closest

Installation

For rust add the following to your Cargo.toml

closest = "0.1.0"

For python.

pip install closest

Example

A simple nearest neighbors implementation written in rust.

A rust example, this same example can be run with the following command.

cargo run --example colors

use std::error::Error;

use closest::{Data, KDTree, Point, SquaredEuclideanDistance};

fn main() -> Result<(), Box<dyn Error>> {
    // RGB color coordinates
    let colors = vec![
        Data::new("blue", vec![0., 0., 255.]),
        Data::new("red", vec![255., 0., 0.]),
        Data::new("navy", vec![17., 4., 89.]),
        Data::new("purple", vec![171., 3., 255.]),
        Data::new("light-blue", vec![61., 118., 224.]),
        Data::new("pink", vec![255., 3., 213.]),
        Data::new("yellow", vec![255., 234., 0.]),
        Data::new("green", vec![16., 145., 25.]),
        Data::new("orange", vec![255., 106., 0.]),
    ];
    // Construct the tree from the vector of data points.
    let tree = KDTree::from_vec(colors, 1).unwrap();
    let point = Point::new(vec![237., 139., 69.]); // Light Orange
    let closest_colors =
        tree.get_nearest_neighbors(&point, 2, &SquaredEuclideanDistance::default());
    println!("The nearest colors to light orange.");
    for color in closest_colors {
        println!("color: {}, squared euclidean distance: {}", color.data, color.distance);
    }
    Ok(())
}

// The nearest colors to light orange.
// color: yellow, squared euclidean distance: 14110
// color: orange, squared euclidean distance: 6174

And the equivalent python example.

from closest import KDTree

colors = [
        ("blue", [0., 0., 255.]),
        ("red", [255., 0., 0.]),
        ("navy", [17., 4., 89.]),
        ("purple", [171., 3., 255.]),
        ("light-blue", [61., 118., 224.]),
        ("pink", [255., 3., 213.]),
        ("yellow", [255., 234., 0.]),
        ("green", [16., 145., 25.]),
        ("orange", [255., 106., 0.]),
    ];
tree = KDTree(colors)
light_orange = [237., 139., 69.]
print(tree.get_nearest_neighbors(light_orange, 2))
#> [(14110.0, 'yellow'), (6174.0, 'orange')]

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for jinlow from gravatar.com jinlow

Credits

Author: James Inlow

Requires

Python >=3.8

Classifiers

Report project as malware

Metadata

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for jinlow from gravatar.com jinlow

