2 releases

0.1.1 Dec 2, 2023
0.1.0 Dec 2, 2023

#785 in Algorithms

MIT license

165KB
3.5K SLoC

📐 norm

Latest version Docs badge CI

norm is a collection of different distance metrics on stings. This problem is sometimes referred to as "string similarity search", or more colloquially "fuzzy matching".

Available metrics

  • FzfV1: port of the algorithm used by fzf when launching with --algo=v1;
  • FzfV2: port of the algorithm used by fzf when launching without any extra flags or with --algo=v2;

Performance

Performance is a top priority for this crate. Our goal is to have the fastest implementation of every metric algorithm we provide, across all languages. Here you can find a number of benchmarks comparing norm's metrics to each other, as well as to other popular libraries.

Example usage

use std::ops::Range;

use norm::fzf::{FzfParser, FzfV2};
use norm::Metric;

let mut fzf = FzfV2::new();

let mut parser = FzfParser::new();

let query = parser.parse("aa");

let cities = ["Geneva", "Ulaanbaatar", "New York City", "Adelaide"];

let mut results = cities
    .iter()
    .copied()
    .filter_map(|city| fzf.distance(query, city).map(|dist| (city, dist)))
    .collect::<Vec<_>>();

// We sort the results by distance in ascending order, so that the best match
// will be at the front of the vector.
results.sort_by_key(|(_city, dist)| *dist);

assert_eq!(results.len(), 2);
assert_eq!(results[0].0, "Adelaide");
assert_eq!(results[1].0, "Ulaanbaatar");

// We can also find out which sub-strings of each candidate matched the query.

let mut ranges: Vec<Range<usize>> = Vec::new();

let _ = fzf.distance_and_ranges(query, results[0].0, &mut ranges);
assert_eq!(ranges.len(), 2);
assert_eq!(ranges[0], 0..1); // "A" in "Adelaide"
assert_eq!(ranges[1], 4..5); // "a" in "Adelaide"

ranges.clear();

let _ = fzf.distance_and_ranges(query, results[1].0, &mut ranges);
assert_eq!(ranges.len(), 1);
assert_eq!(ranges[0], 2..4); // The first "aa" in "Ulaanbaatar"

A note on the crate's naming scheme

norm's package.name is norms, while its lib.name is norm. This is because the package name has to be unique to be published to crates.io, but unfortunately norm is already taken by a crate squatter. What this means is that you should import norm as norms in your Cargo.toml, and use it as norm in your source code.

For example:

# Cargo.toml
[dependencies]
norms = { version = "0.1", features = ["fzf-v2"] }
// main.rs
use norm::fzf::FzfV2;

fn main() {
    println!("{:?}", FzfV2::new());
}

Dependencies

~110–250KB