Top 5 Rust rust-sci Projects

• rust-ndarray

  20 3,319 8.2 Rust

  ndarray: an N-dimensional array with array views, multidimensional slicing, and efficient operations

  

Project mention: Some Reasons to Avoid Cython | news.ycombinator.com | 2023-09-22

I would love some examples of how to do non-trivial data interop between Rust and Python. My experience is that PyO3/Maturin is excellent when converting between simple datatypes but conversions get difficult when there are non-standard types, e.g. Python Numpy arrays or Rust ndarrays or whatever other custom thing.

Polars seems to have a good model where it uses the Arrow in memory format, which has implementations in Python and Rust, and makes a lot of the ndarray stuff easier. However, if the Rust libraries are not written with Arrow first, they become quite hard to work with. For example, there are many libraries written with https://github.com/rust-ndarray/ndarray, which is challenging to interop with Numpy.

(I am not an expert at all, please correct me if my characterizations are wrong!)

• hora

  9 2,558 0.0 Rust

  🚀 efficient approximate nearest neighbor search algorithm collections library written in Rust 🦀 .

  

Project mention: Building a Vector Database with Rust to Make Use of Vector Embeddings | /r/rust | 2023-06-01

We have been playing around with Hora as a replacement for the Rust-CV implementation as we want PQ as well. I'll check out instanct-distance, looks very interesting!

• InfluxDB

  www.influxdata.com featured

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• neuronika

  19 1,033 0.0 Rust

  Tensors and dynamic neural networks in pure Rust.

  

• matrixmultiply

  4 202 6.0 Rust

  General matrix multiplication of f32 and f64 matrices in Rust. Supports matrices with general strides.

Project mention: Help understanding the state of ndarrays and linalg in Rust. | /r/rust | 2023-07-09

The matrixmultiply crate from the ndarray author (https://github.com/bluss/matrixmultiply) is one such implementation. It uses the same algorithm as the BLIS project (https://www.cs.utexas.edu/users/flame/pubs/TOMS-BLIS-Analytical.pdf) to partition the problem and exploit the cache hierarchy. It isn't as well tuned as eg. Intel MKL or BLIS, but the results are very respectable.

• serde-ndim

  1 6 4.9 Rust

  Serde support for n-dimensional arrays from self-describing formats

• SaaSHub

  www.saashub.com featured

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

Rust rust-sci related posts

• Help understanding the state of ndarrays and linalg in Rust.

  2 projects | /r/rust | 9 Jul 2023

• Helper crate for working with image data of varying type?

  1 project | /r/rust | 29 May 2023

• What is the most efficient way to study Rust for scientific computing applications?

  1 project | /r/rust | 23 May 2023

• faer 0.8.0 release

  6 projects | /r/rust | 21 Apr 2023

• Status and Future of ndarray?

  2 projects | /r/rust | 3 Apr 2023

• How does explicit unrolling differ from iterating through elements one-by-one? (ndarray example)

  1 project | /r/rust | 13 Jan 2023

• Any efficient way of splitting vector?

  2 projects | /r/rust | 12 Sep 2022
• A note from our sponsor - SaaSHub
  www.saashub.com | 1 May 2024

  SaaSHub helps you find the best software and product alternatives Learn more →

Index

Sponsored

SaaSHub - Software Alternatives and Reviews

SaaSHub helps you find the best software and product alternatives

www.saashub.com

Do not miss the trending Rust projects with our weekly report!