Credits

Author: James Inlow

Requires

Python >=3.8

Classifiers

Report project as malware

Release files for closest 0.2.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for closest 0.2.0
File Size Uploaded
closest-0.2.0.tar.gz 17.6 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for closest 0.2.0
File
closest-0.2.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 286.6 kB PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ x86-64 Details
closest-0.2.0-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl 329.2 kB PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ IBM System/390x Details
closest-0.2.0-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 344.4 kB PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ PowerPC 64-le Details
closest-0.2.0-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 291.7 kB PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ ARMv7l Details
closest-0.2.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 284.1 kB PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ ARM64 Details
closest-0.2.0-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.whl 304.6 kB PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.5+ x86-32 Details
closest-0.2.0-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl 330.0 kB PyPy 3.9 PyPy 3.9 7.3 Linux glibc 2.17+ IBM System/390x Details
closest-0.2.0-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 344.1 kB PyPy 3.9 PyPy 3.9 7.3 Linux glibc 2.17+ PowerPC 64-le Details
closest-0.2.0-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 291.4 kB PyPy 3.9 PyPy 3.9 7.3 Linux glibc 2.17+ ARMv7l Details
closest-0.2.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 284.0 kB PyPy 3.9 PyPy 3.9 7.3 Linux glibc 2.17+ ARM64 Details
closest-0.2.0-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl 326.4 kB CPython 3.13 CPython 3.13 free-threading Linux glibc 2.17+ IBM System/390x Details
closest-0.2.0-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 343.3 kB CPython 3.13 CPython 3.13 free-threading Linux glibc 2.17+ PowerPC 64-le Details
closest-0.2.0-cp313-cp313t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 290.5 kB CPython 3.13 CPython 3.13 free-threading Linux glibc 2.17+ ARMv7l Details
closest-0.2.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 282.8 kB CPython 3.13 CPython 3.13 free-threading Linux glibc 2.17+ ARM64 Details
closest-0.2.0-cp313-cp313-win_amd64.whl 147.1 kB CPython 3.13 CPython 3.13 Windows x86-64 Details
closest-0.2.0-cp313-cp313-win32.whl 140.4 kB CPython 3.13 CPython 3.13 Windows x86-32 Details
closest-0.2.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 285.5 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
closest-0.2.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl 327.3 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ IBM System/390x Details
closest-0.2.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 343.5 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ PowerPC 64-le Details
closest-0.2.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 290.9 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARMv7l Details
closest-0.2.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 283.0 kB CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
closest-0.2.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl 303.7 kB CPython 3.13 CPython 3.13 Linux glibc 2.5+ x86-32 Details
closest-0.2.0-cp313-cp313-macosx_11_0_arm64.whl 248.7 kB CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
closest-0.2.0-cp313-cp313-macosx_10_12_x86_64.whl 256.3 kB CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details
closest-0.2.0-cp312-cp312-win_amd64.whl 146.9 kB CPython 3.12 CPython 3.12 Windows x86-64 Details
closest-0.2.0-cp312-cp312-win32.whl 140.4 kB CPython 3.12 CPython 3.12 Windows x86-32 Details
closest-0.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 285.5 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
closest-0.2.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl 327.2 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ IBM System/390x Details
closest-0.2.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 343.7 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details
closest-0.2.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 291.1 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details
closest-0.2.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 282.9 kB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
closest-0.2.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl 303.8 kB CPython 3.12 CPython 3.12 Linux glibc 2.5+ x86-32 Details
closest-0.2.0-cp312-cp312-macosx_11_0_arm64.whl 248.8 kB CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
closest-0.2.0-cp312-cp312-macosx_10_12_x86_64.whl 256.2 kB CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
closest-0.2.0-cp311-cp311-win_amd64.whl 146.4 kB CPython 3.11 CPython 3.11 Windows x86-64 Details
closest-0.2.0-cp311-cp311-win32.whl 140.1 kB CPython 3.11 CPython 3.11 Windows x86-32 Details
closest-0.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 286.1 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
closest-0.2.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl 329.1 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ IBM System/390x Details
closest-0.2.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 344.2 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ PowerPC 64-le Details
closest-0.2.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 292.0 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARMv7l Details
closest-0.2.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 283.7 kB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
closest-0.2.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl 304.3 kB CPython 3.11 CPython 3.11 Linux glibc 2.5+ x86-32 Details
closest-0.2.0-cp311-cp311-macosx_11_0_arm64.whl 252.2 kB CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
closest-0.2.0-cp311-cp311-macosx_10_12_x86_64.whl 259.6 kB CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details
closest-0.2.0-cp310-cp310-win_amd64.whl 146.4 kB CPython 3.10 CPython 3.10 Windows x86-64 Details
closest-0.2.0-cp310-cp310-win32.whl 140.2 kB CPython 3.10 CPython 3.10 Windows x86-32 Details
closest-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 286.3 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
closest-0.2.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl 329.7 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ IBM System/390x Details
closest-0.2.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 344.0 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Details
closest-0.2.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 291.8 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARMv7l Details
closest-0.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 283.7 kB CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
closest-0.2.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl 304.3 kB CPython 3.10 CPython 3.10 Linux glibc 2.5+ x86-32 Details
closest-0.2.0-cp310-cp310-macosx_11_0_arm64.whl 252.2 kB CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
closest-0.2.0-cp310-cp310-macosx_10_12_x86_64.whl 259.8 kB CPython 3.10 CPython 3.10 macOS 10.12+ x86-64 Details
closest-0.2.0-cp39-cp39-win_amd64.whl 146.3 kB CPython 3.9 CPython 3.9 Windows x86-64 Details
closest-0.2.0-cp39-cp39-win32.whl 140.6 kB CPython 3.9 CPython 3.9 Windows x86-32 Details
closest-0.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 286.3 kB CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
closest-0.2.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl 329.9 kB CPython 3.9 CPython 3.9 Linux glibc 2.17+ IBM System/390x Details
closest-0.2.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 344.1 kB CPython 3.9 CPython 3.9 Linux glibc 2.17+ PowerPC 64-le Details
closest-0.2.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 292.0 kB CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARMv7l Details
closest-0.2.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 283.7 kB CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARM64 Details
closest-0.2.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl 304.0 kB CPython 3.9 CPython 3.9 Linux glibc 2.5+ x86-32 Details
closest-0.2.0-cp38-cp38-win_amd64.whl 146.2 kB CPython 3.8 CPython 3.8 Windows x86-64 Details
closest-0.2.0-cp38-cp38-win32.whl 140.3 kB CPython 3.8 CPython 3.8 Windows x86-32 Details
closest-0.2.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 286.4 kB CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64 Details
closest-0.2.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl 329.5 kB CPython 3.8 CPython 3.8 Linux glibc 2.17+ IBM System/390x Details
closest-0.2.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 344.3 kB CPython 3.8 CPython 3.8 Linux glibc 2.17+ PowerPC 64-le Details
closest-0.2.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 291.7 kB CPython 3.8 CPython 3.8 Linux glibc 2.17+ ARMv7l Details
closest-0.2.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 284.0 kB CPython 3.8 CPython 3.8 Linux glibc 2.17+ ARM64 Details
closest-0.2.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl 304.4 kB CPython 3.8 CPython 3.8 Linux glibc 2.5+ x86-32 Details

Total release size: 19.1 MB

Release files / closest-0.2.0.tar.gz

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