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Gitless vs DVC: What are the differences?
Gitless: An experimental version control system built on top of Git. 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; 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.
Gitless and DVC can be primarily classified as "Version Control System" tools.
Gitless and DVC are both open source tools. It seems that DVC with 4.43K GitHub stars and 398 forks on GitHub has more adoption than Gitless with 1.49K GitHub stars and 80 GitHub forks.
Pros of DVC
- Full reproducibility2
Pros of Gitless
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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
