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  1. Stackups
  2. DevOps
  3. Version Control
  4. Version Control System
  5. BitKeeper vs DVC

BitKeeper vs DVC

OverviewComparisonAlternatives

Overview

BitKeeper
BitKeeper
Stacks3
Followers18
Votes0
DVC
DVC
Stacks57
Followers91
Votes2
GitHub Stars15.1K
Forks1.3K

BitKeeper vs DVC: What are the differences?

Developers describe BitKeeper as "Enterprise-ready version control, now open-source". BitKeeper is a fast, enterprise-ready, distributed SCM that scales up to very large projects and down to tiny ones. On the other hand, DVC is detailed as "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.

BitKeeper and DVC can be primarily classified as "Version Control System" tools.

Some of the features offered by BitKeeper are:

  • Simple: An easy to use command line interface.
  • Scalable: Nested Repositories are submodules done right! Version control collections of repositories.
  • Flexible: Hybrid mode for binary files that uses a cloud of server for binaries instead of bloating the source repositories.

On the other hand, DVC provides the following key features:

  • Git-compatible
  • Storage agnostic
  • Reproducible

DVC is an open source tool with 4.43K GitHub stars and 398 GitHub forks. Here's a link to DVC's open source repository on GitHub.

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Detailed Comparison

BitKeeper
BitKeeper
DVC
DVC

BitKeeper is a fast, enterprise-ready, distributed SCM that scales up to very large projects and down to tiny ones.

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.

Simple: An easy to use command line interface.;Scalable: Nested Repositories are submodules done right! Version control collections of repositories.;Flexible: Hybrid mode for binary files that uses a cloud of server for binaries instead of bloating the source repositories.;Accurate: Tracking of file operations like creates, deletes, and renames.;Safe: All file accesses validate checksums for integrity. All file writes include redundancy for error correction.;Dependable: Highly accurate auto-merge that uses the whole history to resolve conflicts. Most other systems use variations of diff3.;Discernable: Source annotations instantly available.;Fast: High performance and scales to very large repositories.;Free: Licensed under the Apache Version 2 license
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
-
GitHub Stars
15.1K
GitHub Forks
-
GitHub Forks
1.3K
Stacks
3
Stacks
57
Followers
18
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
No integrations available
Google Cloud Storage
Google Cloud Storage
Amazon S3
Amazon S3
Google Drive
Google Drive
PyTorch
PyTorch
Git
Git
GitLab
GitLab
GitHub
GitHub
Python
Python
Julia
Julia
TensorFlow
TensorFlow

What are some alternatives to BitKeeper, DVC?

Git

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

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)

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

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

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

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

Replicate

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

isomorphic-git

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

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.

Git Reflow

Git Reflow

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

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