#language #nlp

bin+lib whichlang

A blazingly fast and lightweight language detection library for Rust

1 unstable release

0.1.0 May 10, 2023

#183 in Internationalization (i18n)

Download history 166/week @ 2024-01-02 441/week @ 2024-01-09 435/week @ 2024-01-16 453/week @ 2024-01-23 422/week @ 2024-01-30 371/week @ 2024-02-06 528/week @ 2024-02-13 752/week @ 2024-02-20 627/week @ 2024-02-27 804/week @ 2024-03-05 693/week @ 2024-03-12 937/week @ 2024-03-19 689/week @ 2024-03-26 1076/week @ 2024-04-02 471/week @ 2024-04-09 800/week @ 2024-04-16

3,279 downloads per month
Used in 2 crates

MIT license

745KB
4.5K SLoC

Whichlang

This is a language detection library, aiming for both precision and performance.

Features

  • No dependency
  • Throughput above 100 MB/s for short and long strings.
  • Good accuracy (99.5% on my validation dataset, but it really depends on the size of your input.)

How does it work?

It uses a multiclass logistic regression model over:

  • 2, 3, 4-grams of letters on ASCII
  • codepoint / 128
  • a slightly smarter projection of codepoints over a given class.

We use the hashing trick and project these features over a space of size 4_096.

The logistic regression is trained in the python notebook attached, and used to generate weight.rs.

No runtime deps