rust-numpy
Material UI
Our great sponsors
rust-numpy | Material UI | |
---|---|---|
10 | 290 | |
1,015 | 91,600 | |
5.1% | 0.7% | |
6.7 | 10.0 | |
9 days ago | about 22 hours ago | |
Rust | TypeScript | |
BSD 2-clause "Simplified" License | MIT License |
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.
rust-numpy
-
Numba: A High Performance Python Compiler
On the contrary, it can use and interface with numpy quite easily: https://github.com/PyO3/rust-numpy
- Carefully exploring Rust as a Python developer
-
Hmm
Once I figured out the right tools, it was easy. Its just "maturin new". It automatically converts python floats and strings. Numpy arrays come through as a special Pyarray type, that you need to unwrap, but that's just one builtin function. Using pyo3, maturin and numpy, https://github.com/PyO3/rust-numpy it's fairly easy.
-
Man, I love this language.
If I'm understanding this documentation correctly then you may be able to pass the numpy array directly with func(df['col'].to_numpy) which may save some conversion.
-
[D] Is Rust stable/mature enough to be used for production ML? Is making Rust-based python wrappers a good choice for performance heavy uses and internal ML dependencies in 2021?
Otherwise, though, Rust is an excellent choice. The many advantages of Rust (great package manager, memory safety, modern language features, ...) are already well documented so I won't repeat them here. Specifically for writing Python libraries, check out PyO3, maturin, and rust-numpy, which allow for seamless integration with the Python scientific computing ecosystem. Dockerizing/packaging is a non-issue, with the aforementioned libraries you can easily publish Rust libraries as pip packages or compile them from source as part of your docker build. We have several successful production deployments of Rust code at OpenAI, and I have personally found it to be a joy to work with.
-
Writing Rust libraries for the Python scientific computing ecosystem
Integration with numpy uses the rust-numpy crate: Example of method that accepts numpy arrays as arguments Example of a method that returns a numpy array to Python (this performs a copy, there ought to be a way to avoid it but the current implementation has been plenty fast for my use case so far)
-
Feasibility of Using a Python Image Super Resolution Library in My Rust App
This example maybe helpful.
-
Julia is the better language for extending Python
Given that it's via pyO3, you could even pass the numpy arrays using https://github.com/PyO3/rust-numpy and get ndarrays at the other side.
Same no copy, slightly more user friendly approach.
Further criticism of the actual approach - even if we didn't do zero copy, there's no preallocation for the vector despite the size being known upfront, and nested vectors are very slow by default.
So you could speed up the entire thing by passing it to ndarray, and then running a single call to sum over the 2D array you'd find at the other end. (https://docs.rs/ndarray/0.15.1/ndarray/struct.ArrayBase.html...)
-
Parsing PDF Documents in Rust
I believe converting between pandas Series (e.g. columns) and numpy ndarrays can be pretty cheap, right? Once they're in that format, you can use rust to work directly on the numpy memory buffer with rust-numpy. Otherwise, feather is a format designed for IPC of columnar data; pyarrow is in pandas (might be an optional dependency) and may be pretty quick for that, and rust has an arrow implementation too.
-
PyO3: Rust Bindings for the Python Interpreter
https://github.com/PyO3/rust-numpy
Material UI
- Zero-runtime CSS-in-JS implementation
-
β‘Top GitHub Repositories for UI Components
π Site β GitHub
-
StyleX β Meta's Styling Library
You'll be glad to hear that MUI is zeroing in (pun intended) on a zero runtime solution right now as an alternative to Emotion [0], although that GitHub issue doesn't capture just how far it has come. Expect more soon!
[0] https://github.com/mui/material-ui/issues/38137
-
9 React component libraries for efficient development in 2023
GitHub stars: 89.3k GitHub link: https://github.com/mui/material-ui Documentation: https://mui.com/material-ui/getting-started/
-
13 Must Know Libraries for a React Developer
With GitHub stars of 88K(August 2023) and weekly NPM downloads of 2.9 million(August 2023), MUI is one of the most popular React UI libraries in the world.
-
10 Best Free React UI Libraries in 2023
MUI is a collection of UI tools and component libraries that helps you bring great designs to life in no time. The most popular of these is MUI Core.
- The Ultimate Comparison: Ant Design vs Material# Ant Design vs Material UI: Which React UI Library to Choose
- MUI finally adds "use client" to their components, but...
- React and Vite - Why is still loading other component not imported
-
Please Grill Me On My React "Take Home Assessment"
In the MUI case they have a component. https://github.com/mui/material-ui/blob/master/packages/mui-lab/src/TreeView/TreeView.js#L818
What are some alternatives?
RustPython - A Python Interpreter written in Rust
mantine - A fully featured React components library
julia - The Julia Programming Language
antd - An enterprise-class UI design language and React UI library
polars - Dataframes powered by a multithreaded, vectorized query engine, written in Rust
primereact - The Most Complete React UI Component Library
rayon - Rayon: A data parallelism library for Rust
Tailwind CSS - A utility-first CSS framework for rapid UI development.
image-super-resolution - π Super-scale your images and run experiments with Residual Dense and Adversarial Networks.
nextui - π Beautiful, fast and modern React UI library.
PyO3 - Rust bindings for the Python interpreter
daisyui - πΌ πΌ πΌ πΌ πΌ βThe most popular, free and open-source Tailwind CSS component library