'Rcpp' Bindings for 'Annoy', a Library for Approximate Nearest Neighbors.
RcppAnnoy: Rcpp bindings for Annoy
What is Annoy?
Annoy is a small, fast and lightweight library for Approximate Nearest Neighbours with a particular focus on efficient memory use and the ability to load a pre-saved index.
Annoy is written by Erik Bernhardsson. See its page for more on features, its (Python) API, and the other language ports. Annoy is part of the esteemed let us find other music you may like algorithm by Spotify.
Why this package?
It provides a nice example for Rcpp Modules and use of templates: Annoy uses a clean C++ core with templated data type, as well as several distance measures. This package shows that it is easy to wrap both aspects from R giving us multi-lingual approaches to data discovery and machine learning.
Status
The package matches the behaviour of the original Python package in the original Python wrapper for the Annoy library. It also replicates all unit tests written for the Python frontend, including a test for efficiently mmap-ing a binary index file.
The package originally built on Linux and OS X, and thanks to a patch by Qiang Kou now also builds on Windows.
Installation
You can either install from source via this repo, or install the CRAN package the usual way from R.
Author
Dirk Eddelbuettel
License
GPL (>= 2)