Code Monkey home page Code Monkey logo

vectorized-python-kd-tree's Introduction

Python KD-Tree for Points

A simple and decently performant KD-Tree in Python.

Just about 60 lines of code excluding comments.

It's so simple that you can just copy and paste, or translate to other languages!
Your teacher will assume that you are a good student who coded it from scratch.

Why?

No external dependencies like numpy, scipy, etc.

Supports points that are array-like: lists, arrays, numpy arrays.

Just star this project if you find it helpful... so others can know it's better than those long winded kd-tree codes. ;)

Requirements

Python 2.x or 3.x

Dependencies

None

Notes

Creation of the KD-Tree isn't strictly O(n log (n)), but is similar O(n log (n)) in practice.
It abuses Python's native sort (TimSort) which is O(n) for nearly sorted lists.

Adding too many points relative to the number of points in the tree can degrade performance.
If you are adding many new points into the tree, it is better to re-create the tree.

License

CC0

vectorized-python-kd-tree's People

Contributors

synthbot-anon avatar vectorized avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.