DVC vs Git Reflow

Overview

Git Reflow

Stacks4

Followers11

Votes0

GitHub Stars1.5K

Forks64

DVC

Stacks57

Followers91

Votes2

GitHub Stars15.1K

Forks1.3K

Git Reflow vs DVC: What are the differences?

Git Reflow: Reflow automatically creates pull requests, ensures the code review is approved, and squash merges finished branches to master. Reflow automatically creates pull requests, ensures the code review is approved, and squash merges finished branches to master with a great commit message template; 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.

Git Reflow and DVC can be categorized as "Version Control System" tools.

Git Reflow and DVC are both open source tools. DVC with 4.43K GitHub stars and 398 forks on GitHub appears to be more popular than Git Reflow with 1.45K GitHub stars and 62 GitHub forks.

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Detailed Comparison

Git Reflow	DVC
Reflow automatically creates pull requests, ensures the code review is approved, and squash merges finished branches to master with a great commit message template.	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.
-	Git-compatible; Storage agnostic; Reproducible; Low friction branching; Metric tracking; ML pipeline framework; Language- & framework-agnostic; HDFS, Hive & Apache Spark; Track failures
Statistics
GitHub Stars 1.5K	GitHub Stars 15.1K
GitHub Forks 64	GitHub Forks 1.3K
Stacks 4	Stacks 57
Followers 11	Followers 91
Votes 0	Votes 2
Pros & Cons
No community feedback yet	Pros 2 Full reproducibility Cons 1 Doesn't scale for big data 1 Requires working locally with the data 1 Coupling between orchestration and version control
Integrations
Git	Google Cloud Storage Amazon S3 Google Drive PyTorch Git GitLab GitHub Python Julia TensorFlow

What are some alternatives to Git Reflow, DVC?

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.

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.

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.

Plastic SCM

Plastic SCM is a distributed version control designed for big projects. It excels on branching and merging, graphical user interfaces, and can also deal with large files and even file-locking (great for game devs). It includes "semantic" features like refactor detection to ease diffing complex refactors.

Pijul

Pijul is a free and open source (AGPL 3) distributed version control system. Its distinctive feature is to be based on a sound theory of patches, which makes it easy to learn and use, and really distributed.

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.

Replicate

It lets you run machine learning models with a few lines of code, without needing to understand how machine learning works.

isomorphic-git

It is a pure JavaScript reimplementation of git that works in both Node.js and browser JavaScript environments. It can read and write to git repositories, fetch from and push to git remotes (such as GitHub), all without any native C++ module dependencies.

Gitless

Gitless is an experiment to see what happens if you put a simple veneer on an app that changes the underlying concepts. Because Gitless is implemented on top of Git (could be considered what Git pros call a "porcelain" of Git), you can always fall back on Git.