breezy VS jupytext

Compare breezy vs jupytext and see what are their differences.

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breezy jupytext
2 20
123 6,418
0.8% -
9.5 8.8
29 days ago about 1 month ago
Python Python
GNU General Public License v3.0 only MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

breezy

Posts with mentions or reviews of breezy. We have used some of these posts to build our list of alternatives and similar projects.

jupytext

Posts with mentions or reviews of jupytext. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-07-19.
  • The Jupyter+Git problem is now solved
    7 projects | news.ycombinator.com | 19 Jul 2023
    9 projects | news.ycombinator.com | 25 Aug 2022
  • Do you git commit jupyter notebooks?
    2 projects | /r/datascience | 23 Jun 2023
    Jupytext (https://github.com/mwouts/jupytext) has been designed exactly for this
  • The hatred towards jupyter notebooks
    2 projects | /r/datascience | 12 Mar 2023
    jupytext is your friend.
  • Edit notebooks in Google cloud
    3 projects | /r/neovim | 19 Feb 2023
    So if you run your own jupyter server, -jupy+text can be a great workflow : it takes your notebook synchronized with other formats (python file, makdown, ...), so you can edit your py/md file with neovim, and refresh the browser to execute the notebook.
  • Rant: Jupyter notebooks are trash.
    6 projects | /r/datascience | 24 Jan 2023
    Automatically convert ipynb files to py when saving them on JupyterLab
  • Two questions regarding working with jupyter notebooks (git, vim)
    1 project | /r/learnprogramming | 14 Dec 2022
    I don't use Jupyter so I don't know for sure, but on a quick glance you might want to look at https://github.com/mwouts/jupytext to see if that could help at all.
  • JupyterLite is a JupyterLab distribution that runs in the browser
    10 projects | news.ycombinator.com | 28 Nov 2022
    The format is only partially invented, it follows Jupytext [0], but adds support for cell metadata. There is no obvious way to get that in fenced codeblocks, especially with the ability to spread it over multiple lines so it plays well with version control.

    One more consideration is that it's not "Markdown with code blocks interspersed", one might as well use plaintext or AsciiDoc.

    Of course there are tradeoffs.. I wish I had more time to work on it.

    [0]: https://github.com/gzuidhof/starboard-notebook/blob/master/d...

    [1]: https://github.com/mwouts/jupytext

  • Many write research papers in R Markdown - What is the alternative setup in Python?
    4 projects | /r/Python | 14 Jul 2022
    Using jupytext (allows you to open .md files as notebooks) + jupyter gives you pretty much the same experience. The main issue is that the cell's output will be discarded. To fix it, you can use ploomber to generate an output HTML, so the workflow goes like this:
  • Jupyter Notebooks.
    2 projects | /r/datascience | 29 Jun 2022
    First, the format. The ipynb format does not play nicely with git since it stores the cell's source code and output in the same file. But Jupyter has built-in mechanisms to allow other formats to look like notebooks. For example, here's a library that allows you to store notebooks on a postgres database (I know this isn't practical, but it's a great example). To give more practical advice, jupytext allows you to open .py files as notebooks. So you can develop interactively but in the backend, you're storing .py files.

What are some alternatives?

When comparing breezy and jupytext you can also consider the following projects:

clearml - ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution

jupyter - An interface to communicate with Jupyter kernels.

keepsake - Version control for machine learning

rmarkdown - Dynamic Documents for R

poetry-dynamic-versioning - Plugin for Poetry to enable dynamic versioning based on VCS tags

sagemaker-run-notebook - Tools to run Jupyter notebooks as jobs in Amazon SageMaker - ad hoc, on a schedule, or in response to events

gitless - A simple version control system built on top of Git

nbdev - Create delightful software with Jupyter Notebooks

Samosa (समोसा) - Enforce a triangular Git workflow. If this is not possible, explain why.

papermill - 📚 Parameterize, execute, and analyze notebooks

nbdime - Tools for diffing and merging of Jupyter notebooks.

ploomber - The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️