a tool to keep track of my ML experiments?
I have been using DVC and MLflow since then DVC had only data tracking and MLflow only model tracking. I can say both are awesome now and maybe the only factor I would like to mention is that IMO, MLflow is a bit harder to learn while DVC is just a git practically.
EdenSCM
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Meta releases Sapling, a new way of using source control
Kind of weird that https://github.com/facebookexperimental/eden (linked in mononoke) redirects to sapling. Does that mean it's replacing eden?
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We Put Half a Million Files in One Git Repository, Here’s What We Learned
Maybe at their scale it makes more sense to switch to a VCS like Eden? https://github.com/facebookexperimental/eden
Eden's equivalent of 'git status' should run almost instantaneous, as checkouts are hosted by a virtual file system (FUSE) that tracks changes.
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Fossil versus Git
Meta having moved on from Mercurial may be a factually true comment, but it looks like they still have fondness for Mercurial's ways:
https://github.com/facebookexperimental/eden
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Ask HN: What developer tools would you like to see?
> - A build system / package manager like Nix [1] but with a better user experience / more straightforward command-line tooling.
Working on it :)
> - A version control system which scales to petabytes or more. Something that I could put large video files in without thinking twice about it. Something a large company could use for their monorepo—or even their data warehouse.
https://github.com/facebookexperimental/eden
> A note-taking tool that allows me to organize notes in a graph with links between them
https://www.orgroam.com/
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Open Source Hacktivism, Open Source Gains Traction in the Enterprise, and More: Open Source Matters
Eden - a cross-platform, scalable source control management system from Meta.
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Hacker News top posts: Apr 13, 2022
Eden\ (202 comments)
- EdenSCM – A cross-platform, scalable source control management system open-sourced by Facebook
- Eden
- 伊甸园 (Eden)
What are some alternatives?
MLflow - Open source platform for the machine learning lifecycle
veloren - An open world, open source voxel RPG inspired by Dwarf Fortress and Cube World. This repository is a mirror. Please submit all PRs and issues on our GitLab page.
lakeFS - lakeFS - Data version control for your data lake | Git for data
gitoxide - An idiomatic, lean, fast & safe pure Rust implementation of Git
Activeloop Hub - Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow. https://activeloop.ai [Moved to: https://github.com/activeloopai/deeplake]
VFSForGit - Virtual File System for Git: Enable Git at Enterprise Scale
delta - An open-source storage framework that enables building a Lakehouse architecture with compute engines including Spark, PrestoDB, Flink, Trino, and Hive and APIs
git-bug - Distributed, offline-first bug tracker embedded in git, with bridges
ploomber - The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
juicefs - JuiceFS is a distributed POSIX file system built on top of Redis and S3.
aim - Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
gdnative - Rust bindings for Godot 3