5 releases

0.1.0 Dec 12, 2023
0.0.3 Oct 4, 2023
0.0.2 Oct 4, 2023
0.0.1 Oct 2, 2023
0.0.0 Sep 27, 2023

#847 in Algorithms

34 downloads per month

GPL-3.0-only

26KB
137 lines

flashtext2-rs

Flashtext implementation in Rust

Flashtext2

This crate allows you to extract & replace strings very efficiently, and with better performance than using RegEx.

Its especially performant when you have a have a very big list of keywords that you want to extract from your text, and also for replace many values.

How it works

The flashtext algorithm uses a trie to save all the keywords the user wants to extract, a keyword is defined a sequence of tokens, for example "Hello world!" becomes: ["Hello", " ", "world", "!"] (the tokens are split using the Unicode Standard Annex #29).

And in this implementation, each node in the trie contains one token (not character!).

Time complexity

The time complexity of this algorithm is not related to the number of keywords in the trie, but only by the length of the document!

Quick start

use flashtext2::KeywordProcessor;

fn main() {
    let mut kp = KeywordProcessor::new();
    kp.add_keyword("love");
    kp.add_keyword("Rust");
    kp.add_keyword("Hello");
    
    assert_eq!(kp.len(), 3);
    
    // extract keywords
    let keywords_found: Vec<_> = kp
        .extract_keywords("Hello, I love programming in Rust!")
        .collect();
    assert_eq!(keywords_found, ["Hello", "love", "Rust"]);
    
    // extract keywords with span
    let keywords_with_span: Vec<_> = kp
        .extract_keywords_with_span("Hello, I love programming in Rust!")
        .collect();
    assert_eq!(keywords_with_span, [("Hello", 0, 5), ("love", 9, 13), ("Rust", 29, 33)]);
    
    // replace keywords
    let mut kp = KeywordProcessor::new();
    kp.add_keyword_with_clean_word("Hello", "Hey");
    kp.add_keyword_with_clean_word("love", "hate");
    kp.add_keyword_with_clean_word("Rust", "Java");
    
    let replaced_text = kp
        .replace_keywords("Hello, I love programming in Rust!");
    assert_eq!(replaced_text, "Hey, I hate programming in Java!");
}

Case insensitive

At the moment this crate doesn't support case-insensitive search, although its something I want to add in the future. As a workaround you can normalize the text by calling str::to_lowercase() when inserting the keywords and also on the text you want to search, i.e.:

use flashtext2::KeywordProcessor;

fn main() {
    let mut kp = KeywordProcessor::new();
    kp.add_keywords_from_iter(["Rust", "PERFORMANT"].map(str::to_lowercase));

    let text = &"Rust is great because its very performant".to_lowercase();
    let keywords: Vec<_> = kp
        .extract_keywords(text)
        .collect();
    assert_eq!(keywords, ["rust", "performant"]);
}

Dependencies

~690KB