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DVC

53
90
+ 1
2
Magit

19
12
+ 1
2
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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.

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Pros of DVC
Pros of Magit
  • 2
    Full reproducibility
  • 1
    Best parts of GUI and command line git clients combined
  • 1
    Word wise diff highlighting

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Cons of DVC
Cons of Magit
  • 1
    Coupling between orchestration and version control
  • 1
    Requires working locally with the data
  • 1
    Doesn't scale for big data
  • 1
    Can be slow on big diffs

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What is DVC?

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.

What is Magit?

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.

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What companies use DVC?
What companies use Magit?
See which teams inside your own company are using DVC or Magit.
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What tools integrate with DVC?
What tools integrate with Magit?

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What are some alternatives to DVC and Magit?
Pachyderm
Pachyderm is an open source MapReduce engine that uses Docker containers for distributed computations.
MLflow
MLflow is an open source platform for managing the end-to-end machine learning lifecycle.
Git
Git is a free and open source distributed version control system designed to handle everything from small to very large projects with speed and efficiency.
SVN (Subversion)
Subversion exists to be universally recognized and adopted as an open-source, centralized version control system characterized by its reliability as a safe haven for valuable data; the simplicity of its model and usage; and its ability to support the needs of a wide variety of users and projects, from individuals to large-scale enterprise operations.
Mercurial
Mercurial is dedicated to speed and efficiency with a sane user interface. It is written in Python. Mercurial's implementation and data structures are designed to be fast. You can generate diffs between revisions, or jump back in time within seconds.
See all alternatives