smartcore VS git-cliff

Today we have released version 0.3 of smartcore: a comprehensive library for machine learning and numerical computing. The library provides a set of tools for linear algebra, numerical computing, optimization, and enables a generic, powerful yet still efficient approach to machine learning.

we are approaching version 0.3 for our library, that is the minimal Wasi-first version we are going to publish. Some last minute obstacles on generating random numbers: try to disentangle range generators usage so we can have a default feature with fewer external dependencies and wasm32/wasi-ready.

we are developing a ML practitioner-friendly library to help learn Rust mimicking the sklearn API: Smartcore. You can see some examples in these notebooks.

Check out smartcore and linfa. At work I was badly in need of an NMF function similar to MATLAB's one these days but not enough time to write one myself. If you're good at math and machine learning, this sounds like a task you could try tackling.

git-cliff is a terminal tool that can generate changelog from the Git history by using conventional commits, as well as by using regex-powered parsers and you can even change the changelog template itself by using a configuration file. This tool is a great example of text parsing on the terminal and also uses clap_mangen which generates man pages. Useful for anyone who is serious about looking into making a production-ready terminal tool!

Solutions exist for this. Our company does this with git-cliff. Using conventional commits, any commit labeled with the subject "www" will appear in our public changelog.

This was primarily aimed to work with git-cliff to generate changelogs for GitHub releases, since tagging contributors would include them as contributors for the release, while also ensuring structured changelogs thanks to git-cliff. As of now, it requires a few extra steps to get it working with git-cliff, but the integration should be much better once the PR for post-processors is merged.

It's the first time I see someone combining gitmoji with conventional commits (I use the later now for all my project, to generate my changelogs automatically with with git-cliff.)