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Magit vs DVC: What are the differences?
What is Magit? A Git Porcelain inside Emacs. It is an interface to the version control system Git, implemented as an Emacs package. It aspires to be a complete Git porcelain. While we cannot (yet) claim that it wraps and improves upon each and every Git command, it is complete enough to allow even experienced Git users to perform almost all of their daily version control tasks directly from within Emacs. While many fine Git clients exist, only deserve to be called porcelains.
What is DVC? Open-source Version Control System for Machine Learning Projects. It is an open-source Version Control System for data science and machine learning projects. It is designed to handle large files, data sets, machine learning models, and metrics as well as code.
Magit and DVC can be categorized as "Version Control System" tools.
Magit and DVC are both open source tools. DVC with 4.43K GitHub stars and 398 forks on GitHub appears to be more popular than Magit with 4.3K GitHub stars and 620 GitHub forks.
Pros of DVC
- Full reproducibility2
Pros of Magit
- Best parts of GUI and command line git clients combined1
- Word wise diff highlighting1
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Cons of DVC
- Coupling between orchestration and version control1
- Requires working locally with the data1
- Doesn't scale for big data1
Cons of Magit
- Can be slow on big diffs1