DVC vs npm
Overview
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CLI (Node.js)
Manual
Detailed Comparison
npm is the command-line interface to the npm ecosystem. It is battle-tested, surprisingly flexible, and used by hundreds of thousands of JavaScript developers every day. | 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 17.6K | GitHub Stars 15.1K |
GitHub Forks 3.0K | GitHub Forks 1.3K |
Stacks 137.4K | Stacks 57 |
Followers 82.2K | Followers 91 |
Votes 1.6K | Votes 2 |
Pros & Cons | |
Pros
Cons
| Pros
Cons
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Integrations | |
| No integrations available | |
What are some alternatives to npm, 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.
RequireJS
RequireJS loads plain JavaScript files as well as more defined modules. It is optimized for in-browser use, including in a Web Worker, but it can be used in other JavaScript environments, like Rhino and Node. It implements the Asynchronous Module API. Using a modular script loader like RequireJS will improve the speed and quality of your code.
Browserify
Browserify lets you require('modules') in the browser by bundling up all of your dependencies.
Yarn
Yarn caches every package it downloads so it never needs to again. It also parallelizes operations to maximize resource utilization so install times are faster than ever.
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.
Component
Component's philosophy is the UNIX philosophy of the web - to create a platform for small, reusable components that consist of JS, CSS, HTML, images, fonts, etc. With its well-defined specs, using Component means not worrying about most frontend problems such as package management, publishing components to a registry, or creating a custom build process for every single app.
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.
Verdaccio
A simple, zero-config-required local private npm registry. Comes out of the box with its own tiny database, and the ability to proxy other registries (eg. npmjs.org), caching the downloaded modules along the way.
